Li Li

FU-DWS: Effective Federated Domain Unlearning via Domain-aware Weight Surgery

ALPS: Adaptive LLM Pruning via Gradient Search in Learned Representation Space

Developmental Federated Tuning: A Cognitive-Inspired Paradigm for Efficient LLM Adaptation

Prune to Fit: Enabling Federated Fine-Tuning within Edge Memory Budgets

Elastic Mixture of Rank-Wise Experts for Knowledge Reuse in Federated Fine-Tuning

Less is More: Resource-Efficient Low-Rank Adaptation

Runtime Adaptive Pruning for LLM Inference

Towards Federated Domain Unlearning: Verification Methodologies and Challenges

Honey: Harmonizing Progressive Federated Learning via Elastic Synergy across Different Training Blocks