High-risk antimicrobial resistance genomic traits in multidrug-resistant Salmonella across China’s food chain: projections to 2050
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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, yet a…
Router Drift Control: Mitigating Off-Policy Degradation in Mixture-of-Experts Reinforcement Learning
arXiv:2610.21682v2 Announce Type: replace-cross Abstract: Reinforcement learning (RL) can become off-policy due to training-inference mismatch, mini-batch updates, and asynchronous training.…
Behavioral Couplings: From Formation to Behavioral Emergence in Language Models
arXiv:2610.23847v1 Announce Type: cross Abstract: Fine-tuning large language models (LLMs) can induce behaviors beyond those explicitly targeted. For example, training…
Neural Expansion: A Unified Mechanism for How Deep Neural Networks Generalize
arXiv:2610.23716v1 Announce Type: cross Abstract: Deep neural networks demonstrate remarkable generalization despite being highly over-parameterized, challenging traditional statistical learning theories.…
Does On-Policy Distillation Need to Complete Every Rollout?
arXiv:2610.21337v2 Announce Type: replace-cross Abstract: On-policy distillation (OPD) effectively transfers capabilities from a teacher to a student through feedback on…
Reusability report: multi-sample omics network inference operates in distinct robustness regimes defined by prior knowledge and data availability
Nature Machine Intelligence, Published online: 19 October 2026; doi:10.1038/s42256-026-01311-y This work studies the reusability of CORNETO, a previously developed framework…
Towards understanding and monitorability of reasoning LLMs
Nature Machine Intelligence, Published online: 19 October 2026; doi:10.1038/s42256-026-01333-6 Frontier LLMs are trained to solve problems in a step-by-step way,…