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Zhejiang University
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Forget-critical experts in MoE models can be under-regularized during unlearning, but TRACE rebalances their activation to significantly boost utility.
PINNs can now jointly infer parameters and detect regime-switching in dynamical systems, outperforming traditional methods that treat these tasks separately.
LLMs can selectively forget specific knowledge without sacrificing overall performance, thanks to a new representation-deviation technique that precisely targets and disrupts unwanted associations.