arXiv:2610.22465v1 Announce Type: new Abstract: Reproducibility checks during peer review require a shared understanding of what authors’ code is expected…
Harness-Delta Attribution: Dissecting Gains From Harness Evolution
arXiv:2610.22466v1 Announce Type: new Abstract: Harness evolution automatically optimizes the prompts, skills, tools, and orchestration code around a…
Testing the Planning Claims of LLM-Based Agents against Formal Semantics
arXiv:2610.22469v1 Announce Type: new Abstract: LLM-based agents are increasingly credited with the competences of practical reasoning: planning,…
Are Large Reasoning Models Good Everyday Reasoners? A Comparison with Non-Reasoning Models on Logical Reasoning Tasks
arXiv:2610.22538v1 Announce Type: new Abstract: Large reasoning models (LRMs) that leverage test-time computation achieve strong performance on…
FRACTAL: A Self-Similar Multi-Agent Orchestration Architecture with Formal Communication, Convergence, and Depth Bounds
arXiv:2610.22561v1 Announce Type: new Abstract: We present FRACTAL, a self-similar multi-agent architecture for recursive goal decomposition, in which the…
Null Controls Are Necessary but Not Sufficient: Evaluating Acceptance Guards for Scientific Discovery and Interpretability
arXiv:2610.22445v1 Announce Type: new Abstract: Automated discovery systems propose scientific explanations and test which to accept. Does passing a test…
PRIME: Towards Verifiable Evidence-Grounded Reasoning in LLM Agents
arXiv:2610.22426v1 Announce Type: new Abstract: LLM agents are used to check records against an organization’s requirements, for example whether a…
Functional Welfare for AI Safety
arXiv:2610.22460v1 Announce Type: new Abstract: AI welfare is generally treated purely as an ethical issue rather than also as a safety issue. We argue…
From Natural Language Intent to Executable Control: Hierarchical Feedback-Guided LLM Planning for Multi-component Cyber-Physical Systems
arXiv:2610.22441v1 Announce Type: new Abstract: Large language models (LLMs) provide a convenient interface for translating natural language commands into…
NVIDIA Open Sources Run:ai Under Apache 2.0 for Kubernetes GPU Orchestration
NVIDIA has released the full Run:ai GPU orchestration platform as open source under Apache 2.0. The release includes KAI Scheduler, CUDA 13.4 GPU…
Learnable Splines for Unstructured Neural Operators
arXiv:2610.22446v1 Announce Type: new Abstract: Neural operators approximate solution operators of partial differential equations at a fraction of the…
AI News Brief Hourly Summary 2026-10-19 07h : 6 posts
6 posts published in the last hour 04:32Rethinking User Encoders: Routing Diffusion States for Scenario-Adaptive User Representation 04:32From Events to Reasoning: Hierarchical Rule Composition over Explicit States 04:32ECHOES: Seeing Beyond the Current Image via Recursive History Compression and Privileged On-Policy…
Rethinking User Encoders: Routing Diffusion States for Scenario-Adaptive User Representation
arXiv:2610.22400v1 Announce Type: new Abstract: Existing large language model (LLM)-based user encoders serialize heterogeneous behavioral logs and…
From Events to Reasoning: Hierarchical Rule Composition over Explicit States
arXiv:2610.22403v1 Announce Type: new Abstract: What a reasoning system emits is a conclusion; what it owes is a justification. Producing one requires…
ECHOES: Seeing Beyond the Current Image via Recursive History Compression and Privileged On-Policy Distillation
arXiv:2610.22408v1 Announce Type: new Abstract: Long-horizon GUI agents rely on visual history to maintain task states, but retaining historical…
Structured Authority Injection: Persistent Human Control for LLM Agents via Typed MCP Overrides
arXiv:2610.22373v1 Announce Type: new Abstract: LLM-based agents are increasingly used as autonomous orchestrators in distributed and multi-agent systems,…
Sensitivity Analysis of Decision Rules in an Agent-Based Agro-Ecological Model
arXiv:2610.22420v1 Announce Type: new Abstract: Agent-based models are well-suited for modelling agro-ecological systems for decision-making, yet turning…
AI News Brief Roundup: 2026-10-19 Overnight
AI News Brief: Overnight roundup, 2026-10-19 Summary Today's early morning updates highlight a strong focus on specialized model architectures and developer tool maintenance. Industry players are pushing efficiency forward, with Mistral AI introducing lightweight forecasting models that run locally on…