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20242026
most citedLocal Superior Soups: A Catalyst for Model Merging in Cross-Silo Federated Learning

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cs.CV2026

Efficient Dataset Distillation for Pre-Trained Self-Supervised Models via Statistical Flow Matching

Qianxin Xia, Jiawei Du, Xin Zhang +6

Dataset distillation seeks to synthesize a compact surrogate dataset that enables performance comparable to training on the original dataset for downstream tasks. For the scenario…