"parameter-efficient adaptation" Papers

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DEFT: Decompositional Efficient Fine-Tuning for Text-to-Image Models

Komal Kumar, Rao Anwer, Fahad Shahbaz Khan et al.

NeurIPS 2025posterarXiv:2509.22793

HyperLoRA: Parameter-Efficient Adaptive Generation for Portrait Synthesis

Mengtian Li, Jinshu Chen, Wanquan Feng et al.

CVPR 2025highlightarXiv:2503.16944

SEMPO: Lightweight Foundation Models for Time Series Forecasting

Hui He, Kun Yi, Yuanchi Ma et al.

NeurIPS 2025oralarXiv:2510.19710

VladVA: Discriminative Fine-tuning of LVLMs

Yassine Ouali, Adrian Bulat, ALEXANDROS XENOS et al.

CVPR 2025posterarXiv:2412.04378

BECoTTA: Input-dependent Online Blending of Experts for Continual Test-time Adaptation

Daeun Lee, Jaehong Yoon, Sung Ju Hwang

ICML 2024poster

Leveraging Normalization Layer in Adapters with Progressive Learning and Adaptive Distillation for Cross-Domain Few-Shot Learning

YongJin Yang, Taehyeon Kim, Se-Young Yun

AAAI 2024paperarXiv:2312.11260

PPEA-Depth: Progressive Parameter-Efficient Adaptation for Self-Supervised Monocular Depth Estimation

Yue-Jiang Dong, Yuan-Chen Guo, Ying-Tian Liu et al.

AAAI 2024paperarXiv:2312.13066