AI News

Specification-Based Testing of Large Language Models (arxiv.org)

Target-ESS Tempered Policy Optimization (TETPO): Smooth Variance Control via Bridge Importance Sampling (arxiv.org)

SceneForesee: Learning Scene Evolution for Spatiotemporal Reasoning (arxiv.org)

Coarse-Graining Recursive Expert Computation: Continuation-Relative Interfaces and Failure Modes (arxiv.org)

Memory Without Curation: Learning Multi-Stream Latent Memory for Robot Policies (arxiv.org)

IsoVRBench: Video Reward Modeling Without Human Feedback (arxiv.org)

Memory Echo in Single-Agent Long-Term Memory: Lifecycle Evaluation and Provenance-Guided Mitigation (arxiv.org)

Autonomous 3D Visual-Thermal Inspection for Utility-Scale Solar Farms (arxiv.org)

Instructions Are Evidence, Not Objectives: Measuring Outcome Alignment of Agents (arxiv.org)

Coupled Harness--Model Evolution for Scientific Equation Discovery (arxiv.org)

DuplexAct: How Interactive Are Frontier Full-Duplex Spoken Language Models? (arxiv.org)

Safety for Whom? Benchmarking Understanding Beyond Refusal in Egocentric Multimodal Assistants (arxiv.org)

Evidence-First Agentic Verification (arxiv.org)

Upstream Influence, Downstream Re-Anchoring in LLM Agent Chains (arxiv.org)

Keep Your Receipts: Trustworthy Cleanup of Agent-Built Knowledge Graphs (arxiv.org)

Adaptive-Group Process Rewards for GUI Agents (arxiv.org)

A Node Embedding Framework for Model-Centric Conformance Checking in Process Mining (arxiv.org)

Understanding Gene Expression-to-Image Learning: Spatial Structure and Information Fidelity (arxiv.org)

MedEvo: Medical Reasoning Evolution through Knowledge Navigation (arxiv.org)

Stable Token-level Scheduling for Serverless LLM Inference (arxiv.org)

ECG-RSI: Recursive Self-Improvement through Targeted Electrocardiogram Waveform Evolution (arxiv.org)

Thinking Outside the Bots: Human Ideas in AI's Semantic Blind Spots Are Not Inferior (arxiv.org)

On the Statistical Mechanics of Attention (arxiv.org)

Encounter-Driven City-Scale Human Mobility Generation with Large Language Models (arxiv.org)

Cowork-Gym: Synthesizing Interactive Work Environments at Scale (arxiv.org)

RoTA-Bench: Evaluating 3D Spatial Reasoning through Interactive Projection Alignment (arxiv.org)

Can Agents Truly Forget? Explore Machine Unlearning for LLM Agents (arxiv.org)

Reasoning for Propaganda Detection via Label-Guided CoT Optimisation (arxiv.org)

When Should Enterprise Policy Decisions Be Learned, and When Should They Be Reasoned? (arxiv.org)

Beyond Bias Scores: Answerability Confounds in Activation Steering with Gradient-Constrained Direction Design (GCD) (arxiv.org)

Executable Prefix Values for Locating Agent Failures (arxiv.org)

MAS-Gate: Unlocking Multi-Agent System Lifecycle via Node-Centric Quantification (arxiv.org)

OpenDepth: Repurposing Image Editing Priors for Robust Open-World Monocular Depth Estimation (arxiv.org)

claimcheck: Measuring and Improving Specification Faithfulness (arxiv.org)

Verifier-Harness Co-Evolution for Training-Free Self-Improvement on Open-Ended Tasks (arxiv.org)

RAN-JEPA: An Action-Conditioned World Model for Energy-efficient Mobile Network Control (arxiv.org)

TacitVLA: Reasoning Vision-Language-Action Models Without Reasoning Latency (arxiv.org)

REA: From Correct LLM Judgments to Safe Decision Delivery (arxiv.org)

An FPGA-Based Spiking Neural Network for Spatiotemporal Pattern Learning and Classification (arxiv.org)

Large Language Models Extend Known Research But Do Not Create New Research Directions (arxiv.org)

HASTE: Hierarchical and Attribute-aware Supervision for Generative Recommendation (arxiv.org)

Reading Right, Acting Wrong: Diagnosing Decision Failures of System One Models in Agent Loops (arxiv.org)

SchemaWeaver: Accelerating On-Device Mobile Agentic AI via Schema-Guided Parallel LLM Decoding (arxiv.org)

Agency as a New Organizing Abstraction for Computer Science (arxiv.org)

Logit Leakage through Floating-Point Bias Addition (arxiv.org)

Generalizable field of view extension for diffusion MRI via conditional flow matching (arxiv.org)

Learning to Play: Reinforcement Learning and Games (arxiv.org)

EPOCH: Coverage-Aware Evolution with Experiential Preference Optimization for LLM-based Automated Heuristic Design (arxiv.org)

Get In, Decide, Prove: A Merchant-Side Readiness Benchmark for Agentic Commerce (arxiv.org)

What Makes a Latent Space Shared? Direct and Recoverable Compatibility in Motion VAEs (arxiv.org)