2025: Published 'Blockwise Hadamard high-Rank Adaptation for Parameter-Efficient LLM Fine-Tuning', arXiv:2509.21637
2025: Published 'Efficient Federated Class-Incremental Learning of Pre-Trained Models via Task-agnostic Low-rank Residual Adaptation', arXiv:2505.12318
2024: Co-authored survey 'Federated Continual Learning for Edge-AI: A Comprehensive Survey', arXiv:2411.13740
May 2025: Released research paper FedTaLoRA
November 2024: Released the first comprehensive survey FCL for Edge-AI