Silkie: Preference Distillation for Large Visual Language Models

17 December 2023

Lei Li

Peiyi Wang

Papers citing "Silkie: Preference Distillation for Large Visual Language Models"

26 / 26 papers shown

Title
R1-Reward: Training Multimodal Reward Model Through Stable Reinforcement Learning Yi-Fan Zhang Xingyu Lu X. Hu Chaoyou Fu Bin Wen ... Jianfei Chen Fan Yang Zheng Zhang Yan Li Liang Wang OffRL LRM 96 6 0 05 May 2025
PaMi-VDPO: Mitigating Video Hallucinations by Prompt-Aware Multi-Instance Video Preference Learning Xinpeng Ding Kai Zhang Jinahua Han Lanqing Hong Hang Xu Xuelong Li MLLM VLM 460 0 0 08 Apr 2025
Symmetrical Visual Contrastive Optimization: Aligning Vision-Language Models with Minimal Contrastive Images Shengguang Wu Fan-Yun Sun Kaiyue Wen Nick Haber VLM 116 2 0 19 Feb 2025
Re-Align: Aligning Vision Language Models via Retrieval-Augmented Direct Preference Optimization Shuo Xing Yuping Wang Peiran Li Ruizheng Bai Yansen Wang Chan-wei Hu Chengxuan Qian Huaxiu Yao Zhengzhong Tu 176 7 0 18 Feb 2025
Critic-V: VLM Critics Help Catch VLM Errors in Multimodal Reasoning Di Zhang Jingdi Lei Junxian Li Xunzhi Wang Yong Liu ... Steve Yang Jianbo Wu Peng Ye Wanli Ouyang Dongzhan Zhou OffRL LRM 140 8 0 27 Nov 2024
Enhancing the Reasoning Ability of Multimodal Large Language Models via Mixed Preference Optimization Weiyun Wang Zhe Chen Wenhai Wang Yue Cao Yangzhou Liu ... Jinguo Zhu X. Zhu Lewei Lu Yu Qiao Jifeng Dai LRM 123 78 1 15 Nov 2024
Fine-Grained Verifiers: Preference Modeling as Next-token Prediction in Vision-Language Alignment Chenhang Cui An Zhang Yiyang Zhou Zhaorun Chen Gelei Deng Huaxiu Yao Tat-Seng Chua 135 5 0 18 Oct 2024
LLaVA-Critic: Learning to Evaluate Multimodal Models Tianyi Xiong Xinze Wang Dong Guo Qinghao Ye Haoqi Fan Quanquan Gu Heng Huang Chunyuan Li MLLM VLM LRM 111 46 0 03 Oct 2024
RoVRM: A Robust Visual Reward Model Optimized via Auxiliary Textual Preference Data Chenglong Wang Yang Gan Yifu Huo Yongyu Mu Murun Yang ... Chunliang Zhang Tongran Liu Quan Du Di Yang Jingbo Zhu VLM 100 5 0 22 Aug 2024
Enhancing Visual-Language Modality Alignment in Large Vision Language Models via Self-Improvement Xiyao Wang Jiuhai Chen Zhaoyang Wang Yuhang Zhou Yiyang Zhou ... Dinesh Manocha Tom Goldstein Parminder Bhatia Furong Huang Cao Xiao 133 36 0 24 May 2024
Hallucination of Multimodal Large Language Models: A Survey Zechen Bai Pichao Wang Tianjun Xiao Tong He Zongbo Han Zheng Zhang Mike Zheng Shou VLM LRM 169 181 0 29 Apr 2024
Detecting and Mitigating Hallucination in Large Vision Language Models via Fine-Grained AI Feedback Wenyi Xiao Ziwei Huang Leilei Gan Wanggui He Haoyuan Li Zhelun Yu Hao Jiang Leilei Gan Linchao Zhu MLLM 78 32 0 22 Apr 2024
FGAIF: Aligning Large Vision-Language Models with Fine-grained AI Feedback Liqiang Jing Xinya Du 140 17 0 07 Apr 2024
What Makes for Good Visual Instructions? Synthesizing Complex Visual Reasoning Instructions for Visual Instruction Tuning Yifan Du Hangyu Guo Kun Zhou Wayne Xin Zhao Jinpeng Wang Chuyuan Wang Mingchen Cai Ruihua Song Ji-Rong Wen VLM MLLM LRM 128 23 0 02 Nov 2023
Towards End-to-End Embodied Decision Making via Multi-modal Large Language Model: Explorations with GPT4-Vision and Beyond Liang Chen Yichi Zhang Shuhuai Ren Haozhe Zhao Zefan Cai Yuchi Wang Peiyi Wang Tianyu Liu Baobao Chang LM&Ro LLMAG 80 44 0 03 Oct 2023
Direct Preference Optimization: Your Language Model is Secretly a Reward Model Rafael Rafailov Archit Sharma E. Mitchell Stefano Ermon Christopher D. Manning Chelsea Finn ALM 385 3,981 0 29 May 2023
PMC-VQA: Visual Instruction Tuning for Medical Visual Question Answering Xiaoman Zhang Chaoyi Wu Ziheng Zhao Weixiong Lin Ya Zhang Yanfeng Wang Weidi Xie LM&MA 109 179 0 17 May 2023
InstructBLIP: Towards General-purpose Vision-Language Models with Instruction Tuning Wenliang Dai Junnan Li Dongxu Li A. M. H. Tiong Junqi Zhao Weisheng Wang Boyang Albert Li Pascale Fung Steven C. H. Hoi MLLM VLM 107 2,067 0 11 May 2023
Constitutional AI: Harmlessness from AI Feedback Yuntao Bai Saurav Kadavath Sandipan Kundu Amanda Askell John Kernion ... Dario Amodei Nicholas Joseph Sam McCandlish Tom B. Brown Jared Kaplan SyDa MoMe 193 1,618 0 15 Dec 2022
Flamingo: a Visual Language Model for Few-Shot Learning Jean-Baptiste Alayrac Jeff Donahue Pauline Luc Antoine Miech Iain Barr ... Mikolaj Binkowski Ricardo Barreira Oriol Vinyals Andrew Zisserman Karen Simonyan MLLM VLM 382 3,542 0 29 Apr 2022
Super-NaturalInstructions: Generalization via Declarative Instructions on 1600+ NLP Tasks Yizhong Wang Swaroop Mishra Pegah Alipoormolabashi Yeganeh Kordi Amirreza Mirzaei ... Chitta Baral Yejin Choi Noah A. Smith Hannaneh Hajishirzi Daniel Khashabi ELM 123 846 0 16 Apr 2022
Training language models to follow instructions with human feedback Long Ouyang Jeff Wu Xu Jiang Diogo Almeida Carroll L. Wainwright ... Amanda Askell Peter Welinder Paul Christiano Jan Leike Ryan J. Lowe OSLM ALM 874 12,973 0 04 Mar 2022
Red Teaming Language Models with Language Models Ethan Perez Saffron Huang Francis Song Trevor Cai Roman Ring John Aslanides Amelia Glaese Nat McAleese G. Irving AAML 161 655 0 07 Feb 2022
Cross-Task Generalization via Natural Language Crowdsourcing Instructions Swaroop Mishra Daniel Khashabi Chitta Baral Hannaneh Hajishirzi LRM 148 747 0 18 Apr 2021
GLM: General Language Model Pretraining with Autoregressive Blank Infilling Zhengxiao Du Yujie Qian Xiao Liu Ming Ding J. Qiu Zhilin Yang Jie Tang BDL AI4CE 135 1,545 0 18 Mar 2021
Proximal Policy Optimization Algorithms John Schulman Filip Wolski Prafulla Dhariwal Alec Radford Oleg Klimov OffRL 499 19,065 0 20 Jul 2017