Alignment of Diffusion Models: Fundamentals, Challenges, and Future

Alignment of Diffusion Models: Fundamentals, Challenges, and Future

11 September 2024

Papers citing "Alignment of Diffusion Models: Fundamentals, Challenges, and Future"

12 / 12 papers shown

Title
IPGO: Indirect Prompt Gradient Optimization on Text-to-Image Generative Models with High Data Efficiency Jianping Ye Michel Wedel Kunpeng Zhang 32 0 0 25 Mar 2025
DyMO: Training-Free Diffusion Model Alignment with Dynamic Multi-Objective Scheduling Xin Xie Dong Gong 76 1 0 01 Dec 2024
Aligning Few-Step Diffusion Models with Dense Reward Difference Learning Ziyi Zhang Li Shen Sen Zhang Deheng Ye Yong Luo Miaojing Shi Bo Du Dacheng Tao 89 0 0 18 Nov 2024
Bag of Design Choices for Inference of High-Resolution Masked Generative Transformer Shitong Shao Zikai Zhou Tian Ye Lichen Bai Zhiqiang Xu Zeke Xie DiffM 44 0 0 16 Nov 2024
Scalable Ranked Preference Optimization for Text-to-Image Generation Shyamgopal Karthik Huseyin Coskun Zeynep Akata Sergey Tulyakov J. Ren Anil Kag EGVM 49 4 0 23 Oct 2024
IV-Mixed Sampler: Leveraging Image Diffusion Models for Enhanced Video Synthesis Shitong Shao Zikai Zhou Lichen Bai Haoyi Xiong Zeke Xie VGen 43 1 0 05 Oct 2024
Tuning Timestep-Distilled Diffusion Model Using Pairwise Sample Optimization Zichen Miao Zhengyuan Yang Kevin Lin Ze Wang Zicheng Liu Lijuan Wang Qiang Qiu 40 3 0 04 Oct 2024
Rewards-in-Context: Multi-objective Alignment of Foundation Models with Dynamic Preference Adjustment Rui Yang Xiaoman Pan Feng Luo Shuang Qiu Han Zhong Dong Yu Jianshu Chen 89 65 0 15 Feb 2024
A Dense Reward View on Aligning Text-to-Image Diffusion with Preference Shentao Yang Tianqi Chen Mingyuan Zhou EGVM 18 22 0 13 Feb 2024
Self-Alignment of Large Language Models via Monopolylogue-based Social Scene Simulation Xianghe Pang Shuo Tang Rui Ye Yuxin Xiong Bolun Zhang Yanfeng Wang Siheng Chen 108 27 0 08 Feb 2024
Assessing the Brittleness of Safety Alignment via Pruning and Low-Rank Modifications Boyi Wei Kaixuan Huang Yangsibo Huang Tinghao Xie Xiangyu Qi Mengzhou Xia Prateek Mittal Mengdi Wang Peter Henderson AAML 55 78 0 07 Feb 2024
Towards Efficient Exact Optimization of Language Model Alignment Haozhe Ji Cheng Lu Yilin Niu Pei Ke Hongning Wang Jun Zhu Jie Tang Minlie Huang 47 11 0 01 Feb 2024