GreenTune: Energy-Efficient Low-Rank Tuning of LLMs with ThreeE Evaluation under 4-/8-bit Quantization.

@inproceedings{ma-2026-greentune, author = {Xingrao Ma and Zongxi Li and Chengzu Dong and Kai Fang and Di Shao}, editor = {Hakim Hacid and Yoelle Maarek and Francesco Bonchi and Ido Guy and Emine Yilmaz}, title = {{GreenTune: Energy-Efficient Low-Rank Tuning of LLMs with ThreeE Evaluation under 4-/8-bit Quantization}}, booktitle = {{Proceedings of the ACM Web Conference 2026, WWW 2026, Dubai, United Arab Emirates, originally scheduled for April 13-17, 2026, rescheduled for June 29 - July 3, 2026}}, pages = {9397--9408}, publisher = {ACM}, year = {2026}, url = {https://doi.org/10.1145/3774904.3793014}, doi = {https://doi.org/10.1145/3774904.3793014} }