13 posts published in the last hour 08:45The View from Nowhere: Population-Centered Agent Evolution 08:45Can LLMs Reliably Grade Olympiad Proofs? A Study of Mathematical Verification with LLMs 08:45Beyond the Evidence Coherence Trap: Agent-Driven Evidence Selection for Temporally Disordered Fake News…
The View from Nowhere: Population-Centered Agent Evolution
arXiv:2610.36660v1 Announce Type: new Abstract: Self-improving AI systems can revise the designs that govern their own behavior. Yet existing approaches…
Can LLMs Reliably Grade Olympiad Proofs? A Study of Mathematical Verification with LLMs
arXiv:2610.36767v1 Announce Type: new Abstract: Large Language Models (LLMs) have made remarkable progress on solving competition-level mathematics, yet…
Beyond the Evidence Coherence Trap: Agent-Driven Evidence Selection for Temporally Disordered Fake News Detection
arXiv:2610.36764v1 Announce Type: new Abstract: Fake news undermines public trust and the integrity of online information ecosystems. Temporally…
PsyJev: Psychological Analysis via System-1 Judgment
arXiv:2610.36689v1 Announce Type: new Abstract: Self-disclosures on the Web support diverse psychological analyses, from recognizing expressed experiences…
Polymathic AI and Princeton Researchers Release FlashMap, a Flow Map Drafter for 6.14x Faster LLM Decoding
FlashMap is a speculative decoding drafter from Polymathic AI, Princeton and USC ISI researchers. It drafts 16 tokens jointly in one pass and reaches up…
Learning Where to Trust: Reliability-Guided Expert Routing and Velocity Gating for 3D Deformable Registration
arXiv:2610.36672v1 Announce Type: new Abstract: Deformable image registration relies on accurate anatomical correspondences. However, explicitly coupling…
The uneven rise of AI-generated web content
arXiv:2610.36631v1 Announce Type: new Abstract: In less than five years, generative artificial intelligence (AI) has dramatically reshaped the…
Polarity–Time Interaction and Multi-Level Reliability for Event-Based Spacecraft Pose Estimation
arXiv:2610.36625v1 Announce Type: new Abstract: Sparse event responses produce uneven keypoint errors whose effects on spacecraft pose depend on…
Learning to Formalize: Bridging Open-Ended Workloads and Fast Decision Models
arXiv:2610.36595v1 Announce Type: new Abstract: Decision models offer fast choices over sup- plied alternatives, while general-purpose large language…
Remembering Is Not Enough: Refining Memories and Learning When to Use Them in Multi-Agent Systems
arXiv:2610.36652v1 Announce Type: new Abstract: Memory helps LLM-based multi-agent systems reuse experience, but stored advice can be flawed or applied in…
Meet Google DeepMind’s Genie 4: Real-Time World Model With Native Audio
Google DeepMind released Genie 4 as a research preview. The real-time world model adds native audio, live dialogue and text steering, with Gemini 3.8…
God Does Not Play Dice: Enforcing Batch Invariance in Agentic Kernel Generation
arXiv:2610.36623v1 Announce Type: new Abstract: Large language model (LLM) serving systems dynamically batch user requests for GPU execution, so the same…
AI News Brief Hourly Summary 2026-10-28 09h : 15 posts
15 posts published in the last hour 07:45Monitor Accuracy Isn’t the Answer: A Decision-Value Framework for Evaluating AI Agent Restart Monitors 07:45CASEL: Consequence-Aware Selective Execution for Reliable Long-Horizon Tool-Using Agents 07:44ADTGuard: Adaptive Depth-Time Safeguard for Streaming Inference in Large Language…
Monitor Accuracy Isn’t the Answer: A Decision-Value Framework for Evaluating AI Agent Restart Monitors
arXiv:2610.36544v1 Announce Type: new Abstract: Classification accuracy and true-positive and false-positive rates alone do not determine whether…
CASEL: Consequence-Aware Selective Execution for Reliable Long-Horizon Tool-Using Agents
arXiv:2610.36570v1 Announce Type: new Abstract: Tool-using language agents increasingly modify external systems, yet most runtime safeguards allocate…
ADTGuard: Adaptive Depth-Time Safeguard for Streaming Inference in Large Language Models
arXiv:2610.36574v1 Announce Type: new Abstract: Large Language Models (LLMs) can generate fluent responses to diverse user requests, yet streaming may…
Intuit rewires accounting education as AI pushes new hires toward client work
As AI automates routine finance work, the repetitive tasks that once defined entry-level accounting are disappearing, and advisory services are moving to…