arXiv:2610.38117v1 Announce Type: new Abstract: Effective firefighter training requires practice under dynamic and stressful emergency conditions, yet…
Decompose, Don’t Expand: Capability-Independent AI Systems by Construction
arXiv:2610.38144v1 Announce Type: new Abstract: A recurring design choice in building AI systems is whether, when a task is too hard for a model, to…
Post-Training Large Language Models with LLMON
arXiv:2610.38120v1 Announce Type: new Abstract: Large Language Models (LLMs) treat all context tokens uniformly, lacking explicit separation between…
Assessing Language Models for Scientific Applications: Inertial Confinement Fusion as a Use Case
arXiv:2610.38024v1 Announce Type: new Abstract: Advancing language models for specialized scientific applications requires evaluations of scientific…
Evaluating Causal Reasoning in LLMs: A Case Study in the Challenges of Procedural Generation
arXiv:2610.38100v1 Announce Type: new Abstract: Large language models (LLMs) appear to represent and reason about a large range of phenomena. In…
GAUSS: A Workload-Aware Analytical and Monte-Carlo Simulator for LLM Inference Serving
arXiv:2610.37989v1 Announce Type: new Abstract: Large language model (LLM) inference has become an operational workload that fleets must provision,…
Algorithmic Bias from the Perspectives of Healthcare Professionals
arXiv:2610.38006v1 Announce Type: new Abstract: This paper focuses on algorithmic bias of machine learning and artificial intelligence applications in…
PromptSense: Sentiment-Aware Mental Health Chatbot with Dynamic Prompting
arXiv:2610.38044v1 Announce Type: new Abstract: Current Large Language Models (LLMs)-based mental health chatbots often lack sufficient empathy,…
AI News Brief Hourly Summary 2026-10-31 07h : 13 posts
13 posts published in the last hour 05:34VerifiedLab: Harnessing Knowns for Unknowns 05:34SciGame: Let Agents Play the Scientific Discovery Games in the Real and Counterfactual World 05:34Understanding Large Language Models as Numerical Optimizers 05:33GARDEN: Generalist Autonomous Reward Design Through Evidence…
VerifiedLab: Harnessing Knowns for Unknowns
arXiv:2610.37923v1 Announce Type: new Abstract: Across human history, knowledge has undergone several transitions, from orality to writing and then to…
SciGame: Let Agents Play the Scientific Discovery Games in the Real and Counterfactual World
arXiv:2610.37919v1 Announce Type: new Abstract: Large language model agents are increasingly used for scientific discovery. However, existing benchmarks…
Understanding Large Language Models as Numerical Optimizers
arXiv:2610.37932v1 Announce Type: new Abstract: Large language models (LLMs) have emerged as potential tools for numerical optimization. Despite promising…
GARDEN: Generalist Autonomous Reward Design Through Evidence Navigation for Cooperative Multi-Agent Reinforcement Learning
arXiv:2610.37926v1 Announce Type: new Abstract: Cooperative multi-agent reinforcement learning (MARL) enables teams of agents, such as robots and…
SkillMem: Compact External Skill Memory for Latent Multi-Agent Reasoning
arXiv:2610.37935v1 Announce Type: new Abstract: Latent multi-agent systems reduce inference cost by keeping intermediate reasoning and inter-agent…
AI News Brief Roundup: 2026-10-31 Overnight
AI News Brief: Overnight roundup, 2026-10-31 16 articles summarized 5 sources Sources in this roundup cs.AI updates on arXiv.org 10 article(s) AI – SiliconANGLE 2 article(s) AI News & Artificial Intelligence | TechCrunch 2 article(s) Artificial Intelligence 1 article(s) Unite.AI…
FilingLoop: Evaluating and Evolving LLM Agents for Corporate Disclosure Review and Revision
arXiv:2610.37905v1 Announce Type: new Abstract: Public disclosure repositories such as SEC EDGAR support informed investment through web access to…
The Anatomy of Socio-Demographics in Pluralistic Offensiveness Modeling: When and Where It Helps, and the Role of Reasoning
arXiv:2610.37896v1 Announce Type: new Abstract: Subjective judgments such as offensiveness often vary substantially across individuals, motivating…
What Constitutes Food Similarity? Visual Representations and Retrieval in Indian Cuisine
arXiv:2610.37867v1 Announce Type: new Abstract: Food similarity underlies retrieval, recommendation, substitution, and other food computing tasks, yet…