…Visually indistinguishable adversarial images reliably trigger catastrophic degradation in future rollouts , leading to incomplete denoising, structural collapse, and control inconsistency. These findings reveal critical risks for deploying VWMs in safety-critical systems…
…yield more reliable next-token predictions . We revisit this assumption by revealing a recurring Guess-Refine-Perturb dynamic : early layers form coarse guesses, intermediate layers refine reasoning-relevant semantics, and final layers…
…many apparent attack failures stem from the agent failing to engage with the poisoned file rather than genuine resistance, and current defenses still fail to reliably mitigate the threat. View arXiv page…
…the thing that keeps me up is how to preserve verifiability and safety when you rely on neural world models for long-horizon planning; small world-model errors can cascade, so i…
…compatibility, and safety across supply chains. These specifications are scattered across multiple heterogeneous product images, including specification tables , nameplates, and technical drawings , yet whether Multimodal Large Language Models (MLLMs) can reliably recover…
…The release contains 105 tasks spanning controlled business services and local workspace repair, and evaluates 13 frontier models under a shared public pass rule. Experiments reveal that reliable workflow automation remains far…
…Lalit Yadav , Akshaj Gurugubelli Abstract LegalHalluLens audits AI systems in legal workflows by identifying specific error patterns and directional biases in hallucinations across different claim types, enabling more reliable deployment through targeted…
…Schema-Grounded State Mutation for Reliable and Auditable LLM Multi-Agent Collaboration (2026) FinVerBench: Benchmark Validity and Calibration in Large Language Model Financial Statement Verification (2026) When Agents Overtrust Environmental Evidence: An…
To show you the most relevant results, we’ve omitted some entries very similar to those already shown. Repeat the search with the omitted results included.