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原 54 个官方源线索的重新分组

这些不是 54 个已接受实现任务。9 项为 2024/2025 年首发历史参考, 6 项已有 P2 初筛或无直接实现对象,剩下 39 项为 2026 年待实质审查线索。 历史参考不等于无价值,也不以旧日期作为方法拒绝理由;是否另立复现任务需要独立判断。

2026 年待实质审查(39)

论文 本轮判定
2609.12464 Beyond Vector Similarity: Hierarchical Context-Aware Graph RAG vs Standard RAG in Enterprise Code Migration 真正待实质审查;尚未接受实现
2609.01834 Architecting Conversational Data Systems for Stateless LLM APIs 真正待实质审查;尚未接受实现
2609.01588 Designing Proactive Thought Partners for Writing 真正待实质审查;尚未接受实现
2608.11367 Gaze Target Estimation Anywhere with Concepts 真正待实质审查;尚未接受实现
2608.05578 Detecting Safety Training Modification in Language Models via Activation Analysis 真正待实质审查;尚未接受实现
2607.25537 Visual prompt engineering for video models 真正待实质审查;尚未接受实现
2607.13614 VIP-MINGLE: A Corpus for Videoconference and In-Person Multimodal Interaction in Group Language Engagement 真正待实质审查;尚未接受实现
2607.02515 PointDiT: Pixel-Space Diffusion for Monocular Geometry Estimation 真正待实质审查;尚未接受实现
2606.00369 Quantifying the Salience of Geo-Cultural Values for Pluralistic Safety Alignment 真正待实质审查;尚未接受实现
2606.00131 AI-PROPELLER: Warehouse-Scale Inter-Procedural Code Layout Optimization with AlphaEvolve 真正待实质审查;尚未接受实现
2605.30322 Gram: Assessing sabotage propensities via automated alignment auditing 真正待实质审查;尚未接受实现
2605.30174 LiveSVG: Zero-Shot SVG Animation via Video Generation 真正待实质审查;尚未接受实现
2605.29729 Realistic honeypot evaluations for scheming propensity 真正待实质审查;尚未接受实现
2605.26340 Scientist-One: Verifiable Autonomous Research via Chain-of-Evidence 真正待实质审查;尚未接受实现
2604.27723 Optimized Deferral for Imbalanced Settings 真正待实质审查;尚未接受实现
2604.23099 ProEval: Proactive Failure Discovery and Efficient Performance Estimation for Generative AI Evaluation 真正待实质审查;尚未接受实现
2604.20329 Image Generators are Generalist Vision Learners 真正待实质审查;尚未接受实现
2604.09803 MAGE: Modality-Agnostic Music Generation and Editing 真正待实质审查;尚未接受实现
2604.05364 TFRBench: A Reasoning Benchmark for Evaluating Forecasting Systems 真正待实质审查;尚未接受实现
2603.29791 Reasoning-Driven Synthetic Data Generation and Evaluation 真正待实质审查;尚未接受实现
2603.29470 AI-Simulated Expert Panels for Socio-Technical Scenarios and Decision Guidance 真正待实质审查;尚未接受实现
2603.28896 Fisheye3R: Adapting Unified 3D Feed-Forward Foundation Models to Fisheye Lenses 真正待实质审查;尚未接受实现
2603.24591 Vibe Coding XR: Accelerating AI + XR Prototyping with XR Blocks and Gemini 真正待实质审查;尚未接受实现
2603.14769 POLCA: Stochastic Generative Optimization with LLM 真正待实质审查;尚未接受实现
2603.14609 GroundSet: A Cadastral-Grounded Dataset for Spatial Understanding with Vector Data 真正待实质审查;尚未接受实现
2603.10465 MoXaRt: Audio-Visual Object-Guided Sound Interaction for XR 真正待实质审查;尚未接受实现
2603.06981 Diffusion Controller: Framework, Algorithms and Parameterization 真正待实质审查;尚未接受实现
2603.01293 Theoretical Perspectives on Data Quality and Synergistic Effects in Pre- and Post-Training Reasoning Models 真正待实质审查;尚未接受实现
2602.17554 A Theoretical Framework for Modular Learning of Robust Generative Models 真正待实质审查;尚未接受实现
2602.16938 ConvApparel: A Benchmark Dataset and Validation Framework for User Simulators in Conversational Recommenders 真正待实质审查;尚未接受实现
2602.12481 Online Advertising with Spatial Interactions 真正待实质审查;尚未接受实现
2602.07918 Causal Armor: Efficient Indirect Prompt Injection Guardrails via Causal Attribution 真正待实质审查;尚未接受实现
2602.07266 ADCanvas: Accessible and Conversational Audio Description Authoring for Blind and Low Vision Creators 真正待实质审查;尚未接受实现
2602.06276 Learning from Attribution Sets 真正待实质审查;尚未接受实现
2602.02690 Outrunning LLM Cutoffs: A Live Kernel Crash Resolution Benchmark for All, 真正待实质审查;尚未接受实现
2602.02164 Co-RedTeam: Orchestrated Security Discovery and Exploitation with LLM Agents 真正待实质审查;尚未接受实现
2601.21149 Mobility-Embedded POIs: Learning What a Place Is and How It’s Used from Human Movement 真正待实质审查;尚未接受实现
2601.19066 Dynamic Cogeneration of Bug Reproduction Test in Agentic Program Repair 真正待实质审查;尚未接受实现
2601.00372 LLM-Powered Analysis of IoT User Reviews: Tracking and Ranking Security and Privacy Concerns 真正待实质审查;尚未接受实现

2024/2025 历史参考(9)

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

非实施分流(6)

论文 本轮判定
2608.25924 Visual General Intelligence: A White Paper 相关白皮书;可保留资料阅读,不应计入实施欠账
2607.20268 PoTRE: Test-Time Reasoning inspired by Cognitive Heterogeneity 已有P2/query-collision初筛;并非已接受待交付
2607.03906 The Case for Globally Beneficial Technology 范围外(技术收益分配伦理论证);不是技术复现待办
2606.12683 From AGI to ASI 相关AGI/ASI路线报告;不是一个可直接交付的实现
2606.03237 Solipsistic superintelligence is unlikely to be cooperative 相关多Agent合作观点;不是一个明确算法实现欠账
2605.03767 Did US Worker Retraining Reduce Participant Automation Exposure? 范围外(社会政策实证研究);不是本项目技术复现待办

2511.02767 的旧审计日期 2026-04-23 不能作首发日,官方 v1 是 2025-11-04。 原快照不改写,本轮校正见 日期证据。