When does compositional structure yield compositional generalization? A kernel theory

When does compositional structure yield compositional generalization? A kernel theory

26 May 2024

Kim Stachenfeld

Papers citing "When does compositional structure yield compositional generalization? A kernel theory"

10 / 10 papers shown

Title
Compositional Generalization Requires More Than Disentangled Representations Qiyao Liang Daoyuan Qian Liu Ziyin Ila Fiete DRL OCL CoGe 124 0 0 30 Jan 2025
On the Ability of Deep Networks to Learn Symmetries from Data: A Neural Kernel Theory Andrea Perin Stéphane Deny 80 1 0 16 Dec 2024
Quantifying artificial intelligence through algebraic generalization Takuya Ito Murray Campbell L. Horesh Tim Klinger Parikshit Ram ELM 41 0 0 08 Nov 2024
A Complexity-Based Theory of Compositionality Eric Elmoznino Thomas Jiralerspong Yoshua Bengio Guillaume Lajoie CoGe 45 3 0 18 Oct 2024
On The Specialization of Neural Modules Devon Jarvis Richard Klein Benjamin Rosman Andrew M. Saxe 53 12 0 23 Sep 2024
Transformers generalize differently from information stored in context vs in weights Stephanie C. Y. Chan Ishita Dasgupta Junkyung Kim D. Kumaran Andrew Kyle Lampinen Felix Hill 90 45 0 11 Oct 2022
Compositional Generalization in Unsupervised Compositional Representation Learning: A Study on Disentanglement and Emergent Language Zhenlin Xu Marc Niethammer Colin Raffel CoGe OOD OCL DRL 31 38 0 02 Oct 2022
Disentanglement with Biological Constraints: A Theory of Functional Cell Types James C. R. Whittington W. Dorrell Surya Ganguli Timothy Edward John Behrens 29 39 0 30 Sep 2022
Fast Neural Kernel Embeddings for General Activations Insu Han A. Zandieh Jaehoon Lee Roman Novak Lechao Xiao Amin Karbasi 28 13 0 09 Sep 2022
Memorization vs. Generalization: Quantifying Data Leakage in NLP Performance Evaluation Aparna Elangovan Jiayuan He Karin Verspoor TDI FedML 150 89 0 03 Feb 2021