Sökresultat - "Chen, Pin-Yu"

DiffuseKronA: A Parameter Efficient Fine-tuning Method for Personalized Diffusion Models

Marjit, Shyam, Singh, Harshit, Mathur, Nityanand, Paul, Sayak, Yu, Chia-Mu, Chen, Pin-Yu

2025 IEEE/CVF Winter Conference on Applications of Computer Vision (WACV)

Hey, That's My Data! Label-Only Dataset Inference in Large Language Models

Xiong, Chen, Wang, Zihao, Zhu, Rui, Ho, Tsung-Yi, Chen, Pin-Yu, Xiong, Jingwei, Tang, Haixu, Ohno-Machado, Lucila

Optimization-Free Universal Watermark Forgery with Regenerative Diffusion Models

Zhu, Chaoyi, Li, Zaitang, Yang, Renyi, Birke, Robert, Chen, Pin-Yu, Ho, Tsung-Yi, Chen, Lydia Y.

Why LLM Safety Guardrails Collapse After Fine-tuning: A Similarity Analysis Between Alignment and Fine-tuning Datasets

Hsiung, Lei, Pang, Tianyu, Tang, Yung-Chen, Song, Linyue, Ho, Tsung-Yi, Chen, Pin-Yu, Yang, Yaoqing

Neural Network Reprogrammability: A Unified Theme on Model Reprogramming, Prompt Tuning, and Prompt Instruction

Ye, Zesheng, Cai, Chengyi, Dong, Ruijiang, Qi, Jianzhong, Feng, Lei, Chen, Pin-Yu, Liu, Feng

CoP: Agentic Red-teaming for Large Language Models using Composition of Principles

Xiong, Chen, Chen, Pin-Yu, Ho, Tsung-Yi

Model Reprogramming Demystified: A Neural Tangent Kernel Perspective

Chung, Ming-Yu, Fan, Jiashuo, Ye, Hancheng, Wang, Qinsi, Shen, Wei-Chen, Yu, Chia-Mu, Chen, Pin-Yu, Kuo, Sy-Yen

LLM Agents Should Employ Security Principles

Zhang, Kaiyuan, Su, Zian, Chen, Pin-Yu, Bertino, Elisa, Zhang, Xiangyu, Li, Ninghui

Shape it Up! Restoring LLM Safety during Finetuning

Peng, ShengYun, Chen, Pin-Yu, Chi, Jianfeng, Lee, Seongmin, Chau, Duen Horng

When is Task Vector Provably Effective for Model Editing? A Generalization Analysis of Nonlinear Transformers

Li, Hongkang, Zhang, Yihua, Zhang, Shuai, Wang, Meng, Liu, Sijia, Chen, Pin-Yu

PEEL the Layers and Find Yourself: Revisiting Inference-time Data Leakage for Residual Neural Networks

Arif, Huzaifa, Murugesan, Keerthiram, Das, Payel, Gittens, Alex, Chen, Pin-Yu

Fundamental Safety-Capability Trade-offs in Fine-tuning Large Language Models

Chen, Pin-Yu, Shen, Han, Das, Payel, Chen, Tianyi

Measuring the Robustness of Audio Deepfake Detectors

Li, Xiang, Chen, Pin-Yu, Wei, Wenqi

VP-NTK: Exploring the Benefits of Visual Prompting in Differentially Private Data Synthesis

Hsu, Chia-Yi, Chen, Jia-You, Tsai, Yu-Lin, Lin, Chih-Hsun, Chen, Pin-Yu, Yu, Chia-Mu, Huang, Chun-Ying

REFINE: Inversion-Free Backdoor Defense via Model Reprogramming

Chen, Yukun, Shao, Shuo, Huang, Enhao, Li, Yiming, Chen, Pin-Yu, Qin, Zhan, Ren, Kui

Forecasting Open-Weight AI Model Growth on HuggingFace

Bhandari, Kushal Raj, Chen, Pin-Yu, Gao, Jianxi

Adversarial Prompt Evaluation: Systematic Benchmarking of Guardrails Against Prompt Input Attacks on LLMs

Zizzo, Giulio, Cornacchia, Giandomenico, Fraser, Kieran, Hameed, Muhammad Zaid, Rawat, Ambrish, Buesser, Beat, Purcell, Mark, Chen, Pin-Yu, Sattigeri, Prasanna, Varshney, Kush

On the Trustworthiness of Generative Foundation Models: Guideline, Assessment, and Perspective

Huang, Yue, Gao, Chujie, Wu, Siyuan, Wang, Haoran, Wang, Xiangqi, Zhou, Yujun, Wang, Yanbo, Ye, Jiayi, Shi, Jiawen, Zhang, Qihui, Li, Yuan, Bao, Han, Liu, Zhaoyi, Guan, Tianrui, Chen, Dongping, Chen, Ruoxi, Guo, Kehan, Zou, Andy, Kuen-Yew, Bryan Hooi, Xiong, Caiming, Stengel-Eskin, Elias, Zhang, Hongyang, Yin, Hongzhi, Zhang, Huan, Yao, Huaxiu, Yoon, Jaehong, Zhang, Jieyu, Shu, Kai, Zhu, Kaijie, Krishna, Ranjay, Swayamdipta, Swabha, Shi, Taiwei, Shi, Weijia, Li, Xiang, Li, Yiwei, Hao, Yuexing, Jia, Zhihao, Li, Zhize, Chen, Xiuying, Tu, Zhengzhong, Hu, Xiyang, Zhou, Tianyi, Zhao, Jieyu, Sun, Lichao, Huang, Furong, Sasson, Or Cohen, Sattigeri, Prasanna, Reuel, Anka, Lamparth, Max, Zhao, Yue, Dziri, Nouha, Su, Yu, Sun, Huan, Ji, Heng, Xiao, Chaowei, Bansal, Mohit, Chawla, Nitesh V., Pei, Jian, Gao, Jianfeng, Backes, Michael, Yu, Philip S., Gong, Neil Zhenqiang, Chen, Pin-Yu, Li, Bo, Song, Dawn, Zhang, Xiangliang

Modular Prompt Learning Improves Vision-Language Models

Huang, Zhenhan, Pedapati, Tejaswini, Chen, Pin-Yu, Gao, Jianxi

Computational Safety for Generative AI: A Signal Processing Perspective

Chen, Pin-Yu