arXiv:2610.40589v1 Announce Type: new Abstract: An autonomous research laboratory could conduct an entire study, from formulating questions to preparing…
Pre-Crime for Agents, at the Last Second: Probing When a Recruited Agent Gives In
arXiv:2610.40588v1 Announce Type: new Abstract: When AI agents share channels and credentials, one agent can press another to break its operator’s rule, a…
LLM-Integrated Bayesian State Space Models for Multimodal Time-Series Forecasting
arXiv:2510.20952v1 Announce Type: cross Abstract: Forecasting in the real world requires integrating structured time-series data with unstructured textual…
AI News Brief Hourly Summary 2026-10-31 21h : 12 posts
12 posts published in the last hour 19:34Advancing Clinical Genomic Analysis with a Skill-Centred Agent 19:33Ramanujan Challenge Results: AI-Assisted Evaluation Pipeline for Multi-Format Proofs 19:33FARMS: A Verifiable Foundation for Automated Computational Science 19:33Retrieval as Traversal: Value-Indexed Memory for Stateful Long-Context…
Advancing Clinical Genomic Analysis with a Skill-Centred Agent
arXiv:2610.40556v1 Announce Type: new Abstract: Clinical genomic analysis requires experts to integrate evolving guidelines, databases, and computational…
Ramanujan Challenge Results: AI-Assisted Evaluation Pipeline for Multi-Format Proofs
arXiv:2610.40551v1 Announce Type: new Abstract: As AI’s mathematical capabilities rapidly improve, meaningful benchmarks are shifting from…
FARMS: A Verifiable Foundation for Automated Computational Science
arXiv:2610.40560v1 Announce Type: new Abstract: Automated computational science could accelerate discovery by selecting, adapting and developing numerical…
Retrieval as Traversal: Value-Indexed Memory for Stateful Long-Context Agents
arXiv:2610.40545v1 Announce Type: new Abstract: Long-context models repeatedly solve closely related retrieval problems. Attention or global retrieval can…
Anthropic’s watermark rollout leaves a loophole on two older Claude models
Anthropic is expanding its text watermark to four more Claude models to meet the EU AI Act’s December deadline. On the older models Claude Opus 4.6 and…
Comparing Human Role-Players and LLM-Simulated Clients in Online Counselling Training: An Analysis of Counselling Patterns
arXiv:2610.40563v1 Announce Type: new Abstract: This study investigates the capabilities of Large Language Models to simulate counselling clients in…
On the Fundamental Limits of Prefill-Based Decoding Length Prediction
arXiv:2610.40541v1 Announce Type: new Abstract: Predicting how many tokens a large language model (LLM) will decode, using only prefill-phase hidden…
FIRME: Registry-Anchored Memory Graphs for Evolving, Heterogeneous Investor Knowledge
arXiv:2610.40482v1 Announce Type: new Abstract: Financial AI workflows that reuse investor knowledge need persistent memory that integrates observations…
Algebraic World Model: From Exploration to Proofs
arXiv:2610.40503v1 Announce Type: new Abstract: AI has made remarkable progress in mathematics, solving challenging problems with machine-checkable proofs…
Efficient Scalable Oversight via Rewinding
arXiv:2610.40535v1 Announce Type: new Abstract: Scalable oversight asks how a weak verifier can check the outputs of computations performed by more…
Agentic University: Collaborative Agents for Personalized Learning
arXiv:2610.40492v1 Announce Type: new Abstract: Large language models support personalized tutoring, content generation, and adaptive learning paths.…
AI News Brief Hourly Summary 2026-10-31 20h : 10 posts
10 posts published in the last hour 18:34Prefix Executability: Evaluating Tool-Using Agents Beyond Final Success 18:34Retrieving from Your Own Mistakes: On-Policy Training of Embedding Models for Multi-Hop Retrieval-Augmented Generation 18:34Training language models in simulation for psychiatric intake 18:33Multistep and Multivariate…
Prefix Executability: Evaluating Tool-Using Agents Beyond Final Success
arXiv:2610.40444v1 Announce Type: new Abstract: Tool-use benchmarks often score agents by final task success, but terminal outcomes can obscure whether…
Retrieving from Your Own Mistakes: On-Policy Training of Embedding Models for Multi-Hop Retrieval-Augmented Generation
arXiv:2610.40409v1 Announce Type: new Abstract: Complex questions in retrieval-augmented generation require evidence spread over several documents, and an…