"parameter-efficient tuning" Papers

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AdMiT: Adaptive Multi-Source Tuning in Dynamic Environments

Xiangyu Chang, Fahim Faisal Niloy, Sk Miraj Ahmed et al.

Densely Connected Parameter-Efficient Tuning for Referring Image Segmentation

Jiaqi Huang, Zunnan Xu, Ting Liu et al.

AAAI 2025paperarXiv:2501.08580

EMLoC: Emulator-based Memory-efficient Fine-tuning with LoRA Correction

Hsi-Che Lin, Yu-Chu Yu, Kai-Po Chang et al.

NEURIPS 2025arXiv:2506.12015

Filling Memory Gaps: Enhancing Continual Semantic Parsing via SQL Syntax Variance-Guided LLMs Without Real Data Replay

Ruiheng Liu, Jinyu Zhang, Yanqi Song et al.

AAAI 2025paperarXiv:2412.07246

RobustMerge: Parameter-Efficient Model Merging for MLLMs with Direction Robustness

Fanhu Zeng, Haiyang Guo, Fei Zhu et al.

NEURIPS 2025spotlightarXiv:2502.17159

The Primacy of Magnitude in Low-Rank Adaptation

Zicheng Zhang, Haoran Li, Yifeng Zhang et al.

NEURIPS 2025spotlightarXiv:2507.06558

Understanding and Enhancing Safety Mechanisms of LLMs via Safety-Specific Neuron

Yiran Zhao, Wenxuan Zhang, Yuxi Xie et al.

Event-Adapted Video Super-Resolution

Zeyu Xiao, Dachun Kai, Yueyi Zhang et al.