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cs.LG2026
Discovering and Preserving Category Correlation Knowledge via Adaptive Reciprocal Knowledge Distillation
Dawen Jiang, Zhishu Shen, Zeyu Liu +1
Knowledge distillation aims to improve the performance of lightweight student models by transferring knowledge from larger and more powerful teacher models. However, a substantial…
cs.LG2025
Towards Heterogeneity-Aware and Energy-Efficient Topology Optimization for Decentralized Federated Learning in Edge Environment
Yuze Liu, Tiehua Zhang, Zhishu Shen +3
Federated learning (FL) has emerged as a promising paradigm within edge computing (EC) systems, enabling numerous edge devices to collaboratively train artificial intelligence (AI)…