systematic generalization

Behavioural vs. Representational Systematicity in End-to-End Models: An Opinionated Survey ACL 2025 Data Distributional Properties As Inductive Bias for Systematic Generalization CVPR 2025 RewriteNets: End-to-End Trainable String-Rewriting for Generative Sequence Modeling IJCNLP 2025 Systematic Generalization in Language Models Scales with Information Entropy ACL 2025 Attention-based Iterative Decomposition for Tensor Product Representation ICLR 2024 Discrete Dictionary-based Decomposition Layer for Structured Representation Learning NeurIPS 2024 Grokking of Implicit Reasoning in Transformers: A Mechanistic Journey to the Edge of Generalization NeurIPS 2024 Interpretability Illusions in the Generalization of Simplified Models ICML 2024 Learning to Compose: Improving Object Centric Learning by Injecting Compositionality ICLR 2024 Neural-Symbolic Recursive Machine for Systematic Generalization ICLR 2024 SIP: Injecting a Structural Inductive Bias into a Seq2Seq Model by Simulation ACL 2024 Skills-in-Context: Unlocking Compositionality in Large Language Models EMNLP 2024 What Makes Models Compositional? A Theoretical View IJCAI 2024 A Minimalist Dataset for Systematic Generalization of Perception, Syntax, and Semantics ICLR 2023 An Investigation into Pre-Training Object-Centric Representations for Reinforcement Learning ICML 2023 Balaur: Language Model Pretraining with Lexical Semantic Relations EMNLP 2023 Coarse-to-Fine Contrastive Learning in Image-Text-Graph Space for Improved Vision-Language Compositionality EMNLP 2023 Imagine the Unseen World: A Benchmark for Systematic Generalization in Visual World Models NeurIPS 2023 Inductive Bias Is in the Eye of the Beholder EMNLP 2023 Neural Compositional Rule Learning for Knowledge Graph Reasoning ICLR 2023 Neural Systematic Binder ICLR 2023 Not All Neuro-Symbolic Concepts Are Created Equal: Analysis and Mitigation of Reasoning Shortcuts NeurIPS 2023 On The Specialization of Neural Modules ICLR 2023 Provably Efficient Causal Model-Based Reinforcement Learning for Systematic Generalization AAAI 2023 Systematic Generalization by Finetuning? Analyzing Pretrained Language Models Using Constituency Tests EMNLP 2023