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

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

13 October 2023

Ekdeep Singh Lubana

Hidenori Tanaka

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

16 / 16 papers shown

Title
VSC: Visual Search Compositional Text-to-Image Diffusion Model Do Huu Dat Nam Hyeonu Po Yuan Mao Tae-Hyun Oh DiffM CoGe 55 0 0 02 May 2025
Generative Trajectory Stitching through Diffusion Composition Yunhao Luo Utkarsh Aashu Mishra Yilun Du Danfei Xu 56 0 0 07 Mar 2025
Compositional Generalization Requires More Than Disentangled Representations Qiyao Liang Daoyuan Qian Liu Ziyin Ila Fiete DRL OCL CoGe 124 0 0 30 Jan 2025
Diffusion Beats Autoregressive: An Evaluation of Compositional Generation in Text-to-Image Models Arash Marioriyad Parham Rezaei M. Baghshah M. Rohban CoGe 42 0 0 30 Oct 2024
Can Models Learn Skill Composition from Examples? Haoyu Zhao Simran Kaur Dingli Yu Anirudh Goyal Sanjeev Arora CoGe MoE 40 2 0 29 Sep 2024
When does compositional structure yield compositional generalization? A kernel theory Samuel Lippl Kim Stachenfeld NAI CoGe 45 5 0 26 May 2024
Compositional Capabilities of Autoregressive Transformers: A Study on Synthetic, Interpretable Tasks Rahul Ramesh Ekdeep Singh Lubana Mikail Khona Robert P. Dick Hidenori Tanaka CoGe 15 6 0 21 Nov 2023
Motion-Conditioned Diffusion Model for Controllable Video Synthesis Tsai-Shien Chen C. Lin Hung-Yu Tseng Tsung-Yi Lin Ming Yang DiffM VGen 63 60 0 27 Apr 2023
Edit-A-Video: Single Video Editing with Object-Aware Consistency Chaehun Shin Heeseung Kim Che Hyun Lee Sang-gil Lee Sung-Hoon Yoon DiffM VGen 108 50 0 14 Mar 2023
DALL-E 2 Fails to Reliably Capture Common Syntactic Processes Evelina Leivada Elliot Murphy G. Marcus 116 27 0 23 Oct 2022
Underspecification in Scene Description-to-Depiction Tasks Ben Hutchinson Jason Baldridge Vinodkumar Prabhakaran DiffM 37 28 0 11 Oct 2022
ProgPrompt: Generating Situated Robot Task Plans using Large Language Models Ishika Singh Valts Blukis Arsalan Mousavian Ankit Goyal Danfei Xu Jonathan Tremblay D. Fox Jesse Thomason Animesh Garg LM&Ro LLMAG 104 616 0 22 Sep 2022
Planning with Diffusion for Flexible Behavior Synthesis Michael Janner Yilun Du J. Tenenbaum Sergey Levine DiffM 193 381 0 20 May 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 301 11,730 0 04 Mar 2022
Skill Induction and Planning with Latent Language Pratyusha Sharma Antonio Torralba Jacob Andreas LM&Ro 178 108 0 04 Oct 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 253 4,735 0 24 Feb 2021