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cs.MA2026
Federation over Harness
Dixi Yao, Tahseen Rabbani, Tian Li
Modern LLM-powered agents increasingly improve through experience sharing, where distributed agents distill local reasoning experience into reusable knowledge, such as a shared ins…
cs.LG2026
Learning Scientific Exploration from Human Research Decision Trajectories
Xuchen Gong, Shane Gu, Haokun Liu +3
A key challenge in building AI systems for scientific research is enabling : the systematic process of investigating unknown phenomena or ideas to…
cs.LG2026
Federation over Text: Insight Sharing for Multi-Agent Reasoning
Dixi Yao, Tahseen Rabbani, Manzil Zaheer +1
Modern agents specialize in varying domains while there is no clear approach combining different domain skills. We propose a federated learning-like framework, Federation over Text…