3 papers
cs.CE2026
Closed-Loop Molecular Design with Calibrated Deference
Newman Cheng, Gordon Broadbent, Jason Dong +11
We present Cognitive Loop via In-Situ Optimization (CLIO), an agent that couples a continuously-updated belief-state graph with a recursive plan-then-act loop. The result is a reas…
cs.AI2025
Cognitive Loop via In-Situ Optimization: Self-Adaptive Reasoning for Science
Newman Cheng, Gordon Broadbent, William Chappell
The capacity for artificial intelligence (AI) to formulate, evolve, and test altered thought patterns under dynamic conditions indicates advanced cognition that is crucial for scie…
cs.CL2025
From Local to Global: A Graph RAG Approach to Query-Focused Summarization
Darren Edge, Ha Trinh, Newman Cheng +7
The use of retrieval-augmented generation (RAG) to retrieve relevant information from an external knowledge source enables large language models (LLMs) to answer questions over pri…