On The Specialization of Neural Modules

23 September 2024

Papers citing "On The Specialization of Neural Modules"

8 / 8 papers shown

Title
A Theoretical Analysis of Compositional Generalization in Neural Networks: A Necessary and Sufficient Condition Yuanpeng Li CoGe 33 0 0 05 May 2025
Make Haste Slowly: A Theory of Emergent Structured Mixed Selectivity in Feature Learning ReLU Networks Devon Jarvis Richard Klein Benjamin Rosman Andrew M. Saxe MLT 62 1 0 08 Mar 2025
A Complexity-Based Theory of Compositionality Eric Elmoznino Thomas Jiralerspong Yoshua Bengio Guillaume Lajoie CoGe 56 3 0 18 Oct 2024
Breaking Neural Network Scaling Laws with Modularity Akhilan Boopathy Sunshine Jiang William Yue Jaedong Hwang Abhiram Iyer Ila Fiete OOD 29 1 0 09 Sep 2024
Compositional Models for Estimating Causal Effects Purva Pruthi David D. Jensen CML 55 0 0 25 Jun 2024
When does compositional structure yield compositional generalization? A kernel theory Samuel Lippl Kim Stachenfeld NAI CoGe 56 5 0 26 May 2024
The paradox of the compositionality of natural language: a neural machine translation case study Verna Dankers Elia Bruni Dieuwke Hupkes CoGe 155 75 0 12 Aug 2021
Iterated learning for emergent systematicity in VQA Ankit Vani Max Schwarzer Yucheng Lu Eeshan Gunesh Dhekane Aaron C. Courville 46 19 0 03 May 2021