ArXiv versus AI slop: will capping preprint submissions work?
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An all-in-one foundation model for multimodal medical image restoration and enhancement
Nature Machine Intelligence, Published online: 13 October 2026; doi:10.1038/s42256-026-01310-z Cao et al. present AMIFound, a foundation model that unifies medical…
MC-EvoBench: Auditing Experience-Driven Self-Improvement in Minecraft Agents
arXiv:2610.13829v1 Announce Type: cross Abstract: A central challenge in embodied recursive self-improvement is enabling agents to convert interaction history into…
Constitutional Gating and Deterministic Recovery for Multi-Agent LLM Negotiation: Ablations Against a Stateful Adversarial Gatekeeper
arXiv:2610.11542v2 Announce Type: replace-cross Abstract: Multi-agent LLM systems negotiating with a stateful counterpart waste model calls in three ways: polite…