Protecting the Network-on-Chip (NoC) of physical-AI tile-based accelerators deployed in harsh environments against single-event effects (SEEs) is paramount for preventing NoC failures that can lead to deadlocks and silent data corruption (SDC). Prior work on reliable NoCs has largely focused on narrow links (e.g., 32-b...
Chen Wu, M. Rogenmoser, Luca Benini et al.· 0 citations
Online agents can improve future service by constructing reusable tools, guidance, or model states, but this work competes with current requests for the same GPUs. Exploiting idle compute for self-evolution faces a fundamental systems constraint: benefits arrive only after an artifact is published and used, while pausi...
Yang-Bo Wei, Jun-Hong Qian, Zhen Huang et al.· 0 citations
Long-running LLM agents are stateful: beyond the transcript they accrete compressed summaries, plaintext memory, pending tool plans, and, under every serving API, a KV cache. Yet today's"forget"operations delete a plaintext memory record and stop, leaving every artifact derived from the revoked information intact. We f...
Chao Yao, Yang-Bo Wei, Zhen Huang et al.· 1 citation
A reference-free judge is formalized as a latent solver, and a closed-form bound on discriminability (ROC-AUC) in the judge's competence and answer-space size is yields the result that the marginal AUC is confounded by item difficulty while a within-question estimator is not.
Chenleng Chen, Yangbo Wei, Chao Yao et al.· 0 citations
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