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20202026
most citedGetting More Juice Out of the SFT Data: Reward Learning from Human Demonstration Improves SFT for LLM Alignment

1 citations · 2 across the 13 of their papers we have counts for

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math.OC2024

Problem-Parameter-Free Decentralized Nonconvex Stochastic Optimization

Jiaxiang Li, Xuxing Chen, Shiqian Ma +1

Existing decentralized algorithms usually require knowledge of problem parameters for updating local iterates. For example, the hyperparameters (such as learning rate) usually requ…

math.OC2024

Riemannian Bilevel Optimization

Jiaxiang Li, Shiqian Ma

In this work, we consider the bilevel optimization problem on Riemannian manifolds. We inspect the calculation of the hypergradient of such problems on general manifolds and thus e…