#Model Reliability
Latest news articles tagged with "Model Reliability". Follow the timeline of events, related topics, and entities.
Articles (4)
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🇺🇸 Structure and Redundancy in Large Language Models: A Spectral Study via Random Matrix Theory
[USA]
arXiv:2602.22345v1 Announce Type: cross Abstract: This thesis addresses two persistent and closely related challenges in modern deep learning, reliability and efficiency, through a unified framework ...
Related: #Machine Learning, #AI Efficiency -
🇺🇸 Optimization Instability in Autonomous Agentic Workflows for Clinical Symptom Detection
[USA]
arXiv:2602.16037v1 Announce Type: new Abstract: Autonomous agentic workflows that iteratively refine their own behavior hold considerable promise, yet their failure modes remain poorly characterized....
Related: #Artificial Intelligence, #Healthcare Automation, #Failure Mode Analysis -
🇺🇸 Diverging Flows: Detecting Extrapolations in Conditional Generation
[USA]
arXiv:2602.13061v1 Announce Type: cross Abstract: The ability of Flow Matching (FM) to model complex conditional distributions has established it as the state-of-the-art for prediction tasks (e.g., r...
Related: #Machine Learning Safety, #Predictive Technology -
🇺🇸 When Should LLMs Be Less Specific? Selective Abstraction for Reliable Long-Form Text Generation
[USA]
arXiv:2602.11908v2 Announce Type: replace Abstract: LLMs are widely used, yet they remain prone to factual errors that erode user trust and limit adoption in high-risk settings. One approach to mitig...
Related: #Artificial Intelligence, #Text Generation