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SynAct is an active learning framework that allocates expert feedback at the level of individual decisions for LLM agents. Across four agent benchmarks and four models, SynAct improves held-out accuracy in all 16 evaluated settings.
Source: arXiv cs.LG
https://arxiv.org/abs/2610.12651
#MachineLearning
CoCoEvolve, an evolutionary optimizer using meta-reflection, improves production AI systems such as data agents, LLM-powered pipelines, and data engineering workflows.
Source: arXiv cs.LG
https://arxiv.org/abs/2610.12794
#MachineLearning #Meta
Automatic differentiation frameworks implicitly fix a basis of Euclidean space. A single, basis-independent derivative operator can represent many geometric differential operations.
Source: arXiv cs.LG
https://arxiv.org/abs/2610.12776
#MachineLearning
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