Peng Kuang
2 papers · Latest:
Artificial Intelligence
Learning to Communicate: Toward End-to-End Optimization of Multi-Agent Language Systems
DiffMAS optimizes multi-agent latent communication end-to-end, improving reasoning accuracy and stability across various complex tasks.
2604.21794
Natural Language ProcessingBeyond Surface Statistics: Robust Conformal Prediction for LLMs via Internal Representations
Robust conformal prediction for LLMs uses internal Layer-Wise Information (LI) scores to improve reliability, especially under distribution shift.
2604.16217
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