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Paper titles link to the original publication when available. An English write-up is project documentation, not a claim of full reproduction.

Paper First publication Project write-up
WeSearch: A Unified Model-Centric Retrieval Framework for WeChat Search 2026-10-31 English · Chinese
PailitaoMMSearch2.0 Technical Report: Scaling Generative Retrieval to Unified End-to-End Multimodal Search 2026-10-27 English · Chinese
KL-MOPD: Discrepancy-Aware Multi-Objective On-Policy Distillation for Generative Recommendation 2026-10-27 English · Chinese
PinGER: Token-Efficient Generative Retrieval with Semantic IDs 2026-10-24 English · Chinese
Reinforcement Learning for Controller Parameters in the Auto-Bidding System at Pinterest 2026-10-23 English · Chinese
Hierarchical GTV Estimation: Bridging the Gap between Container-Level Ranking and Item-Level Conversion 2026-10-23 English · Chinese
PAIR: Preference-Aligned Intent Retrieval for Premium People Recommendation at LinkedIn 2026-10-22 English · Chinese
OneLatent: Latent Reasoning for Efficient Foundation Recommendation Models 2026-10-22 English · Chinese
Progressive Learning from Content to Relevance to Personalization for CTR Prediction 2026-10-21 English · Chinese
SPAR: Stepwise Personalized Autoregressive Recommendation with Prefix-Balanced Semantic IDs 2026-10-20 English · Chinese
ECHO: Efficient Cascade with Homogeneous Operators for Distillation-Guided 100K-Sequence Modeling 2026-10-20 English · Chinese
Baseline and Incremental: User, Item, and Request Debiasing in Instagram Feed Ranking 2026-10-20 English · Chinese
MAPS: A Multi-Agent Personalized Script-Driven Video Advertising System Enhanced by Reinforcement Learning 2026-10-19 English · Chinese
Don't Rewrite the SID Map: Topology Preservation for Generative Retrieval in Dynamic E-Commerce Search 2026-10-19 English · Chinese
CASI: Credit Assignment via Set Intervention for Agentic Retrieval 2026-10-14 English · Chinese
WeGR: Unified Generative Retrieval for Industrial Search Systems in WeChat 2026-10-12 English · Chinese
UniSGR-V2: Stepwise Target-Side Feature Anticipation and Crossing for Generative Recommendation 2026-10-12 English · Chinese
LLM-based User-Product Relevance Evaluation for Dynamic Product Advertising 2026-10-10 English · Chinese
FORTE: A Production Framework for Feature Evaluation and Deprecation in Industrial Recommender Systems 2026-10-09 English · Chinese
RPTune: Learned Context Curation for LLM Catalog Search 2026-10-01 English · Chinese
Optimizing Effective Training Time for Large-Scale Recommendation Systems 2026-10-01 English · Chinese
Not All Is Lost: Repairing Lossy User Preference States of Personalization Encoders 2026-10-01 English · Chinese
Neither Black nor White: Balancing Semantic and Collaborative Signals with Graph-Informed Semantic IDs (GrIS) 2026-10-01 English · Chinese
AgentWebRec: Compact Evidence Fusion over the Agent Web for Personalized Recommendation 2026-10-01 English · Chinese
Generative End-to-end Ad Retrieval at Douyin 2026-09-30 English · Chinese
HELIX: Purified and Unified - Rethinking Feature Interaction and Sequence Modeling for Large-Scale Recommendation 2026-09-29 English · Chinese
GRP v0.1 Technical Report 2026-09-29 English · Chinese
Challenges and Solutions for Bandits in the Wild: Warm-Started Mixture Bandits for Cross-Cohort Slate Recommendation 2026-09-29 English · Chinese
Beyond Interaction Capacity: Estimator Scaling with Recursive Models for CTR Prediction 2026-09-29 English · Chinese
Measuring and Mitigating Identity-Cue Preference Drift in LLM-based Recommender Systems 2026-09-28 English · Chinese
EvoSkillRec: Skill-Genome Evolution for Recommender Architecture Discovery 2026-09-28 English · Chinese
Mend the Measurement Gap: Latent User Preference Modeling for Short-Form Video Recommendation 2026-09-26 English · Chinese
KuaFu: Compressing Long User Behavior into Understanding at Billion Scale 2026-09-25 English · Chinese
X-Rec Technical Report 2026-09-24 English · Chinese
OneTrans-V2: Unifying Retrieval, Pre-rank, and Fine-rank with One Transformer in Industrial Recommender 2026-09-23 English · Chinese
Learned Cross-Task Relationships in Multi-Task Models 2026-09-23 English · Chinese
Lightweight Ranking Heads: Accelerating Multi-Task Experimentation in Production Recommender Systems 2026-09-21 English · Chinese
UNIQUE: A Unified Retrieval and Ranking System for Large-Scale Feed Recommendation 2026-09-20 English · Chinese
MuSeR: Scalable Long-sequence Recommendation with Multi-interest Modeling 2026-09-20 English · Chinese
Explainable Recommendations at Scale: LLM Rationales for YouTube Music Artist Discovery 2026-09-20 English · Chinese
Verify, Don't Trust: Agentic Model Development for Video Discovery Retrieval at Scale 2026-09-18 English · Chinese
One-Step Retrieval Framework for Real-Time Sponsored Search Ads Using Hierarchical Text Representations 2026-09-16 English · Chinese
LazFormer: Scaling Transformers for Industrial Recommendation via Transferable Generative Pre-training 2026-09-14 English · Chinese
Generate to Explore, Select to Exploit: Aligning LLM-based Headline Generation with Personalized Recommendation 2026-09-14 English · Chinese
MIMA: Multi-Interest Recommendation via Multi-Positive Exclusive Assignment 2026-09-11 English · Chinese
ChronicleRec: Pre-training Temporally Anchored Tokens for Lifelong User Modeling 2026-09-11 English · Chinese
UniRec: Cross-Stage Multi-Task Fusion with Preference Optimization for Cascaded Recommender Systems 2026-09-10 English · Chinese
SIRF: A Spec-Internalized Risk Foundation Model for Industrial Content Risk Control 2026-09-10 English · Chinese
SequenceO1: End-to-End Ultra-Long (100K) Sequence Modeling in Recommendation with Low-Rank Caching 2026-09-08 English · Chinese
BAFF: Bid-Aware Filter Family for Mitigating Training Data Interference in RTB A/B Tests 2026-09-08 English · Chinese
Beyond Co-purchase Relation: Evolution of Complementary Recommendations at Allegro 2026-09-04 English · Chinese
AutoLR: Automating the Path from Research to Launch Review in Industrial Recommender Systems 2026-09-04 English · Chinese
CORAL: An LLM-Native Harness for Production Recommender Systems 2026-09-02 English · Chinese
TGR: Advancing Industrial Recommendation from Generative-Paradigm Ranking toward Unified Generation and Reasoning 2026-09-01 English · Chinese
From Language to Behavior: Scaling Sequence Transformers for Industrial Recommendation Ranking with Rec-Native Designs 2026-09-01 English · Chinese
SetMIR: Multi-Interest Retrieval as Set Prediction 2026-08-31 English · Chinese
CAMIE: Co-Engagement-Aware Multimodal Item Embeddings for Snap Dynamic Product Ads Retrieval 2026-08-31 English · Chinese
Scaling Graph Neural Networks for Friend Recommendation: Multi-Hash User Embeddings and Temporal Neighbor Sampling 2026-08-27 English · Chinese
TransRetrieval: Scaling Up Transformer-Based Retrieval for Industrial Recommendation 2026-08-26 English · Chinese
DCEO: Direct Causal Effect Optimization for Long-Term User Value Modeling in E-commerce Search 2026-08-26 English · Chinese
TAGR: Temporally Adaptive Generative Recommendation for Industrial Live-Streaming Advertising 2026-08-25 English · Chinese
From a Static Multi-Level Small Semantic Codebook to a Dynamic Single-Level Large Semantic Codebook for Generative Recommendation 2026-08-21 English · Chinese
OneModel: A Unified Foundation for Platform-Scale Multi-Scenario Ranking 2026-08-19 English · Chinese
Once Generated, Ranked: End-to-End Generative Slate Recommendation with Unified Semantic-Collaborative IDs 2026-08-18 English · Chinese
Multimedia Asset Personalization via Multimodal Embeddings at Netflix 2026-08-18 English · Chinese
DrEM: Dual-Side Robust Ensemble Ranking from Noisy User Preference Predictions in Video Recommendation 2026-08-13 English · Chinese
Sona Technical Report 2026-08-11 English · Chinese
MetaStrategy: Generative Ranking with Executable LLM Strategies 2026-08-10 English · Chinese
IntHQ: Task-Interactive Hierarchical Query on Dual-Stream Representations for Generative Recommendation 2026-08-10 English · Chinese
GenRec: An LLM-Backed Recommendation Ranker at Netflix 2026-08-10 English · Chinese
From Prediction to Incrementality: Causal Optimization for Large-Scale Targeting and Recommendation 2026-08-10 English · Chinese
DREAM: A Dual-Loop Recommendation Evolution Framework Powered by Large Language Models 2026-08-10 English · Chinese
ConnectionMind: A General Social-Personalized Recommendation System with LLM Reasoning 2026-08-10 English · Chinese
PushDualGen: Enabling LLMs to Generate Semantic IDs with Interpretable Copy for Industrial Push Recommendation 2026-08-08 English · Chinese
Teacher Retains Full Tokens, Student Merges Efficiently: TM20K for E-Commerce Sequence Modeling in Ad Recommendation 2026-08-07 English · Chinese
Gryphon-v2: One Model in Place of a Cascade — Generate-and-Rank Recommender with Rollout Distillation 2026-08-06 English · Chinese
Multi-Objective Ranking for Live-Streaming: Balancing Fresh and Delayed Signals with Segment-Aware Targeting 2026-08-05 English · Chinese
DEGR: Dual Exploration-Driven Generative Re-Ranking for Adaptive Cross-Request Context Bridging 2026-08-05 English · Chinese
LLM-Derived Priors for Thompson Sampling in Cold-Start Comment Recommendation 2026-08-04 English · Chinese
SPEAR: Selection-aware Personalized End-to-end Adaptive Rewriting and Retrieval for Community Search 2026-08-03 English · Chinese
Knowledge–Geometry Decoupling: Refreshable Pretrained Transfer for Streaming Recommendation 2026-08-03 English · Chinese
Douyin Multimodal Embedding Model Technical Report 2026-08-03 English · Chinese
A Self-Triggered Agentic Push Recommendation System 2026-08-03 English · Chinese
Hierarchical Residual Policy Optimization for Generative Recommendations 2026-08-01 English · Chinese
TransX: Scaling Transformer-based Recommendation via Behavioral and Serving Stream Crossings 2026-07-31 English · Chinese
RecHarness: A Bandit-Routed Agentic Harness for Self-Evolving Recommender Systems 2026-07-31 English · Chinese
GALA: Generative Aligned Learning for Adaptive Multimodal Representation in the Taobao Shangou Recommender System 2026-07-31 English · Chinese
ROCS: Request-Oriented Compute Sharing for Efficient Large-Scale Recommendation 2026-07-30 English · Chinese
LLM-Based Generative Retrieval for Snapchat Content Recommendation 2026-07-30 English · Chinese
Heterogeneous Ranking in Industrial-Scale Recommender Systems: A Case Study 2026-07-30 English · Chinese
From Understanding to Action: Feedback-Grounded Policy Discovery for Generative Recommendation 2026-07-30 English · Chinese
CCFormer: Efficient Cross-Field Interaction and Hierarchical Sequence Compression for Industrial Recommendation at Tencent 2026-07-30 English · Chinese
Building a User Foundation Model for the Open Web 2026-07-30 English · Chinese
PSG: Pair-Space Generation for Efficient Generative Reranking 2026-07-29 English · Chinese
OneShot: Index-in-Ranking with Neural Scoring for Large-Scale Retrieval 2026-07-29 English · Chinese
DIRECTOR: Dynamic Index-based Recommendation with Transport-Optimized Retrieval 2026-07-29 English · Chinese
ClockRoPE: Random Fourier Rotations for Temporal Routine Modeling 2026-07-29 English · Chinese
ASARL: Autonomous Social-Aware Relevance Learning for QQ Search 2026-07-29 English · Chinese
TWICE: Two-Clock, Two-Window Learning for Long-Horizon Conversion Prediction in Online Advertising 2026-07-28 English · Chinese
Reward Guided Decoding for Generative Recommendation 2026-07-28 English · Chinese
RecoReward: Recommender-Guided Multimodal Description Generation for Recommendation 2026-07-28 English · Chinese
Beyond Single-Episode Optimization: Sliding-Window Aware Generative Auto-Bidding for Long-Term Advertising Effectiveness 2026-07-28 English · Chinese
Unifying Generative Recall and Multi-Objective Ranking in a Single Decoder-Only Sequence 2026-07-27 English · Chinese
SpecFormer: Mitigating Embedding and Attention Collapse via Spectral-Aware Transformer for Recommendation 2026-07-27 English · Chinese
OxygenREC-v2: Internalizing Discrimination into Generative Recommendation 2026-07-27 English · Chinese
Mosaic: A Fleet of User Embedding Specialists for Recommendation at Meta 2026-07-27 English · Chinese
Memory Layer: Train the In-Model Cache for Recommendation Models 2026-07-27 English · Chinese
CORE: A Unified Cascaded Ordinal Relevance Estimation Framework for E-commerce Search 2026-07-27 English · Chinese
Tokens are All You Need: Dual-purpose Semantic IDs for Achieving LLM-Level I/O Efficiency in Recommendation Systems 2026-07-26 English · Chinese
Melo: A Production LLM-Powered Music Recommendation Agent 2026-07-26 English · Chinese
Breaking the Loop: An Empirical Comparison of Strategies for Novelty and Freshness in YouTube Music 2026-07-26 English · Chinese
EGR: Embedding-Native Generative Retrieval with a Shared LLM 2026-07-25 English · Chinese
PinEqualizer: Full Funnel Content Exploration and Debiasing System at Pinterest 2026-07-23 English · Chinese
Bridging the Structural Gap: Adapting Autoregressive Generation for Recommendation 2026-07-23 English · Chinese
TSGR: Taobao Search Generative Retrieval 2026-07-21 English · Chinese
PinDCO: Whole-Page Aware Dynamic Creative Optimization at Scale 2026-07-21 English · Chinese
RecEvolve: A Knowledge-Driven Autonomous Agent System for Recommender Systems 2026-07-20 English · Chinese
RAMP: Robust Ad Recommendation Under Limited Personalized-Feature Availability via Masking and Alignment Pathways 2026-07-20 English · Chinese
WHALE: A Scalable Unified Model for Recommendation with Wukong-HSTU Architecture 2026-07-19 English · Chinese
Uncertainty as Remedy: Mitigating Satisfaction Label Bias in Short Video Multi-Objective Ensemble Ranking 2026-07-19 English · Chinese
Pin-SCALE: Semantic Cascading and Alignment Learning for Engagement-Aware IDs in Cold-Start Recommendations 2026-07-19 English · Chinese
RecGPT-V3 Technical Report 2026-07-17 English · Chinese
RECAP: Feedback-Driven Streaming Semantic User Profiles for Short-Video Recommendation 2026-07-17 English · Chinese
LLM-Based Re-Ranking for Real Estate Search 2026-07-16 English · Chinese
TMallGS: Scaling Unified Feature and Sequence Modeling for Generative E-commerce Search 2026-07-15 English · Chinese
Long-term User Engagement Optimization through Model-agnostic Downstream Rewards Learning 2026-07-15 English · Chinese
Long-History User Transformers for Real-Time Ad Ranking 2026-07-15 English · Chinese
Adaptive Ad Load Design for Sponsored Search Markets: Evidence, Theory, and Deployment 2026-07-15 English · Chinese
SlimPer: Make Personalization Model Slim and Smart 2026-07-14 English · Chinese
Proximity Features: Privacy-Compliant Cold-Start Personalization at Airbnb 2026-07-14 English · Chinese
Not Only NTP: Extending Training Signal Coverage for Generative Recommendation 2026-07-14 English · Chinese
MESH: Scaling Up Retrieval with Heterogeneous Content Unification 2026-07-14 English · Chinese
Learning to Forget: Satiation-Aware Long-Sequence Transducers for Mitigating Post-Purchase Redundancy 2026-07-14 English · Chinese
Deep-learning Causal Retrieval Optimization for Efficient e-commerce Distribution in Pinterest 2026-07-14 English · Chinese
Cheaper is Better: A Discount-Aware Network for Conversion Rate Prediction in E-commerce Recommendation System 2026-07-14 English · Chinese
Guess Where You Go: Generative Next Point-of-Interest Recommendation in Amap 2026-07-13 English · Chinese
ZoRRO: A Zero-Weight Personalized Recommender System for Scalable News Recommendation 2026-07-12 English · Chinese
Multilingual Semantic Retrieval for Apple Music Search 2026-07-11 English · Chinese
Prompt Generation Technical Report 2026-07 English · Chinese
GenPage: Towards End-to-End Generative Homepage Construction at Netflix 2026-06-30 English · Chinese
POEM: Partial-Order Enhanced Real-Time Sequential Modeling for Recommendation 2026-06-29 English · Chinese
NEXT: Reasoning-Driven Video Recommendation via a Vision-Language Model 2026-06-27 English · Chinese
UniFormer: Efficient and Unified Model-Centric Scaling for Industrial Recommendation 2026-06-25 English · Chinese
NOVA: A Verification-Aware Agent Harness for Architecture Evolution in Industrial Recommender Systems 2026-06-25 English · Chinese
Recommendation as Generation: Unifying Personalized Video Generation and Recommendation at Industrial Scale 2026-06-24 English · Chinese
TokenMinds: Pretrained User Tokens and Embeddings for User Understanding in Large Recommender Systems 2026-06-23 English · Chinese
JourneyFormer: Encoding Airbnb Guest Journey with Sequence Modeling 2026-06-17 English · Chinese
RankGraph-2: Lifecycle Co-Design for Billion-Node Graph Learning in Recommendation 2026-06-16 English · Chinese
PIANO: Personalized Reranking via Information Aggregation Node for Music Search Optimization 2026-06-15 English · Chinese
OneRank: Unified Transformer-Native Ranking Architecture for Multi-Task Recommendation 2026-06-15 English · Chinese
EvoRec: Self-Evolving Agentic Recommender Systems 2026-06-15 English · Chinese
Atomic Intent Reasoning: Bringing LLM Semantics to Industrial Cross-Domain Recommendations 2026-06-09 English · Chinese
ToolRec: Calibrated Preference Alignment for Query Recommendation in On-Device Assistants 2026-06-07 English · Chinese
SSRLive: Live Streaming Recommendation with Dynamic Semantic ID 2026-06-05 English · Chinese
Taiji: Pareto Optimal Policy Optimization with Semantics-IDs Trade-off for Industrial LLM-Enhanced Recommendation 2026-06-02 English · Chinese
Synthetic Data from Cross-Domain Events for Large-Scale Recommendation Systems 2026-05-29 English · Chinese
Stochastic Primal-Dual Decoding for Multiobjective Generative Recommender Systems 2026-05-26 English · Chinese
MuChator: Enabling Active Music Discovery via Conversational Music LLMs in Douyin Music 2026-05-26 English · Chinese
L2Rec: Towards Dual-View Understanding of LLMs for Personalized Recommendation 2026-05-26 English · Chinese
Causal Representation Learning for Generalisable Recommendation 2026-05-26 English · Chinese
From Item-Only to Query-Item: Query-Conditioned Generative Search with QGS in Quark 2026-05-25 English · Chinese
DeGRe: Listwise Generative Reranking with Offline Lookahead Distillation 2026-05-25 English · Chinese
TubiFM: Unified Item, Carousel, and Search Ranking for Streaming Discovery 2026-05-22 English · Chinese
HARNESS-LM: A Three-Phase Training Recipe for Harnessing SLMs in Sponsored Search Retrieval 2026-05-22 English · Chinese
From Head to Tail: Asymmetric Knowledge Transfer in Long-tail Recommendation with Generative Semantic IDs 2026-05-22 English · Chinese
PEARL: Unbiased Percentile Estimation via Contrastive Learning for Industrial-Scale Livestream Recommendation 2026-05-20 English · Chinese
FLUID: From Ephemeral IDs to Multimodal Semantic Codes for Industrial-Scale Livestreaming Recommendation 2026-05-20 English · Chinese
Towards Sustainable Growth: A Multi-Value-Aware Retrieval Framework for E-Commerce Search 2026-05-18 English · Chinese
DADF: A Distribution-Aware Debiasing Framework for Watch-Time Regression in Recommender Systems 2026-05-18 English · Chinese
Policy-Grounded Dynamic Facet Suggestions for Job Search 2026-05-15 English · Chinese
Efficient Generative Retrieval for E-commerce Search with Semantic Cluster IDs and Expert-Guided RL 2026-05-14 English · Chinese
UxSID: Semantic-Aware User Interests Modeling for Ultra-Long Sequence 2026-05-09 English · Chinese
A Production-Ready RL Framework for Personalized Utility Tuning with Pareto Sweeping in Pinterest Recommender Systems 2026-05-08 English · Chinese
Effective Knowledge Transfer for Multi-Task Recommendation Models 2026-05-07 English · Chinese
Bridging Passive and Active: Enhancing Conversation Starter Recommendation via Active Expression Modeling 2026-05-07 English · Chinese
RecGPT-Mobile: On-Device Large Language Models for User Intent Understanding in Taobao Feed Recommendation 2026-05-06 English · Chinese
Beyond Item IDs: Scaling Short-Form-Video Recommendation via Semantic-Native Long Sequence Modeling 2026-05-04 English · Chinese
Unified Value Alignment for Generative Recommendation in Industrial Advertising 2026-05 English · Chinese
LWGR: Lagrangian-Constrained Personalized World Knowledge for Generative Recommendation 2026-05 English · Chinese
LLM Retrieval for Stable and Predictable Ad Recommendations 2026-05 English · Chinese
Fine-Tuned LLM as a Complementary Predictor Improving Ads System 2026-05 English · Chinese
A General Framework for Multimodal LLM-Based Multimedia Understanding in Large-Scale Recommendation Systems 2026-05 English · Chinese
From Local Indices to Global Identifiers: Generative Reranking via Global Action Space 2026-04-28 English · Chinese
Beyond Static Collision Handling: Adaptive Semantic ID Learning for Multimodal Recommendation at Industrial Scale 2026-04-26 English · Chinese
CS3: Efficient Online Capability Synergy for Two-Tower Recommendation 2026-04-21 English · Chinese
AgenticRecTune: Multi-Agent with Self-Evolving Skillhub for Recommendation System Optimization 2026-04-21 English · Chinese
RankUp: Towards High-rank Representations for Large Scale Advertising Recommender Systems 2026-04-20 English · Chinese
Modular Representation Compression: Adapting LLMs for Efficient and Effective Recommendations 2026-04-20 English · Chinese
GenRec: A Preference-Oriented Generative Framework for Large-Scale Recommendation 2026-04-16 English · Chinese
UniRec: Bridging the Expressive Gap between Generative and Discriminative Recommendation via Chain-of-Attribute 2026-04-14 English · Chinese
Efficient Retrieval Scaling with Hierarchical Indexing for Large Scale Recommendation 2026-04-14 English · Chinese
SOLARIS: Speculative Offloading of Latent-bAsed Representation for Inference Scaling 2026-04-13 English · Chinese
SID-Coord: Coordinating Semantic IDs for ID-based Ranking in Short-Video Search 2026-04-12 English · Chinese
Dual-Rerank: Fusing Sequential Dependencies and Utility for Generative Reranking 2026-04-08 English · Chinese
MBGR: Multi-Business Generative Recommendation 2026-04-03 English · Chinese
RCLRec: Reverse Curriculum Learning for Modeling Sparse Conversions in Generative Recommendation 2026-03-30 English · Chinese
UniScale: Synergistic Entire Space Data and Model Scaling for Search Ranking 2026-03-25 English · Chinese
GateSID: Adaptive Gating for Semantic-Collaborative Alignment in Cold-Start Recommendation 2026-03-24 English · Chinese
TagLLM: A Fine-Grained Tag Generation Approach for Note Recommendation 2026-03-23 English · Chinese
SaFRO: Satisfaction-Aware Fusion via Dual-Relative Policy Optimization for Short-Video Search 2026-03-20 English · Chinese
GenFacet: End-to-End Generative Faceted Search via Multi-Task Preference Alignment in E-Commerce 2026-03-20 English · Chinese
AIGQ: An End-to-End Hybrid Generative Architecture for E-commerce Query Recommendation 2026-03-20 English · Chinese
Deploying Semantic ID-based Generative Retrieval for Large-Scale Podcast Discovery at Spotify 2026-03-18 English · Chinese
SORT: A Systematically Optimized Ranking Transformer for Industrial-scale Recommenders 2026-03-04 English · Chinese
Not All Candidates are Created Equal: Heterogeneity-Aware Pre-ranking 2026-03-04 English · Chinese
Constraint-Aware Generative Re-ranking for Multi-Objective Optimization in Advertising Feeds 2026-03-04 English · Chinese
PinCLIP: Large-scale Foundational Multimodal Representation at Pinterest 2026-03-03 English · Chinese
OneRanker: Unified Generation and Ranking with One Model in Industrial Advertising Recommendation 2026-03-03 English · Chinese
IDProxy: Cold-Start CTR Prediction for Ads and Recommendation at Xiaohongshu with Multimodal LLMs 2026-03-02 English · Chinese
Beyond the Flat Sequence: Hierarchical and Preference-Aware Generative Recommendations 2026-03-01 English · Chinese
Zero-shot Cross-domain Knowledge Distillation: A Case study on YouTube Music 2026-03 English · Chinese
Stop Treating Collisions Equally: Qualification-Aware Semantic ID Learning for Recommendation at Industrial Scale 2026-02-28 English · Chinese
Learning to Reflect and Correct: Towards Better Decoding Trajectories for Large-Scale Generative Recommendation 2026-02-27 English · Chinese
Vectorizing the Trie: Efficient Constrained Decoding for LLM-based Generative Retrieval on Accelerators 2026-02-26 English · Chinese
HiSAC: Hierarchical Sparse Activation Compression for Ultra-long Sequence Modeling in Recommenders 2026-02-24 English · Chinese
Generative Pseudo-Labeling for Pre-Ranking with LLMs 2026-02-24 English · Chinese
Bending the Scaling Law Curve in Large-Scale Recommendation Systems 2026-02-19 English · Chinese
A Long-term Value Prediction Framework In Video Ranking 2026-02-19 English · Chinese
Rethinking ANN-based Retrieval: Multifaceted Learnable Index for Large-scale Recommendation System 2026-02-18 English · Chinese
Climber-Pilot: A Non-Myopic Generative Recommendation Model Towards Better Instruction-Following 2026-02-14 English · Chinese
RQ-GMM: Residual Quantized Gaussian Mixture Model for Multimodal Semantic Discretization in CTR Prediction 2026-02-13 English · Chinese
RGAlign-Rec: Ranking-Guided Alignment for Latent Query Reasoning in Recommendation Systems 2026-02-13 English · Chinese
Jointly Optimizing Debiased CTR and Uplift for Coupons Marketing: A Unified Causal Framework 2026-02-13 English · Chinese
CAPTS: Channel-Aware, Preference-Aligned Trigger Selection for Multi-Channel Item-to-Item Retrieval 2026-02-13 English · Chinese
Awakening Dormant Users: Generative Recommendation with Counterfactual Functional Role Reasoning 2026-02-13 English · Chinese
Online Advertising with Spatial Interactions 2026-02-12 English · Chinese
Compress, Cross and Scale: Multi-Level Compression Cross Networks for Efficient Scaling in Recommender Systems 2026-02-12 English · Chinese
An Industrial-Scale Sequential Recommender for LinkedIn Feed Ranking 2026-02-12 English · Chinese
Compute Only Once: UG-Separation for Efficient Large Recommendation Models 2026-02-11 English · Chinese
CADET: Context-Conditioned Ads CTR Prediction With a Decoder-Only Transformer 2026-02-11 English · Chinese
SMES: Towards Scalable Multi-Task Recommendation via Expert Sparsity 2026-02-10 English · Chinese
SARM: LLM-Augmented Semantic Anchor for End-to-End Live-Streaming Ranking 2026-02-10 English · Chinese
Kunlun: Establishing Scaling Laws for Massive-Scale Recommendation Systems through Unified Architecture Design 2026-02-10 English · Chinese
DiffuReason: Bridging Latent Reasoning and Generative Refinement for Sequential Recommendation 2026-02-10 English · Chinese
PIT: A Dynamic Personalized Item Tokenizer for End-to-End Generative Recommendation 2026-02-09 English · Chinese
ML-DCN: Masked Low-Rank Deep Crossing Network Towards Scalable Ads Click-through Rate Prediction at Pinterest 2026-02-09 English · Chinese
MSN: A Memory-based Sparse Activation Scaling Framework for Large-scale Industrial Recommendation 2026-02-07 English · Chinese
MDL: A Unified Multi-Distribution Learner in Large-scale Industrial Recommendation through Tokenization 2026-02-07 English · Chinese
TokenMixer-Large: Scaling Up Large Ranking Models in Industrial Recommenders 2026-02-06 English · Chinese
Statistical Learning from Attribution Sets 2026-02-06 English · Chinese
DOS: Dual-Flow Orthogonal Semantic IDs for Recommendation in Meituan 2026-02-04 English · Chinese
Unifying Ranking and Generation in Query Auto-Completion via Retrieval-Augmented Generation and Multi-Objective Alignment 2026-02-01 English · Chinese
SIGMA: A Semantic-Grounded Instruction-Driven Generative Multi-Task Recommender at AliExpress 2026-02 English · Chinese
S-GRec: Personalized Semantic-Aware Generative Recommendation with Asymmetric Advantage 2026-02 English · Chinese
Generative Recommendation for Large-Scale Advertising 2026-02 English · Chinese
Zenith: Scaling up Ranking Models for Billion-scale Livestreaming Recommendation 2026-01-29 English · Chinese
OneMall: One Model, More Scenarios -- End-to-End Generative Recommender Family at Kuaishou E-Commerce 2026-01-29 English · Chinese
Towards End-to-End Alignment of User Satisfaction via Questionnaire in Video Recommendation 2026-01-28 English · Chinese
S2GR: Stepwise Semantic-Guided Reasoning in Latent Space for Generative Recommendation 2026-01-26 English · Chinese
Unleashing the Potential of Sparse Attention on Long-term Behaviors for CTR Prediction 2026-01-25 English · Chinese
Hierarchical Contextual Uplift Bandits for Catalog Personalization 2026-01-20 English · Chinese
Applying Embedding-Based Retrieval to Airbnb Search 2026-01-11 English · Chinese
PROMISE: Process Reward Models Unlock Test-Time Scaling Laws in Generative Recommendations 2026-01-08 English · Chinese
Rethinking Multi-objective Ranking Ensemble in Recommender System: From Score Fusion to Rank Consistency 2026-01-06 English · Chinese
Cold-Starting Podcast Ads and Promotions with Multi-Task Learning on Spotify 2026-01-05 English · Chinese
HiGR: Industrial-Scale Hierarchical Generative Slate Recommendation Framework in Tencent 2025-12-31 English · Chinese
RecGPT-V2 Technical Report 2025-12-16 English · Chinese
DualGR: Generative Retrieval with Long and Short-Term Interests Modeling 2025-11-16 English · Chinese
From Reasoning LLMs to BERT: A Two-Stage Distillation Framework for Search Relevance 2025-10-13 English · Chinese
IntSR: An Integrated Generative Framework for Search and Recommendation 2025-09-25 English · Chinese
OnePiece: Bringing Context Engineering and Reasoning to Industrial Cascade Ranking 2025-09-22 English · Chinese
Deep Reinforcement Learning for Ranking Utility Tuning in the Ad Recommender System at Pinterest 2025-09-05 English · Chinese
MPFormer: Adaptive Framework for Industrial Multi-Task Personalized Sequential Retriever 2025-08-28 English · Chinese
SaviorRec: Semantic-Behavior Alignment for Cold-Start Recommendation 2025-08 English · Chinese
OneRec-V2 Technical Report 2025-08 English · Chinese
Click A, Buy B: Rethinking Conversion Attribution in E-Commerce Recommendations 2025-07-20 English · Chinese
Scaling Recommender Transformers to One Billion Parameters 2025-07 English · Chinese
Macro Graph of Experts for Billion-Scale Multi-Task Recommendation 2025-06-12 English · Chinese
RADAR: Recall Augmentation through Deferred Asynchronous Retrieval 2025-06-08 English · Chinese
A Generative Re-ranking Model for List-level Multi-objective Optimization at Taobao 2025-05-12 English · Chinese
Towards Large-scale Generative Ranking 2025-05 English · Chinese
PinRec: Outcome-Conditioned, Multi-Token Generative Retrieval for Industry-Scale Recommendation Systems 2025-04 English · Chinese
Sparse Meets Dense: Unified Generative Recommendations with Cascaded Sparse-Dense Representations 2025-03 English · Chinese
FilterLLM: Text-To-Distribution LLM for Billion-Scale Cold-Start Recommendation 2025-02-24 English · Chinese
FuXi-α: Scaling Recommendation Model with Feature Interaction Enhanced Transformer 2025-02-05 English · Chinese
MIM: Multi-modal Content Interest Modeling Paradigm for User Behavior Modeling 2025-02-01 English · Chinese
Unlocking Scaling Law in Industrial Recommendation Systems with a Three-step Paradigm based Large User Model 2025-02 English · Chinese
SessionRec: Next Session Prediction Paradigm For Generative Sequential Recommendation 2025-02 English · Chinese
Bursting Filter Bubble: Enhancing Serendipity Recommendations with Aligned Large Language Models 2025-02 English · Chinese
AdaF²M²: Comprehensive Learning and Responsive Leveraging Features in Recommendation System 2025-01-27 English · Chinese
PRECISE: Pre-training Sequential Recommenders with Collaborative and Semantic Information 2024-12 English · Chinese
Balancing Efficiency and Effectiveness: An LLM-Infused Approach for Optimized CTR Prediction 2024-12 English · Chinese
LEADRE: Multi-Faceted Knowledge Enhanced LLM Empowered Display Advertisement Recommender System 2024-11 English · Chinese
TWIN V2: Scaling Ultra-Long User Behavior Sequence Modeling for Enhanced CTR Prediction at Kuaishou 2024-07-23 English · Chinese
Contextual Distillation Model for Diversified Recommendation 2024-06-13 English · Chinese
Counteracting Duration Bias in Video Recommendation via Counterfactual Watch Time 2024-06-12 English · Chinese
Knowledge Adaptation from Large Language Model to Recommendation for Practical Industrial Application 2024-05 English · Chinese
NoteLLM: A Retrievable Large Language Model for Note Recommendation 2024-03 English · Chinese
Breaking the Length Barrier: LLM-Enhanced CTR Prediction in Long Textual User Behaviors 2024-03 English · Chinese
A Large Language Model Enhanced Sequential Recommender for Joint Video and Comment Recommendation 2024-03 English · Chinese
Large Language Model based Long-tail Query Rewriting in Taobao Search 2023-11 English · Chinese
Towards Open-World Recommendation with Knowledge Augmentation from Large Language Models 2023-06 English · Chinese
M6-Rec: Generative Pretrained Language Models are Open-Ended Recommender Systems 2022-05 English · Chinese
Progressive Layered Extraction (PLE): A Novel Multi-Task Learning Model for Personalized Recommendations 2020-09-22 English · Chinese
DCN V2: Improved Deep & Cross Network and Practical Lessons for Web-scale Learning to Rank Systems 2020-08-19 English · Chinese
Search-based User Interest Modeling with Lifelong Sequential Behavior Data for CTR Prediction 2020-06-10 English · Chinese
Behavior Sequence Transformer for E-commerce Recommendation in Alibaba 2019-05-15 English · Chinese
Deep Interest Evolution Network for Click-Through Rate Prediction 2018-09-11 English · Chinese
Modeling Task Relationships in Multi-task Learning with Multi-gate Mixture-of-Experts 2018-08-19 English · Chinese
Entire Space Multi-Task Model: An Effective Approach for Estimating Post-Click Conversion Rate 2018-04-21 English · Chinese
DeepFM: A Factorization-Machine based Neural Network for CTR Prediction 2017-03-13 English · Chinese
Deep Neural Networks for YouTube Recommendations 2016-09-15 English · Chinese
Wide & Deep Learning for Recommender Systems 2016-06-24 English · Chinese
TransAct V2: Lifelong User Action Sequence Modeling on Pinterest Recommendation Not recorded English · Chinese
Structuring and Tokenizing Distributed User Interest Context for Generative Recommendation Not recorded English · Chinese
Self-Evolving Recommendation System: End-To-End Autonomous Model Optimization With LLM Agents Not recorded English · Chinese
Self-Attentive Sequential Recommendation Not recorded English · Chinese
Recommender Systems with Generative Retrieval Not recorded English · Chinese
Rec-Distill: An Industrial Distillation Pipeline for Large-Scale Recommendation Models Not recorded English · Chinese
Real-Time Hard Negative Sampling via LLM-based Clustering for Large-Scale Two-Tower Retrieval Not recorded English · Chinese
RankMixer: Scaling Up Ranking Models in Industrial Recommenders Not recorded English · Chinese
PinFM: Foundation Model for User Activity Sequences at a Billion-scale Visual Discovery Platform Not recorded English · Chinese
PLUM: Adapting Pre-trained Language Models for Industrial-scale Generative Recommendations Not recorded English · Chinese
OneTrans: Unified Feature Interaction and Sequence Modeling with One Transformer in Industrial Recommender Not recorded English · Chinese
OneRec: Unifying Retrieve and Rank with Generative Recommender and Iterative Preference Alignment Not recorded English · Chinese
MixFormer: Co-Scaling Up Dense and Sequence in Industrial Recommenders Not recorded English · Chinese
Memento: Personalized RAG-Style Long-Retention Data Scaling for Online Ads Recommendation Not recorded English · Chinese
LONGER: Scaling Up Long Sequence Modeling in Industrial Recommenders Not recorded English · Chinese
LLaTTE: Scaling Laws for Multi-Stage Sequence Modeling in Large-Scale Ads Recommendation Not recorded English · Chinese
HyFormer: Revisiting the Roles of Sequence Modeling and Feature Interaction in CTR Prediction Not recorded English · Chinese
Divergence Meets Consensus: A Multi-Source Negative Sampling Framework for Sequential Recommendation Not recorded English · Chinese
Deep Interest Network for Click-Through Rate Prediction Not recorded English · Chinese
CMSL: Constructive Multi-Sequence Learning for Recommendation Systems Not recorded English · Chinese
Actions Speak Louder than Words: Trillion-Parameter Sequential Transducers for Generative Recommendations Not recorded English · Chinese