Compositional Generalization in Unsupervised Compositional
Representation Learning: A Study on Disentanglement and Emergent Language

Compositional Generalization in Unsupervised Compositional Representation Learning: A Study on Disentanglement and Emergent Language

2 October 2022

Marc Niethammer

Papers citing "Compositional Generalization in Unsupervised Compositional Representation Learning: A Study on Disentanglement and Emergent Language"

13 / 13 papers shown

Title
A Theoretical Analysis of Compositional Generalization in Neural Networks: A Necessary and Sufficient Condition Yuanpeng Li CoGe 200 0 0 05 May 2025
Unsupervised Translation of Emergent Communication Ido Levy Orr Paradise Boaz Carmeli Ron Meir S. Goldwasser Yonatan Belinkov 191 0 0 11 Feb 2025
Compositional Generalization Requires More Than Disentangled Representations Qiyao Liang Daoyuan Qian Liu Ziyin Ila Fiete DRL OCL CoGe 138 0 0 30 Jan 2025
Can Models Learn Skill Composition from Examples? Haoyu Zhao Simran Kaur Dingli Yu Anirudh Goyal Sanjeev Arora CoGe MoE 61 3 0 29 Sep 2024
Deciphering the Role of Representation Disentanglement: Investigating Compositional Generalization in CLIP Models Reza Abbasi M. Rohban M. Baghshah CoGe 38 5 0 08 Jul 2024
A Review of the Applications of Deep Learning-Based Emergent Communication Brendon Boldt David R. Mortensen VLM 39 6 0 03 Jul 2024
Crosslingual Capabilities and Knowledge Barriers in Multilingual Large Language Models Lynn Chua Badih Ghazi Yangsibo Huang Pritish Kamath Ravi Kumar Pasin Manurangsi Amer Sinha Chulin Xie Chiyuan Zhang 66 1 0 23 Jun 2024
When does compositional structure yield compositional generalization? A kernel theory Samuel Lippl Kim Stachenfeld NAI CoGe 73 6 0 26 May 2024
Efficient Data Collection for Robotic Manipulation via Compositional Generalization Jensen Gao Annie Xie Ted Xiao Chelsea Finn Dorsa Sadigh 29 19 0 08 Mar 2024
Inducing Systematicity in Transformers by Attending to Structurally Quantized Embeddings Yichen Jiang Xiang Zhou Mohit Bansal 35 1 0 09 Feb 2024
Vector-based Representation is the Key: A Study on Disentanglement and Compositional Generalization Tao Yang Yuwang Wang Cuiling Lan Yan Lu Nanning Zheng OCL CoGe DRL 41 7 0 29 May 2023
Correcting Flaws in Common Disentanglement Metrics Louis Mahon Lei Shah Thomas Lukasiewicz CoGe DRL 42 3 0 05 Apr 2023
Building machines that adapt and compute like brains Brenden M. Lake J. Tenenbaum AI4CE FedML NAI AILaw 254 890 0 11 Nov 2017