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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
XLA from the Trenches: Correctness on TPU Workloads at Scale 2026-10-31 English · Chinese
ProLand: A New Infeasible Manifold Optimization Method for LoRA Fine-Tuning 2026-10-30 English · Chinese
GAVAGAI: Referential Alignment for Infant-Scale Vision-Language Models via Balanced Optimal Transport 2026-10-30 English · Chinese
Select-TTT: Query-Conditioned Selective Fast Weight Updates for In-Place Test-Time Training 2026-10-27 English · Chinese
SWIM: Learning What Matters from Behaviors for JEPA World Models 2026-10-27 English · Chinese
Multi-State Linear Attention with Generalized Second-Order Routing 2026-10-27 English · Chinese
GUI-JEPA: Candidate-Conditioned JEPA Latents as a Fast Action Policy for Mobile GUI Agents 2026-10-27 English · Chinese
Folding Attention Biases into Keys Makes Compacted KV Caches Run on Standard Kernels 2026-10-27 English · Chinese
ResCom: Activation Residual Compensation for Large Language Model Quantization 2026-10-25 English · Chinese
PathJev: Decision-Native Vision–Language Modelling for Histopathology 2026-10-23 English · Chinese
EditJev: System One Routing for Image Editing Models 2026-10-23 English · Chinese
DT-JEPA: Learning to Predict Future Representations for Decision-Making 2026-10-23 English · Chinese
Reverse-KL Policy Distillation: Statistical Guarantees and Limits 2026-10-22 English · Chinese
Rethinking Sequence Compression with Test-time Regression 2026-10-22 English · Chinese
OpenAttention: One Percent Is Enough with Tail Proxies 2026-10-22 English · Chinese
LazyFlash: Forward-Dense, Backward-Sparse Attention for Accelerated Long-Context Fine-Tuning 2026-10-22 English · Chinese
Inside-JEPA: From Prediction to Relational Grounding in Latent World Models 2026-10-22 English · Chinese
Right On Q: Recovering Reasoning under Quantization via Self-Generated Trajectories 2026-10-21 English · Chinese
MoEZip: Routing-Aware KV Cache Compression for Sparse Mixture-of-Experts LLMs 2026-10-21 English · Chinese
Building Auditable AI Text Detectors with Sparse Autoencoders 2026-10-21 English · Chinese
ALPS: Visual State Encoders for World Models 2026-10-21 English · Chinese
Stratified Sparse Attention: Reducing the Sparse-to-Dense Gap at Extreme Sparsity 2026-10-20 English · Chinese
RACE: RoPE-Aligned Attention Compression Based on Query-Key Activation Energies 2026-10-20 English · Chinese
LocaLeJEPA: Maximum Entropy Representations under Geometric Priors 2026-10-20 English · Chinese
Kronecker Delta Rule for Long Context Linear Attention 2026-10-19 English · Chinese
FLINT: Fixed-budget Late Interaction 2026-10-19 English · Chinese
DeepSEA: A Multilingual Evaluation Benchmark for Southeast Asia 2026-10-19 English · Chinese
T-MUON: Tensorizing Muon via t-SVD for Large Language Model Pre-training 2026-10-18 English · Chinese
Muse Glimmer 30B: An On-Device Agentic Model 2026-10-17 English · Chinese
Sink-Sparse Hybrid Attention for Efficient Inference in T2I/T2V Diffusion Transformers 2026-10-16 English · Chinese
Persistent Planar Memory for Video World Models 2026-10-16 English · Chinese
Jev-as-a-Judge for Brazilian Portuguese Information Retrieval: Relevance Assessment and Reranking 2026-10-16 English · Chinese
BMuon: Budgeting Muon's Spectral Geometry for Structured Compressibility 2026-10-16 English · Chinese
When the KV Cache Is Slower Than the GPU: Scaling Remote KV Tiers for Context-Parallel Prefill 2026-10-15 English · Chinese
When Does Muon Actually Win? A Paired Data-, Time-, and Tuning-Budget Benchmark 2026-10-15 English · Chinese
SoftCache: Adaptive Step Size Caching for Diffusion Transformers 2026-10-15 English · Chinese
RoleQ: Role-Aligned Scales for Converting Language Models to Ternary 2026-10-15 English · Chinese
Retrofitting Recurrent Vision-Language Models from Pretrained Backbones 2026-10-15 English · Chinese
Rethinking Routing Exploration in Modern Mixture-of-Experts 2026-10-15 English · Chinese
Prism-1: Position- and Rival-Independent Scoring for System One Models 2026-10-15 English · Chinese
Patch where the text is new: a compression view of where byte-level models should spend compute 2026-10-15 English · Chinese
MJev-Spatial: System One Spatial Intelligence via Native Attention Matching 2026-10-15 English · Chinese
LCT: Losslessly Compressed Tensors with GPU friendly execution for Training 2026-10-15 English · Chinese
LAMP: Layerwise Adaptive Mixing of Predictors for Training-Free Few-Shot Vision-Language Adaptation 2026-10-15 English · Chinese
Gen4P: Video Generators are 4D Perceivers 2026-10-15 English · Chinese
Fractional Power-of-Two Quantization for Efficient and Effective Multiplier-Free LLM Inference 2026-10-15 English · Chinese
EgoP²C: Internalizing Plan-Perceive-Compose for Spatial Reasoning in Egocentric Video 2026-10-15 English · Chinese
DropKV: Decoupling Residual-Output Perturbation for Near-Optimal KV-Cache Eviction 2026-10-15 English · Chinese
Designing Transformers for Continuous Diffusion Language Models 2026-10-15 English · Chinese
Compression Does Not End at Selection: Post-Selection Positional Geometry for Sparse KV Caches 2026-10-15 English · Chinese
BitSparse: Compact Activation Storage for ReLU Feed-Forward Networks 2026-10-15 English · Chinese
Architecting for Hardware Diversity: Meta's End-to-End Co-Design for High-Performance AI Training on AMD GPUs 2026-10-15 English · Chinese
AdaLoop: Thinking with the Vision Encoder 2026-10-15 English · Chinese
Time-JEPA: Grounding Video World Models with Physical Time Series 2026-10-14 English · Chinese
PN-Mix: Pair-Norm Guided Mixed-Precision Key Cache Quantization for Efficient Long-Output LLM Inference 2026-10-14 English · Chinese
Open-world AI: a Tale of Three Requirements 2026-10-14 English · Chinese
One-Step Prediction Fidelity Is a Poor Proxy for Planning Performance in JEPA World Models 2026-10-14 English · Chinese
Memory-Efficient Subspace Optimization with Residual Correction: From Momentum SGD to Muon 2026-10-14 English · Chinese
EgoJEPA: Beyond Retargeting for Dexterous Manipulation from Egocentric Videos 2026-10-14 English · Chinese
ESC: Escaping 2D Diffusion Ambiguity with Geometric Constraints for Consistent Novel View Synthesis 2026-10-14 English · Chinese
Dataset-Level Regularization for Joint-Embedding Self-Supervised Learning 2026-10-14 English · Chinese
SmolWAM: A Latent World-Action Model for Robotic Manipulation on Edge Devices 2026-10-09 English · Chinese
ReplaySSM: Cache SSM Inputs, Not State 2026-10-09 English · Chinese
Orthros: Phase-Aware Heterogeneous Attention for Efficient Transformers 2026-10-09 English · Chinese
On the Design Space of Continuous Diffusion Language Models 2026-10-09 English · Chinese
Not All Dimensions Are Equal: Outlier-Aware Attention Linearization with Grouped Quadratic Kernels 2026-10-09 English · Chinese
Multi-Stream Attention Residuals 2026-10-09 English · Chinese
EV-JEPA: Elastic V-JEPA for Any Device and Cross-Device Inference 2026-10-09 English · Chinese
DualQuant: Dual-scale Calibration-free Weight-and-Activation Quantization for LLMs 2026-10-09 English · Chinese
VFold: Symmetry-Aware Cross-Layer Value Cache Compression 2026-10-08 English · Chinese
SparseDecoding: Decoding-Aware Pruning for Accurate and Efficient LLM Inference 2026-10-08 English · Chinese
Smoothing the Top-k Exposure Boundary for Sparse Mixture-of-Experts 2026-10-08 English · Chinese
Rounding in Preconditioner Space: Redesigning 4-bit AdamW Optimizer-State Quantization 2026-10-08 English · Chinese
MetaEncoder: Exploring the Limit of Bi-Encoders for Multimodal System One Decision Making with Natural Language Interface 2026-10-08 English · Chinese
LeWAM: End-to-End World and Action Modeling with JEPAs 2026-10-08 English · Chinese
Few-Step Generation via Data-Space Iteration 2026-10-08 English · Chinese
CoTS: Competitive Token Selection for Latent Reasoning in Large Language Models 2026-10-08 English · Chinese
Video Encoders Built on Image Representations 2026-10-05 English · Chinese
VETO: Video Efficient Token Optimization for Vision Language Models 2026-10-01 English · Chinese
TESS: Scalable, Transferable Meta-network for Data Selection Requires a Different Loss (and Why the Obvious Choice is Problematic) 2026-10-01 English · Chinese
TACO: Ternary Absolute-max Column-wise One-sparse Optimizer for LLM Fine-Tuning 2026-10-01 English · Chinese
Role-aware Heuristic Episodic Attention for Conversational LLMs 2026-10-01 English · Chinese
Omni-Embed-Mini: Binding Modalities Without Forgetting via Dense Distillation 2026-10-01 English · Chinese
MWOP: Modality-aware Width-wise Operation Pruning for Efficient MLLMs 2026-10-01 English · Chinese
LLM2Jev: LLMs Are Already Jev-Style Decision Models -- When and How to Fine-Tune Them 2026-10-01 English · Chinese
IrekoGPT: Turning Structured Pruning into Post-Hoc Slimmable LLMs 2026-10-01 English · Chinese
AF-Muon: An AdamW-Free Muon Optimizer for Tied-Embedding Models 2026-10-01 English · Chinese
HAWK: Rethinking Multimodal Drafting for Speculative Decoding 2026-09-30 English · Chinese
V-JEPA Policy: Building Effective World-Action Models on Predictive Visual Latents 2026-09-29 English · Chinese
Triadic Linear Attention: Three-Dimensional Recurrent States for Long-Context Sequence Modeling 2026-09-29 English · Chinese
Time-Anchored Diffusion Language Models: Latent-Space Caching for Fast Generation 2026-09-29 English · Chinese
STEPQuant: When and Where Errors Matter in Delta-Rule Recurrent State Quantization 2026-09-29 English · Chinese
SPLASH: Switching Parallel Layouts of Attention with Seamless Handoff for LLM Serving 2026-09-29 English · Chinese
Pretraining Latent Information Feedback Transformers with Teacher Supervision 2026-09-29 English · Chinese
On Trajectory-Aware Training for Masked Diffusion Language Models 2026-09-29 English · Chinese
LeapQuant: Efficient Linear Attention with Accurate Recurrent State Quantization 2026-09-29 English · Chinese
Cross-Entropy Guided Routing in Mixture-of-Experts Large Language Models 2026-09-29 English · Chinese
Chinese-Jev: Bringing System One Model to Chinese-Language Tasks 2026-09-29 English · Chinese
Telescopic Language Models 2026-09-28 English · Chinese
MS-GLA: Multi-Scale Gated Linear Attention for Addressing Representational Bottlenecks via Multi-Temporal Resolution 2026-09-28 English · Chinese
Fractional State Space Transition for Long Sequence Modeling 2026-09-28 English · Chinese
Words Speak Louder Than Order: A Behavioral Evaluation of Gemma 4 2026-09-25 English · Chinese
dQwen3.5: Adapting Hybrid Language Models into Bidirectional Diffusion Language Models 2026-09-17 English · Chinese
On-Demand Attention: Efficient Long-Context Decoding with Learned Recall 2026-09-17 English · Chinese
ASPIRE: Asynchronous Batch Self-Speculative Decoding 2026-09-16 English · Chinese
Persistent Recurrent Memory Between Transformer Layers Improves Language Model Generalization 2026-09-15 English · Chinese
OPEN-1B: A Fully Auditable Training Run 2026-09-15 English · Chinese
LoopSpec: Pipelined Self-Speculative Decoding for Looped Transformers 2026-09-15 English · Chinese
How Calibration Content Shapes Attention-Based Reranking 2026-09-15 English · Chinese
ECHO: Early-layer Collaborative Hierarchical Orchestration with Bonus Logits in Speculative Decoding 2026-09-15 English · Chinese
Register Tokens for Bounded-State Reasoning in Diffusion Language Models 2026-09-14 English · Chinese
AgentKV: Phase-Aware KV Eviction for Agentic LLMs 2026-09-14 English · Chinese
SAS: Simple Attention Sparsification via End-to-End Optimization of Context Ranking 2026-09-11 English · Chinese
SenseNova-U1.5: Towards Native Unified Visual Intelligence 2026-09-10 English · Chinese
SWRouter: Similarity-Contractive Window Routing for Multi-Turn Large Language Model Conversations 2026-09-10 English · Chinese
OmniKVQuant: KV Cache Quantization for Omni-LLMs 2026-09-10 English · Chinese
Musec: MomentUm SpEctral Clipping for Stable Muon-type Training 2026-09-10 English · Chinese
Data Scarcity and Model Sparsity: Mixtures-of-Experts Overfit More to Repeated Data 2026-09-10 English · Chinese
Caption-once, Frames-on-Demand: Visual-Need Routing for Budget-Aware Agentic Long Video Understanding 2026-09-10 English · Chinese
KVMem: Virtualizing Million-Token Agent Workspaces on a Consumer GPU 2026-09-04 English · Chinese
BeaconKV: Key-Value Cache Compression Guided by Beacon Queries for Efficient Large Reasoning Model Inference 2026-09-04 English · Chinese
Random Attention: Rethinking KV Cache Eviction for Efficient Reasoning 2026-09-03 English · Chinese
Lngram v2: Latent N-Gram Memory with Interpretable Discrete Representations 2026-09-03 English · Chinese
TwinKV: A Composable Repair Pass for KV Cache Eviction via Pairwise Key Redundancy 2026-08-27 English · Chinese
PACE: A Unified Condense-and-Extract Paradigm for Fast VLM Inference 2026-08-27 English · Chinese
CritICL: Inference-Time Weak-to-Strong Generalization from Small Language Model Failure Modes 2026-08-27 English · Chinese
VBVR-Pro: A Scalable and Verifiable Suite for Native Visual Reasoning 2026-08-26 English · Chinese
MLLMCLIP: Feature-Level Distillation of MLLM for Robust Vision-Language Representations 2026-08-26 English · Chinese
WeMM-Embedding: WeChat Multi-Modal Embedding Technical Report 2026-08-25 English · Chinese
RARE: Decoupling Representation Steering from Expert Routing in Mixture-of-Experts Language Models 2026-08-21 English · Chinese
Fast A/B/n Testing: Exact Multi-Policy Comparison via Tree-Coupled Feedback Sharing 2026-08-13 English · Chinese
Generation as Auxiliary Supervision: Enhancing Visual Understanding at Zero Inference Overhead via Decoupled Embedding Prediction 2026-08-12 English · Chinese
Cracks in the Foundation: Seemingly Minor Architectural Choices Impact Long Context Extension 2026-08-10 English · Chinese
DistillCache: KL-Guided Adaptive KV-Cache Eviction for Memory-Efficient LLM Inference 2026-08-09 English · Chinese
Autonomy-of-Heads: Data-Free Sparse Attention from Frozen Query-Key Geometry 2026-08-07 English · Chinese
MACRO: Markov Chain Routing of Transformer Layers 2026-08-06 English · Chinese
Hierarchical Latent Prediction for Language Models 2026-08-06 English · Chinese
Detecting Safety Training Modification in Language Models via Activation Analysis 2026-08-06 English · Chinese
BaKron: Efficient Quantization with Kronecker-Factored Hessians 2026-08-06 English · Chinese
Towards Physics of Multimodal Pretraining: Knowledge Flow, Modality Synergy, Early Unification, and Recipes 2026-08-05 English · Chinese
QEvict: Recoverable Quantized KV Eviction for Attention-Drift-Robust Long-Context Decoding 2026-08-05 English · Chinese
DBLast: Dependent Block Drafting for Stochastic Speculative Decoding 2026-08-05 English · Chinese
TaskPress: Query-Agnostic KV Cache Compression via Task-Guided Pruning 2026-08-04 English · Chinese
Role-Decoupled Attention Residuals 2026-08-03 English · Chinese
Learning What to Remember: Test-Time Training via Context Distillation 2026-08-03 English · Chinese
DART: Decoded Attention over Recurrent States for Efficient Long-Context Sequence Modeling 2026-08-03 English · Chinese
TransMem: Transforming Hidden States into Memory for Large Language Models 2026-07-31 English · Chinese
WIDE: Boosting Adaptive LLM Inference via Token-level Dynamic Width Pruning 2026-07-30 English · Chinese
ReToken: One Token to Improve Vision–Language Models for Visual Retrieval 2026-07-30 English · Chinese
Penelope: Localized Latent Recurrence for Efficient Structured Reasoning 2026-07-28 English · Chinese
DataOrchestra: Learning to Orchestrate Per-Example Curation of Pretraining Data 2026-07-27 English · Chinese
Windowed-MTP: Removing the Full-Context Draft-KV Tax at Million-Token Context 2026-07-23 English · Chinese
Parameter-free Adaptive Sparse Attention via Compression-Based Content Selection 2026-07-23 English · Chinese
Naju: A Native Discrete State-Space Model with Independent Retention and Writing for Long-Sequence Memory 2026-07-23 English · Chinese
Hilbert Operator for Progressive Encoding (HOPE): A Mathematical Framework for Deconstructing Learned Representations in Deep Networks 2026-07-23 English · Chinese
Anti-Periodic Positional Encoding: Möbius Boundary Conditions Make In-Context Retrieval Reliable 2026-07-23 English · Chinese
Adaptive Depth Sparse Framework: Similarity-Driven Resource Allocation for Pre-Trained LLMs 2026-07-23 English · Chinese
GaugeQuant: Online Learning of Quantization-Optimal Bases from LLM Symmetries 2026-07-22 English · Chinese
PPL-Factory: Task-Aware and Budget-Aware Data Selection from Language Modeling to Reasoning 2026-07-20 English · Chinese
C²KV: Compressed and Composable KV Cache Reuse for Efficient LLM Inference 2026-07-20 English · Chinese
Convolution for Large Language Models 2026-07-20 English · Chinese
OpenLanguageModel: Readable and Composable Small-Language-Model Pretraining for Education and Research 2026-07-18 English · Chinese
Looped Latent Attention: Cross-Loop KV Compression for Looped Transformers 2026-07-16 English · Chinese
Cross-Lingual Exploration for Parametric Knowledge 2026-06-23 English · Chinese
MiniMax Sparse Attention 2026-06-11 English · Chinese
Language Models Need Sleep: Learning to Self-Modify and Consolidate Memories 2026-06-02 English · Chinese
XLGoBench: Detecting cross-lingual skill gaps with algorithmic tasks 2026-05-29 English · Chinese
Memory Grafting: Scaling Language Model Pre-training via Offline Conditional Memory 2026-05-20 English · Chinese
Customizing an LLM for Enterprise Software Engineering 2026-05-15 English · Chinese
Optimized Deferral for Imbalanced Settings 2026-04-30 English · Chinese
ProEval: Proactive Failure Discovery and Efficient Performance Estimation for Generative AI Evaluation 2026-04-25 English · Chinese
FUSE: Ensembling Verifiers with Zero Labeled Data 2026-04-20 English · Chinese
Switch Attention: Towards Dynamic and Fine-grained Hybrid Transformers 2026-03-27 English · Chinese
Efficient, Property-Aligned Fan-Out Retrieval via RL-Compiled Diffusion 2026-03-06 English · Chinese
Theoretical Perspectives on Data Quality and Synergistic Effects in Pre- and Post-Training Reasoning Models 2026-03-01 English · Chinese
A Theoretical Framework for Modular Learning of Robust Generative Models 2026-02-19 English · Chinese
Mobility-Embedded POIs: Learning What A Place Is and How It Is Used from Human Movement 2026-01-29 English · Chinese
ECO: Quantized Training without Full-Precision Master Weights 2026-01-29 English · Chinese
Conditional Memory via Scalable Lookup: A New Axis of Sparsity for Large Language Models 2026-01-12 English · Chinese
mHC: Manifold-Constrained Hyper-Connections 2025-12-31 English · Chinese
Detecting Post-generation Edits to Watermarked LLM Outputs via Combinatorial Watermarking 2025-10-02 English · Chinese
GLiClass: Generalist Lightweight Model for Sequence Classification Tasks 2025-08-11 English · Chinese
Model Directions, Not Words: Mechanistic Topic Models Using Sparse Autoencoders 2025-07-31 English · Chinese
Gated Attention for Large Language Models: Non-linearity, Sparsity, and Attention-Sink-Free 2025-05-10 English · Chinese
SmolVLM: Redefining small and efficient multimodal models 2025-04-07 English · Chinese
Muon is Scalable for LLM Training 2025-02-24 English · Chinese
SigLIP 2: Multilingual Vision-Language Encoders with Improved Semantic Understanding, Localization, and Dense Features 2025-02-20 English · Chinese
MoBA: Mixture of Block Attention for Long-Context LLMs 2025-02-18 English · Chinese
Native Sparse Attention: Hardware-Aligned and Natively Trainable Sparse Attention 2025-02-16 English · Chinese
Byte Latent Transformer: Patches Scale Better Than Tokens 2024-12-13 English · Chinese
Hymba: A Hybrid-head Architecture for Small Language Models 2024-11-20 English · Chinese
Data Mixing Laws: Optimizing Data Mixtures by Predicting Language Modeling Performance 2024-03-25 English · Chinese
Medusa: Simple LLM Inference Acceleration Framework with Multiple Decoding Heads 2024-01-19 English · Chinese
Mamba: Linear-Time Sequence Modeling with Selective State Spaces 2023-12-01 English · Chinese
AWQ: Activation-aware Weight Quantization for LLM Compression and Acceleration 2023-06-01 English · Chinese
GQA: Training Generalized Multi-Query Transformer Models from Multi-Head Checkpoints 2023-05-22 English · Chinese
DoReMi: Optimizing Data Mixtures Speeds Up Language Model Pretraining 2023-05-17 English · Chinese
Visual Instruction Tuning 2023-04-17 English · Chinese
BLIP-2: Bootstrapping Language-Image Pre-training with Frozen Image Encoders and Large Language Models 2023-01-30 English · Chinese
Fast Inference from Transformers via Speculative Decoding 2022-11-30 English · Chinese
Train Short, Test Long: Attention with Linear Biases Enables Input Length Extrapolation 2021-08-27 English · Chinese
RoFormer: Enhanced Transformer with Rotary Position Embedding 2021-04-20 English · Chinese
Learning Transferable Visual Models From Natural Language Supervision 2021-02-26 English · Chinese
Switch Transformers: Scaling to Trillion Parameter Models with Simple and Efficient Sparsity 2021-01-11 English · Chinese