Interpretable Diffusion via Information Decomposition

12 October 2023

Papers citing "Interpretable Diffusion via Information Decomposition"

25 / 25 papers shown

Title
Visually Guided Decoding: Gradient-Free Hard Prompt Inversion with Language Models Donghoon Kim Minji Bae Kyuhong Shim B. Shim 36 0 0 13 May 2025
Entropic Time Schedulers for Generative Diffusion Models Dejan Stancevic Luca Ambrogioni DiffM OOD 46 0 0 18 Apr 2025
Aligning Text to Image in Diffusion Models is Easier Than You Think J. Lee Byunghee Cha Jeongsol Kim Jong Chul Ye 52 0 0 11 Mar 2025
Learning to Match Unpaired Data with Minimum Entropy Coupling Mustapha Bounoua Giulio Franzese Pietro Michiardi 39 0 0 11 Mar 2025
A Neural Difference-of-Entropies Estimator for Mutual Information Haoran Ni Martin Lotz SSL DRL 89 0 0 18 Feb 2025
Visual Large Language Models for Generalized and Specialized Applications Yifan Li Zhixin Lai Wentao Bao Zhen Tan Anh Dao Kewei Sui Jiayi Shen Dong Liu Huan Liu Yu Kong VLM 88 11 0 06 Jan 2025
Explainable and Interpretable Multimodal Large Language Models: A Comprehensive Survey Yunkai Dang Kaichen Huang Jiahao Huo Yibo Yan S. Huang ... Kun Wang Yong Liu Jing Shao Hui Xiong Xuming Hu LRM 101 14 0 03 Dec 2024
Diffusion Attribution Score: Evaluating Training Data Influence in Diffusion Models Jinxu Lin Linwei Tao Minjing Dong Chang Xu TDI 38 2 0 24 Oct 2024
Conjuring Semantic Similarity Tian Yu Liu Stefano Soatto DiffM 27 0 0 21 Oct 2024
Approximating mutual information of high-dimensional variables using learned representations Gokul Gowri Xiao-Kang Lun Allon M. Klein Peng Yin 27 3 0 03 Sep 2024
Your Diffusion Model is Secretly a Noise Classifier and Benefits from Contrastive Training Yunshu Wu Yingtao Luo Xianghao Kong Evangelos E. Papalexakis Greg Ver Steeg DiffM 35 2 0 12 Jul 2024
DiffusionPID: Interpreting Diffusion via Partial Information Decomposition Shaurya Dewan Rushikesh Zawar Prakanshul Saxena Yingshan Chang Andrew F. Luo Yonatan Bisk DiffM 38 3 0 07 Jun 2024
Information Theoretic Text-to-Image Alignment Chao Wang Giulio Franzese A. Finamore Massimo Gallo Pietro Michiardi 61 0 0 31 May 2024
IsoBench: Benchmarking Multimodal Foundation Models on Isomorphic Representations Deqing Fu Ghazal Khalighinejad Ollie Liu Bhuwan Dhingra Dani Yogatama Robin Jia W. Neiswanger 31 14 0 01 Apr 2024
CPR: Retrieval Augmented Generation for Copyright Protection Aditya Golatkar Alessandro Achille L. Zancato Yu-Xiang Wang Ashwin Swaminathan Stefano Soatto DiffM 27 16 0 27 Mar 2024
Interpretable Measures of Conceptual Similarity by Complexity-Constrained Descriptive Auto-Encoding Alessandro Achille Greg Ver Steeg Tian Yu Liu Matthew Trager Carson Klingenberg Stefano Soatto 30 1 0 14 Feb 2024
S $Ω$ I: Score-based O-INFORMATION Estimation Mustapha Bounoua Giulio Franzese Pietro Michiardi 21 1 0 08 Feb 2024
How does GPT-2 compute greater-than?: Interpreting mathematical abilities in a pre-trained language model Michael Hanna Ollie Liu Alexandre Variengien LRM 189 119 0 30 Apr 2023
Improving Mutual Information Estimation with Annealed and Energy-Based Bounds Rob Brekelmans Sicong Huang Marzyeh Ghassemi Greg Ver Steeg Roger C. Grosse Alireza Makhzani 38 15 0 13 Mar 2023
MaskDiff: Modeling Mask Distribution with Diffusion Probabilistic Model for Few-Shot Instance Segmentation Minh-Quan Le Tam V. Nguyen Trung-Nghia Le Thanh-Toan Do Minh N. Do M. Tran DiffM 45 13 0 09 Mar 2023
Open-Vocabulary Panoptic Segmentation with Text-to-Image Diffusion Models Jiarui Xu Sifei Liu Arash Vahdat Wonmin Byeon Xiaolong Wang Shalini De Mello VLM 223 319 0 08 Mar 2023
Unleashing Text-to-Image Diffusion Models for Visual Perception Wenliang Zhao Yongming Rao Zuyan Liu Benlin Liu Jie Zhou Jiwen Lu ObjD VLM MDE 160 214 0 03 Mar 2023
Interpretability in the Wild: a Circuit for Indirect Object Identification in GPT-2 small Kevin Wang Alexandre Variengien Arthur Conmy Buck Shlegeris Jacob Steinhardt 212 494 0 01 Nov 2022
Mitigating Dataset Harms Requires Stewardship: Lessons from 1000 Papers Kenny Peng Arunesh Mathur Arvind Narayanan 99 93 0 06 Aug 2021
Feature Pyramid Networks for Object Detection Tsung-Yi Lin Piotr Dollár Ross B. Girshick Kaiming He Bharath Hariharan Serge J. Belongie ObjD 183 21,804 0 09 Dec 2016