Improving Systematic Generalization Through Modularity and Augmentation

22 February 2022

Papers citing "Improving Systematic Generalization Through Modularity and Augmentation"

12 / 12 papers shown

Title
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 64 1 0 08 Mar 2025
Quantifying artificial intelligence through algebraic generalization Takuya Ito Murray Campbell L. Horesh Tim Klinger Parikshit Ram ELM 48 0 0 08 Nov 2024
Position: Understanding LLMs Requires More Than Statistical Generalization Patrik Reizinger Szilvia Ujváry Anna Mészáros A. Kerekes Wieland Brendel Ferenc Huszár 36 12 0 03 May 2024
OC-NMN: Object-centric Compositional Neural Module Network for Generative Visual Analogical Reasoning Rim Assouel Pau Rodríguez Perouz Taslakian David Vazquez Yoshua Bengio LRM OCL 16 0 0 28 Oct 2023
Instilling Inductive Biases with Subnetworks Enyan Zhang Michael A. Lepori Ellie Pavlick AI4CE 8 4 0 17 Oct 2023
D3: Data Diversity Design for Systematic Generalization in Visual Question Answering Amir Rahimi Vanessa D’Amario Moyuru Yamada Kentaro Takemoto Tomotake Sasaki Xavier Boix 28 1 0 15 Sep 2023
Layer-wise Representation Fusion for Compositional Generalization Yafang Zheng Lei Lin Shantao Liu Binling Wang Zhaohong Lai Wenhao Rao Biao Fu Yidong Chen Xiaodon Shi AI4CE 34 2 0 20 Jul 2023
Code-Switched Text Synthesis in Unseen Language Pairs I-Hung Hsu Avik Ray Shubham Garg Nanyun Peng Jing Huang 27 3 0 26 May 2023
Improved Compositional Generalization by Generating Demonstrations for Meta-Learning Sam Spilsbury Alexander Ilin 40 1 0 22 May 2023
Learning to Compose Representations of Different Encoder Layers towards Improving Compositional Generalization Lei Lin Shuangtao Li Yafang Zheng Biao Fu Shantao Liu Yidong Chen Xiaodon Shi CoGe 25 2 0 20 May 2023
Compositional Generalization in Grounded Language Learning via Induced Model Sparsity Sam Spilsbury Alexander Ilin 11 7 0 06 Jul 2022
Inducing Transformer's Compositional Generalization Ability via Auxiliary Sequence Prediction Tasks Yichen Jiang Mohit Bansal 92 25 0 30 Sep 2021