AI论文速递 2026年08月01日（HuggingFace Daily Papers）¶
数据来源：https://huggingface.co/papers 采集时间：2026-08-01
📌 重点关注¶
- Beacon: Knowing When and How to Perform Agentic Visual Reasoning | arXiv — 【重点关注】 The fundamental goal of agentic visual reasoning is to improve the success ra... 💡 智能判断何时需要工具而非盲目调用，降低Agent推理成本，对端侧部署很有启发
- LEDGERMIND: Provenance-Constrained Multimodal Agentic Reasoning with a Structured Evidence Ledger | arXiv — 【重点关注】 Multimodal agents for visual question answering increasingly operate as multi... 💡 用结构化账本追踪Agent每一步的证据来源，从根源遏制幻觉，多模态Agent可靠性关键
- BM25 Wins at Scale: A Scaling Study of Retrieval-Augmented Generation Paradigms | arXiv — 【重点关注】 Retrieval-augmented generation (RAG) spans lexical and dense retrieval, graph... 💡 大规模RAG场景下经典BM25反超复杂方案近20个百分点，简单方法不要轻易丢弃
📋 其他值得关注¶
- VideoCoCo: Code-as-CoT for Physically-Consistent Video Generation via an Agentic Dual-Engine System | arXiv — Text-to-video models have achieved remarkable visual quality, yet they still ...
- Memory Decoder at Scale: A Pretrained, Parametric Long-Term Memory | arXiv — Decoder-only language models entangle long-term memory and reasoning in a sin...
- Is Deep Research Reliable? Misleading Knowledge Induces False Conclusions | arXiv — Deep Research agents extend LLM-based assistants into long-horizon workflows ...
- SpecFirst: Behavioral Specification Elicitation as a First-Class Step in Agent-Based Program Synthesis from Scratch | arXiv — LLM-based agents excel at software engineering tasks where an existing codeba...
- Filesystem-Based Memory for LLM Agents: Organization, Evolution, and Sustainability | arXiv — Deployed LLM agents increasingly keep their long-term memory as a filesystem:...
- AI Tour Meeting: Group Travel Planning by LLM Agents | arXiv — This paper proposes AI Tour Meeting, a group travel planning framework powere...
- Grading the Narrators: An Isnad-Rijal Framework for Claim-Level Provenance in Multi-Agent Knowledge Systems | arXiv — Modern multi-agent knowledge systems increasingly accumulate knowledge throug...