跳转至

Reclassification of the 54 original official-source leads

简体中文

These are not 54 accepted implementation tasks. Nine are historical references first published in 2024/2025, six have initial P2 triage or no direct implementation target, and 39 are 2026 leads awaiting substantive review. Historical references can still be useful. Older dates do not reject a method; a separate reproduction task needs independent review.

2026 leads awaiting substantive review (39)

Paper Disposition in this round
2609.12464 Beyond Vector Similarity: Hierarchical Context-Aware Graph RAG vs Standard RAG in Enterprise Code Migration Substantive review still needed; not accepted for implementation
2609.01834 Architecting Conversational Data Systems for Stateless LLM APIs Substantive review still needed; not accepted for implementation
2609.01588 Designing Proactive Thought Partners for Writing Substantive review still needed; not accepted for implementation
2608.11367 Gaze Target Estimation Anywhere with Concepts Substantive review still needed; not accepted for implementation
2608.05578 Detecting Safety Training Modification in Language Models via Activation Analysis Substantive review still needed; not accepted for implementation
2607.25537 Visual prompt engineering for video models Substantive review still needed; not accepted for implementation
2607.13614 VIP-MINGLE: A Corpus for Videoconference and In-Person Multimodal Interaction in Group Language Engagement Substantive review still needed; not accepted for implementation
2607.02515 PointDiT: Pixel-Space Diffusion for Monocular Geometry Estimation Substantive review still needed; not accepted for implementation
2606.00369 Quantifying the Salience of Geo-Cultural Values for Pluralistic Safety Alignment Substantive review still needed; not accepted for implementation
2606.00131 AI-PROPELLER: Warehouse-Scale Inter-Procedural Code Layout Optimization with AlphaEvolve Substantive review still needed; not accepted for implementation
2605.30322 Gram: Assessing sabotage propensities via automated alignment auditing Substantive review still needed; not accepted for implementation
2605.30174 LiveSVG: Zero-Shot SVG Animation via Video Generation Substantive review still needed; not accepted for implementation
2605.29729 Realistic honeypot evaluations for scheming propensity Substantive review still needed; not accepted for implementation
2605.26340 Scientist-One: Verifiable Autonomous Research via Chain-of-Evidence Substantive review still needed; not accepted for implementation
2604.27723 Optimized Deferral for Imbalanced Settings Substantive review still needed; not accepted for implementation
2604.23099 ProEval: Proactive Failure Discovery and Efficient Performance Estimation for Generative AI Evaluation Substantive review still needed; not accepted for implementation
2604.20329 Image Generators are Generalist Vision Learners Substantive review still needed; not accepted for implementation
2604.09803 MAGE: Modality-Agnostic Music Generation and Editing Substantive review still needed; not accepted for implementation
2604.05364 TFRBench: A Reasoning Benchmark for Evaluating Forecasting Systems Substantive review still needed; not accepted for implementation
2603.29791 Reasoning-Driven Synthetic Data Generation and Evaluation Substantive review still needed; not accepted for implementation
2603.29470 AI-Simulated Expert Panels for Socio-Technical Scenarios and Decision Guidance Substantive review still needed; not accepted for implementation
2603.28896 Fisheye3R: Adapting Unified 3D Feed-Forward Foundation Models to Fisheye Lenses Substantive review still needed; not accepted for implementation
2603.24591 Vibe Coding XR: Accelerating AI + XR Prototyping with XR Blocks and Gemini Substantive review still needed; not accepted for implementation
2603.14769 POLCA: Stochastic Generative Optimization with LLM Substantive review still needed; not accepted for implementation
2603.14609 GroundSet: A Cadastral-Grounded Dataset for Spatial Understanding with Vector Data Substantive review still needed; not accepted for implementation
2603.10465 MoXaRt: Audio-Visual Object-Guided Sound Interaction for XR Substantive review still needed; not accepted for implementation
2603.06981 Diffusion Controller: Framework, Algorithms and Parameterization Substantive review still needed; not accepted for implementation
2603.01293 Theoretical Perspectives on Data Quality and Synergistic Effects in Pre- and Post-Training Reasoning Models Substantive review still needed; not accepted for implementation
2602.17554 A Theoretical Framework for Modular Learning of Robust Generative Models Substantive review still needed; not accepted for implementation
2602.16938 ConvApparel: A Benchmark Dataset and Validation Framework for User Simulators in Conversational Recommenders Substantive review still needed; not accepted for implementation
2602.12481 Online Advertising with Spatial Interactions Substantive review still needed; not accepted for implementation
2602.07918 Causal Armor: Efficient Indirect Prompt Injection Guardrails via Causal Attribution Substantive review still needed; not accepted for implementation
2602.07266 ADCanvas: Accessible and Conversational Audio Description Authoring for Blind and Low Vision Creators Substantive review still needed; not accepted for implementation
2602.06276 Learning from Attribution Sets Substantive review still needed; not accepted for implementation
2602.02690 Outrunning LLM Cutoffs: A Live Kernel Crash Resolution Benchmark for All, Substantive review still needed; not accepted for implementation
2602.02164 Co-RedTeam: Orchestrated Security Discovery and Exploitation with LLM Agents Substantive review still needed; not accepted for implementation
2601.21149 Mobility-Embedded POIs: Learning What a Place Is and How It’s Used from Human Movement Substantive review still needed; not accepted for implementation
2601.19066 Dynamic Cogeneration of Bug Reproduction Test in Agentic Program Repair Substantive review still needed; not accepted for implementation
2601.00372 LLM-Powered Analysis of IoT User Reviews: Tracking and Ranking Security and Privacy Concerns Substantive review still needed; not accepted for implementation

2024/2025 historical references (9)

Paper Disposition in this round
2511.11552 DocLens: A Tool-Augmented Multi-Agent Framework for Long Visual Document Understanding Historical reference; official v1=2025-11-14
2511.10865 Towards A Human-in-the-Loop Framework for Reliable Patch Evaluation using an LLM-as-a-Judge Historical reference; official v1=2025-11-14
2511.03782 Expert evaluation of LLM world models: A high-Tc superconductivity case study Historical reference; official v1=2025-11-05
2511.02767 Dynamic Reflections: Probing Video Representations with Text Alignment Historical reference; official v1=2025-11-04
2510.17670 On-the-Fly OVD Adaptation with FLAME: Few-shot Localization via Active Marginal-Samples Exploration Historical reference; official v1=2025-10-20
2510.03217 Abstain and Validate: A Dual-LLM Policy for Reducing Noise in Agentic Program Repair Historical reference; official v1=2025-10-03
2509.22963 Reinforcement Learning with Discrete Diffusion Policies for Combinatorial Action-Spaces Historical reference; official v1=2025-09-26
2507.23590 Identifying Hearing Difficulty Moments in Conversational Audio Historical reference; official v1=2025-07-31
2405.02699 Platform Competition in the Autobidding World Historical reference; official v1=2024-05-04

Not queued for implementation (6)

Paper Disposition in this round
2608.25924 Visual General Intelligence: A White Paper Relevant white paper for background reading, not an implementation backlog item
2607.20268 PoTRE: Test-Time Reasoning inspired by Cognitive Heterogeneity Already received P2/query-collision triage; not accepted for delivery
2607.03906 The Case for Globally Beneficial Technology Outside scope: ethical argument about distributing technology benefits, not a technical reproduction task
2606.12683 From AGI to ASI Relevant AGI/ASI roadmap report, not a directly deliverable implementation
2606.03237 Solipsistic superintelligence is unlikely to be cooperative Relevant perspective on multi-agent cooperation, not a defined algorithm awaiting implementation
2605.03767 Did US Worker Retraining Reduce Participant Automation Exposure? Outside scope: empirical social policy research, not a technical reproduction task here

The old audit date 2026-04-23 for 2511.02767 is not first publication. Official v1 is 2025-11-04. The original snapshot is unchanged; see date evidence for the correction.