Compositional Abilities Emerge Multiplicatively: Exploring Diffusion Models on a Synthetic Task

13 October 2023

Papers citing "Compositional Abilities Emerge Multiplicatively: Exploring Diffusion Models on a Synthetic Task"

49 / 49 papers shown

Title
What Do You Need for Diverse Trajectory Stitching in Diffusion Planning? Quentin Clark Florian Shkurti 749 0 0 23 May 2025
Generative Trajectory Stitching through Diffusion Composition Yunhao Luo Utkarsh Aashu Mishra Yilun Du Danfei Xu 386 5 0 07 Mar 2025
Position: Solve Layerwise Linear Models First to Understand Neural Dynamical Phenomena (Neural Collapse, Emergence, Lazy/Rich Regime, and Grokking) Yoonsoo Nam Seok Hyeong Lee Clementine Domine Yea Chan Park Charles London Wonyl Choi Niclas Goring Seungjai Lee AI4CE 146 1 0 28 Feb 2025
State Combinatorial Generalization In Decision Making With Conditional Diffusion Models Xintong Duan Yutong He Fahim Tajwar Wen-Tse Chen Ruslan Salakhutdinov Jeff Schneider OffRL AI4CE 141 1 0 22 Jan 2025
Diffusion Beats Autoregressive: An Evaluation of Compositional Generation in Text-to-Image Models Arash Marioriyad Parham Rezaei M. Baghshah M. Rohban CoGe 383 0 0 30 Oct 2024
Can Models Learn Skill Composition from Examples? Haoyu Zhao Simran Kaur Dingli Yu Anirudh Goyal Sanjeev Arora CoGe MoE 71 7 0 29 Sep 2024
When does compositional structure yield compositional generalization? A kernel theory Samuel Lippl Kim Stachenfeld NAI CoGe 190 9 0 26 May 2024
CodeGeeX: A Pre-Trained Model for Code Generation with Multilingual Benchmarking on HumanEval-X Qinkai Zheng Xiao Xia Xu Zou Yuxiao Dong Shanshan Wang ... Andi Wang Yang Li Teng Su Zhilin Yang Jie Tang ELM ALM SyDa 96 330 0 30 Mar 2023
Pix2Video: Video Editing using Image Diffusion Duygu Ceylan C. Huang Niloy J. Mitra DiffM VGen 68 252 0 22 Mar 2023
Diffusion Policy: Visuomotor Policy Learning via Action Diffusion Cheng Chi Zhenjia Xu S. Feng Eric A. Cousineau Yilun Du Benjamin Burchfiel Russ Tedrake Shuran Song 320 1,170 0 07 Mar 2023
Video Probabilistic Diffusion Models in Projected Latent Space Sihyun Yu Kihyuk Sohn Subin Kim Jinwoo Shin VGen DiffM 79 164 0 15 Feb 2023
Score-based Diffusion Models in Function Space Jae Hyun Lim Nikola B. Kovachki Ricardo Baptista Christopher Beckham Kamyar Azizzadenesheli ... Karsten Kreis Jan Kautz Christopher Pal Arash Vahdat Anima Anandkumar DiffM 146 46 0 14 Feb 2023
Training-Free Structured Diffusion Guidance for Compositional Text-to-Image Synthesis Weixi Feng Xuehai He Tsu-Jui Fu Varun Jampani Arjun Reddy Akula P. Narayana Sugato Basu Xinze Wang William Yang Wang CoGe 91 315 0 09 Dec 2022
InstructPix2Pix: Learning to Follow Image Editing Instructions Tim Brooks Aleksander Holynski Alexei A. Efros DiffM 176 1,785 0 17 Nov 2022
Prompting Large Pre-trained Vision-Language Models For Compositional Concept Learning Guangyue Xu Parisa Kordjamshidi J. Chai VLM CoGe LRM 39 11 0 09 Nov 2022
DALL-E 2 Fails to Reliably Capture Common Syntactic Processes Evelina Leivada Elliot Murphy G. Marcus 151 38 0 23 Oct 2022
DiffEdit: Diffusion-based semantic image editing with mask guidance Guillaume Couairon Jakob Verbeek Holger Schwenk Matthieu Cord DiffM 124 498 0 20 Oct 2022
Imagen Video: High Definition Video Generation with Diffusion Models Jonathan Ho William Chan Chitwan Saharia Jay Whang Ruiqi Gao ... Diederik P. Kingma Ben Poole Mohammad Norouzi David J. Fleet Tim Salimans VGen 105 1,518 0 05 Oct 2022
Testing Relational Understanding in Text-Guided Image Generation C. Conwell T. Ullman EGVM 194 66 0 29 Jul 2022
Classifier-Free Diffusion Guidance Jonathan Ho Tim Salimans FaML 150 3,858 0 26 Jul 2022
Hidden Progress in Deep Learning: SGD Learns Parities Near the Computational Limit Boaz Barak Benjamin L. Edelman Surbhi Goel Sham Kakade Eran Malach Cyril Zhang 75 132 0 18 Jul 2022
Scaling Autoregressive Models for Content-Rich Text-to-Image Generation Jiahui Yu Yuanzhong Xu Jing Yu Koh Thang Luong Gunjan Baid ... Zarana Parekh Xin Li Han Zhang Jason Baldridge Yonghui Wu EGVM 176 1,110 0 22 Jun 2022
Emergent Abilities of Large Language Models Jason W. Wei Yi Tay Rishi Bommasani Colin Raffel Barret Zoph ... Tatsunori Hashimoto Oriol Vinyals Percy Liang J. Dean W. Fedus ELM ReLM LRM 263 2,462 0 15 Jun 2022
Compositional Visual Generation with Composable Diffusion Models Nan Liu Shuang Li Yilun Du Antonio Torralba J. Tenenbaum DiffM CoGe 143 517 0 03 Jun 2022
Hierarchical Text-Conditional Image Generation with CLIP Latents Aditya A. Ramesh Prafulla Dhariwal Alex Nichol Casey Chu Mark Chen VLM DiffM 348 6,830 0 13 Apr 2022
Video Diffusion Models Jonathan Ho Tim Salimans Alexey A. Gritsenko William Chan Mohammad Norouzi David J. Fleet DiffM VGen 163 1,597 0 07 Apr 2022
Winoground: Probing Vision and Language Models for Visio-Linguistic Compositionality Tristan Thrush Ryan Jiang Max Bartolo Amanpreet Singh Adina Williams Douwe Kiela Candace Ross CoGe 87 424 0 07 Apr 2022
PaLM: Scaling Language Modeling with Pathways Aakanksha Chowdhery Sharan Narang Jacob Devlin Maarten Bosma Gaurav Mishra ... Kathy Meier-Hellstern Douglas Eck J. Dean Slav Petrov Noah Fiedel PILM LRM 426 6,202 0 05 Apr 2022
Do As I Can, Not As I Say: Grounding Language in Robotic Affordances Michael Ahn Anthony Brohan Noah Brown Yevgen Chebotar Omar Cortes ... Ted Xiao Peng Xu Sichun Xu Mengyuan Yan Andy Zeng LM&Ro 159 1,946 0 04 Apr 2022
Training Compute-Optimal Large Language Models Jordan Hoffmann Sebastian Borgeaud A. Mensch Elena Buchatskaya Trevor Cai ... Karen Simonyan Erich Elsen Jack W. Rae Oriol Vinyals Laurent Sifre AI4TS 180 1,941 0 29 Mar 2022
GLIDE: Towards Photorealistic Image Generation and Editing with Text-Guided Diffusion Models Alex Nichol Prafulla Dhariwal Aditya A. Ramesh Pranav Shyam Pamela Mishkin Bob McGrew Ilya Sutskever Mark Chen 294 3,582 0 20 Dec 2021
A General Language Assistant as a Laboratory for Alignment Amanda Askell Yuntao Bai Anna Chen Dawn Drain Deep Ganguli ... Tom B. Brown Jack Clark Sam McCandlish C. Olah Jared Kaplan ALM 114 775 0 01 Dec 2021
RedCaps: web-curated image-text data created by the people, for the people Karan Desai Gaurav Kaul Zubin Aysola Justin Johnson 93 166 0 22 Nov 2021
Unsupervised Learning of Compositional Energy Concepts Yilun Du Shuang Li Yash Sharma J. Tenenbaum Igor Mordatch CoGe OCL 64 80 0 04 Nov 2021
Finetuned Language Models Are Zero-Shot Learners Jason W. Wei Maarten Bosma Vincent Zhao Kelvin Guu Adams Wei Yu Brian Lester Nan Du Andrew M. Dai Quoc V. Le ALM UQCV 118 3,723 0 03 Sep 2021
Visual Representation Learning Does Not Generalize Strongly Within the Same Domain Lukas Schott Julius von Kügelgen Frederik Trauble Peter V. Gehler Chris Russell Matthias Bethge Bernhard Schölkopf Francesco Locatello Wieland Brendel OOD DRL 87 72 0 17 Jul 2021
Evaluating Large Language Models Trained on Code Mark Chen Jerry Tworek Heewoo Jun Qiming Yuan Henrique Pondé ... Bob McGrew Dario Amodei Sam McCandlish Ilya Sutskever Wojciech Zaremba ELM ALM 205 5,454 0 07 Jul 2021
Self-Supervised Learning with Data Augmentations Provably Isolates Content from Style Julius von Kügelgen Yash Sharma Luigi Gresele Wieland Brendel Bernhard Schölkopf M. Besserve Francesco Locatello 91 314 0 08 Jun 2021
Can Subnetwork Structure be the Key to Out-of-Distribution Generalization? Dinghuai Zhang Kartik Ahuja Yilun Xu Yisen Wang Aaron Courville OOD 64 96 0 05 Jun 2021
Diffusion Models Beat GANs on Image Synthesis Prafulla Dhariwal Alex Nichol 181 7,765 0 11 May 2021
Zero-Shot Text-to-Image Generation Aditya A. Ramesh Mikhail Pavlov Gabriel Goh Scott Gray Chelsea Voss Alec Radford Mark Chen Ilya Sutskever VLM 385 4,919 0 24 Feb 2021
Towards Causal Representation Learning Bernhard Schölkopf Francesco Locatello Stefan Bauer Nan Rosemary Ke Nal Kalchbrenner Anirudh Goyal Yoshua Bengio OOD CML AI4CE 109 322 0 22 Feb 2021
Improved Denoising Diffusion Probabilistic Models Alex Nichol Prafulla Dhariwal DiffM 293 3,648 0 18 Feb 2021
The Role of Syntactic Planning in Compositional Image Captioning Emanuele Bugliarello Desmond Elliott CoGe 50 14 0 28 Jan 2021
Exploring the Limits of Transfer Learning with a Unified Text-to-Text Transformer Colin Raffel Noam M. Shazeer Adam Roberts Katherine Lee Sharan Narang Michael Matena Yanqi Zhou Wei Li Peter J. Liu AIMat 377 20,053 0 23 Oct 2019
Are Disentangled Representations Helpful for Abstract Visual Reasoning? Sjoerd van Steenkiste Francesco Locatello Jürgen Schmidhuber Olivier Bachem 77 210 0 29 May 2019
Bias and Generalization in Deep Generative Models: An Empirical Study Shengjia Zhao Hongyu Ren Arianna Yuan Jiaming Song Noah D. Goodman Stefano Ermon AI4CE 42 137 0 08 Nov 2018
Disentangling by Factorising Hyunjik Kim A. Mnih CoGe OOD 62 1,346 0 16 Feb 2018
CLEVR: A Diagnostic Dataset for Compositional Language and Elementary Visual Reasoning Justin Johnson B. Hariharan Laurens van der Maaten Li Fei-Fei C. L. Zitnick Ross B. Girshick CoGe 287 2,367 0 20 Dec 2016