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cs.AI2026
NOVA: Fundamental Limits of Knowledge Discovery Through AI
Salman Avestimehr, Ken Duffy, Muriel Médard +1
Can AI systems discover new knowledge through iterative self-improvement, and at what cost? We introduce NOVA, which models the ``generate, verify, accumulate, retrain'' loop as an…
cs.AI2025
Toward Super Agent System with Hybrid AI Routers
Yuhang Yao, Haixin Wang, Yibo Chen +5
AI Agents powered by Large Language Models are transforming the world through enormous applications. A super agent has the potential to fulfill diverse user needs, such as summariz…
cs.AI2025
Bridging the Safety Gap: A Guardrail Pipeline for Trustworthy LLM Inferences
Shanshan Han, Salman Avestimehr, Chaoyang He
We present Wildflare GuardRail, a guardrail pipeline designed to enhance the safety and reliability of Large Language Model (LLM) inferences by systematically addressing risks acro…