Capacity Control is an Effective Memorization Mitigation Mechanism in
Text-Conditional Diffusion Models

Capacity Control is an Effective Memorization Mitigation Mechanism in Text-Conditional Diffusion Models

29 October 2024

Sotirios A. Tsaftaris

Timothy M. Hospedales

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Papers citing "Capacity Control is an Effective Memorization Mitigation Mechanism in Text-Conditional Diffusion Models"

18 / 18 papers shown

Title
FairTune: Optimizing Parameter Efficient Fine Tuning for Fairness in Medical Image Analysis Raman Dutt Ondrej Bohdal Sotirios A. Tsaftaris Timothy M. Hospedales 102 14 0 08 Oct 2023
Parameter-Efficient Fine-Tuning for Medical Image Analysis: The Missed Opportunity Raman Dutt Linus Ericsson Pedro Sanchez Sotirios A. Tsaftaris Timothy M. Hospedales MedIm 112 55 0 14 May 2023
On the De-duplication of LAION-2B Ryan Webster Julien Rabin Loïc Simon F. Jurie DiffM 66 42 0 17 Mar 2023
Learning to Exploit Temporal Structure for Biomedical Vision-Language Processing Shruthi Bannur Stephanie L. Hyland Qianchu Liu Fernando Pérez-García Maximilian Ilse ... Maria T. A. Wetscherek M. Lungren A. Nori Javier Alvarez-Valle Ozan Oktay 87 126 0 11 Jan 2023
Scaling & Shifting Your Features: A New Baseline for Efficient Model Tuning Dongze Lian Daquan Zhou Jiashi Feng Xinchao Wang 93 263 0 17 Oct 2022
Hierarchical Text-Conditional Image Generation with CLIP Latents Aditya A. Ramesh Prafulla Dhariwal Alex Nichol Casey Chu Mark Chen VLM DiffM 425 6,921 0 13 Apr 2022
Three things everyone should know about Vision Transformers Hugo Touvron Matthieu Cord Alaaeldin El-Nouby Jakob Verbeek Hervé Jégou ViT 114 123 0 18 Mar 2022
GeoDiff: a Geometric Diffusion Model for Molecular Conformation Generation Minkai Xu Lantao Yu Yang Song Chence Shi Stefano Ermon Jian Tang BDL DiffM 167 522 0 06 Mar 2022
High-Resolution Image Synthesis with Latent Diffusion Models Robin Rombach A. Blattmann Dominik Lorenz Patrick Esser Bjorn Ommer 3DV 520 15,788 0 20 Dec 2021
Guided-TTS: A Diffusion Model for Text-to-Speech via Classifier Guidance Heeseung Kim Sungwon Kim Sungroh Yoon DiffM BDL 112 112 0 23 Nov 2021
BitFit: Simple Parameter-efficient Fine-tuning for Transformer-based Masked Language-models Elad Ben-Zaken Shauli Ravfogel Yoav Goldberg 202 1,244 0 18 Jun 2021
Diffusion Models Beat GANs on Image Synthesis Prafulla Dhariwal Alex Nichol 310 7,971 0 11 May 2021
Score-Based Generative Modeling through Stochastic Differential Equations Yang Song Jascha Narain Sohl-Dickstein Diederik P. Kingma Abhishek Kumar Stefano Ermon Ben Poole DiffM SyDa 385 6,592 0 26 Nov 2020
Denoising Diffusion Implicit Models Jiaming Song Chenlin Meng Stefano Ermon VLM DiffM 304 7,500 0 06 Oct 2020
Denoising Diffusion Probabilistic Models Jonathan Ho Ajay Jain Pieter Abbeel DiffM 782 18,408 0 19 Jun 2020
A Style-Based Generator Architecture for Generative Adversarial Networks Tero Karras S. Laine Timo Aila 634 10,605 0 12 Dec 2018
Densely Connected Convolutional Networks Gao Huang Zhuang Liu Laurens van der Maaten Kilian Q. Weinberger PINN 3DV 875 36,910 0 25 Aug 2016
Deep Unsupervised Learning using Nonequilibrium Thermodynamics Jascha Narain Sohl-Dickstein Eric A. Weiss Niru Maheswaranathan Surya Ganguli SyDa DiffM 312 7,035 0 12 Mar 2015