KDD · 2026 · Conference paper

TRACE: Discovering Task-Specific Parameter via Adaptation-Aware Probing for Continual Fine-Tuning

Xiaosong Han, Ke Chen, Xindi Dai, Di Liang, Minlong Peng, Wei Pang, Fausto Giunchiglia, Xiaoyue Feng, Yonghao Liu, Renchu Guan

Jilin University · Jilin Province Science and Technology Department · Fudan University · Heriot-Watt University · University of Trento

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Published in: Proceedings of the 32nd ACM SIGKDD Conference on Knowledge Discovery and Data Mining V.2
Date: 2026-08-06
Citations: 1
arXiv: 2605.31025 ↗

Cite

@inproceedings{han2026trace,
  title = {TRACE: Discovering Task-Specific Parameter via Adaptation-Aware Probing for Continual Fine-Tuning},
  author = {Xiaosong Han and Ke Chen and Xindi Dai and Di Liang and Minlong Peng and Wei Pang and Fausto Giunchiglia and Xiaoyue Feng and Yonghao Liu and Renchu Guan},
  year = {2026},
  booktitle = {Proceedings of the 32nd ACM SIGKDD Conference on Knowledge Discovery and Data Mining V.2},
  eprint = {2605.31025},
  archivePrefix = {arXiv},
  doi = {10.1145/3770855.3817801},
  url = {https://arxiv.org/abs/2605.31025},
}