"training-free adaptation" Papers

12 papers found

Adapting to the Unknown: Training-Free Audio-Visual Event Perception with Dynamic Thresholds

Eitan Shaar, Ariel Shaulov, Gal Chechik et al.

CVPR 2025arXiv:2503.13693
2
citations

Can LLMs Reason Over Non-Text Modalities in a Training-Free Manner? A Case Study with In-Context Representation Learning

Tianle Zhang, Wanlong Fang, Jonathan Woo et al.

NEURIPS 2025arXiv:2509.17552
2
citations

DaWin: Training-free Dynamic Weight Interpolation for Robust Adaptation

Changdae Oh, Yixuan Li, Kyungwoo Song et al.

ICLR 2025arXiv:2410.03782
16
citations

FreeDNA: Endowing Domain Adaptation of Diffusion-Based Dense Prediction with Training-Free Domain Noise Alignment

Hang Xu, Jie Huang, Linjiang Huang et al.

ICCV 2025arXiv:2506.22509

PortLLM: Personalizing Evolving Large Language Models with Training-Free and Portable Model Patches

Rana Muhammad Shahroz Khan, Pingzhi Li, Sukwon Yun et al.

ICLR 2025arXiv:2410.10870
3
citations

ProKeR: A Kernel Perspective on Few-Shot Adaptation of Large Vision-Language Models

Yassir Bendou, Amine Ouasfi, Vincent Gripon et al.

CVPR 2025arXiv:2501.11175
8
citations

Spatial Transport Optimization by Repositioning Attention Map for Training-Free Text-to-Image Synthesis

Woojung Han, Yeonkyung Lee, Chanyoung Kim et al.

CVPR 2025arXiv:2503.22168
5
citations

TF-TI2I: Training-Free Text-and-Image-to-Image Generation via Multi-Modal Implicit-Context Learning In Text-to-Image Models

Teng-Fang Hsiao, Bo-Kai Ruan, Yi-Lun Wu et al.

ICCV 2025arXiv:2503.15283
4
citations

Training-Free Test-Time Adaptation via Shape and Style Guidance for Vision-Language Models

Shenglong Zhou, Manjiang Yin, Leiyu Sun et al.

NEURIPS 2025

Paying More Attention to Images: A Training-Free Method for Alleviating Hallucination in LVLMs

Shi Liu, Kecheng Zheng, Wei Chen

ECCV 2024arXiv:2407.21771
134
citations

Style Injection in Diffusion: A Training-free Approach for Adapting Large-scale Diffusion Models for Style Transfer

Jiwoo Chung, Sangeek Hyun, Jae-Pil Heo

CVPR 2024highlightarXiv:2312.09008
225
citations

Training-Free Model Merging for Multi-target Domain Adaptation

Wenyi Li, Huan-ang Gao, Mingju Gao et al.

ECCV 2024arXiv:2407.13771
12
citations