Finding NeMo: Localizing Neurons Responsible For Memorization in Diffusion Models

4 June 2024

Papers citing "Finding NeMo: Localizing Neurons Responsible For Memorization in Diffusion Models"

23 / 23 papers shown

Title
On Memorization in Diffusion Models Xiangming Gu Chao Du Tianyu Pang Chongxuan Li Min Lin Ye Wang DiffM TDI 327 52 0 21 Feb 2025
A Geometric Framework for Understanding Memorization in Generative Models Brendan Leigh Ross Hamidreza Kamkari Tongzi Wu Rasa Hosseinzadeh Zhaoyan Liu George Stein Jesse C. Cresswell Gabriel Loaiza-Ganem 126 8 0 31 Oct 2024
Unveiling and Mitigating Memorization in Text-to-image Diffusion Models through Cross Attention Jie Ren Yaxin Li Shenglai Zeng Han Xu Lingjuan Lyu Yue Xing Jiliang Tang 66 26 0 17 Mar 2024
Structural Pruning for Diffusion Models Gongfan Fang Xinyin Ma Xinchao Wang 74 136 0 18 May 2023
LAION-5B: An open large-scale dataset for training next generation image-text models Christoph Schuhmann Romain Beaumont Richard Vencu Cade Gordon Ross Wightman ... Srivatsa Kundurthy Katherine Crowson Ludwig Schmidt R. Kaczmarczyk J. Jitsev VLM MLLM CLIP 190 3,482 0 16 Oct 2022
Prompt-to-Prompt Image Editing with Cross Attention Control Amir Hertz Ron Mokady J. Tenenbaum Kfir Aberman Yael Pritch Daniel Cohen-Or DiffM 198 1,773 0 02 Aug 2022
The Privacy Onion Effect: Memorization is Relative Nicholas Carlini Matthew Jagielski Chiyuan Zhang Nicolas Papernot Andreas Terzis Florian Tramèr PILM MIACV 114 110 0 21 Jun 2022
Hierarchical Text-Conditional Image Generation with CLIP Latents Aditya A. Ramesh Prafulla Dhariwal Alex Nichol Casey Chu Mark Chen VLM DiffM 404 6,866 0 13 Apr 2022
The Role of ImageNet Classes in Fréchet Inception Distance Tuomas Kynkaanniemi Tero Karras M. Aittala Timo Aila J. Lehtinen EGVM VLM 110 207 0 11 Mar 2022
A Self-Supervised Descriptor for Image Copy Detection Ed Pizzi Sreya . Dutta Roy Sugosh Nagavara Ravindra Priya Goyal Matthijs Douze SSL 69 126 0 21 Feb 2022
Quantifying Memorization Across Neural Language Models Nicholas Carlini Daphne Ippolito Matthew Jagielski Katherine Lee Florian Tramèr Chiyuan Zhang PILM 121 628 0 15 Feb 2022
High-Resolution Image Synthesis with Latent Diffusion Models Robin Rombach A. Blattmann Dominik Lorenz Patrick Esser Bjorn Ommer 3DV 452 15,665 0 20 Dec 2021
Deep Learning Through the Lens of Example Difficulty R. Baldock Hartmut Maennel Behnam Neyshabur 81 160 0 17 Jun 2021
On the geometry of generalization and memorization in deep neural networks Cory Stephenson Suchismita Padhy Abhinav Ganesh Yue Hui Hanlin Tang SueYeon Chung TDI AI4CE 77 73 0 30 May 2021
Extracting Training Data from Large Language Models Nicholas Carlini Florian Tramèr Eric Wallace Matthew Jagielski Ariel Herbert-Voss ... Tom B. Brown Basel Alomair Ulfar Erlingsson Alina Oprea Colin Raffel MLAU SILM 489 1,923 0 14 Dec 2020
What Neural Networks Memorize and Why: Discovering the Long Tail via Influence Estimation Vitaly Feldman Chiyuan Zhang TDI 190 464 0 09 Aug 2020
Improved Techniques for Training Score-Based Generative Models Yang Song Stefano Ermon DiffM 258 1,161 0 16 Jun 2020
PyTorch: An Imperative Style, High-Performance Deep Learning Library Adam Paszke Sam Gross Francisco Massa Adam Lerer James Bradbury ... Sasank Chilamkurthy Benoit Steiner Lu Fang Junjie Bai Soumith Chintala ODL 520 42,449 0 03 Dec 2019
Does Learning Require Memorization? A Short Tale about a Long Tail Vitaly Feldman TDI 125 494 0 12 Jun 2019
Demystifying MMD GANs Mikolaj Binkowski Danica J. Sutherland Michael Arbel Arthur Gretton EGVM 144 1,493 0 04 Jan 2018
A Closer Look at Memorization in Deep Networks Devansh Arpit Stanislaw Jastrzebski Nicolas Ballas David M. Krueger Emmanuel Bengio ... Tegan Maharaj Asja Fischer Aaron Courville Yoshua Bengio Simon Lacoste-Julien TDI 125 1,823 0 16 Jun 2017
Understanding deep learning requires rethinking generalization Chiyuan Zhang Samy Bengio Moritz Hardt Benjamin Recht Oriol Vinyals HAI 342 4,629 0 10 Nov 2016
Microsoft COCO: Common Objects in Context Nayeon Lee Michael Maire Serge J. Belongie Lubomir Bourdev Ross B. Girshick James Hays Pietro Perona Deva Ramanan C. L. Zitnick Piotr Dollár ObjD 413 43,667 0 01 May 2014