| SyGNS: A Systematic Generalization Testbed Based on Natural Language Semantics | Jun 2, 2021 | NegationSystematic Generalization | CodeCode Available | 0 |
| Compositional Networks Enable Systematic Generalization for Grounded Language Understanding | Aug 6, 2020 | Systematic Generalization | CodeCode Available | 0 |
| Revisit Systematic Generalization via Meaningful Learning | Mar 14, 2020 | Data AugmentationMachine Translation | CodeCode Available | 0 |
| Transformer Module Networks for Systematic Generalization in Visual Question Answering | Jan 27, 2022 | Question AnsweringSystematic Generalization | CodeCode Available | 0 |
| Systematic Generalization in Neural Networks-based Multivariate Time Series Forecasting Models | Feb 10, 2021 | Inductive BiasMultivariate Time Series Forecasting | CodeCode Available | 0 |
| Enhancing Interpretability and Interactivity in Robot Manipulation: A Neurosymbolic Approach | Oct 3, 2022 | Referring ExpressionRobot Manipulation | CodeCode Available | 0 |
| Compositional generalization in a deep seq2seq model by separating syntax and semantics | Apr 22, 2019 | Deep LearningMachine Translation | CodeCode Available | 0 |
| CLOSURE: Assessing Systematic Generalization of CLEVR Models | Dec 12, 2019 | Few-Shot LearningSystematic Generalization | CodeCode Available | 0 |
| Systematic Generalization: What Is Required and Can It Be Learned? | Nov 30, 2018 | Systematic GeneralizationVisual Question Answering (VQA) | CodeCode Available | 0 |
| Challenges in Generalization in Open Domain Question Answering | Sep 2, 2021 | Natural QuestionsOpen-Domain Question Answering | CodeCode Available | 0 |
| Unveiling the Mechanisms of Explicit CoT Training: How CoT Enhances Reasoning Generalization | Feb 7, 2025 | Generalization BoundsSystematic Generalization | CodeCode Available | 0 |
| Learning to Compose: Improving Object Centric Learning by Injecting Compositionality | May 1, 2024 | ObjectSystematic Generalization | CodeCode Available | 0 |
| Learning to Execute Programs with Instruction Pointer Attention Graph Neural Networks | Oct 23, 2020 | Code CompletionLearning to Execute | CodeCode Available | 0 |
| Learning to Substitute Spans towards Improving Compositional Generalization | Jun 5, 2023 | Data AugmentationInductive Bias | CodeCode Available | 0 |
| SIP: Injecting a Structural Inductive Bias into a Seq2Seq Model by Simulation | Oct 1, 2023 | Few-Shot LearningInductive Bias | CodeCode Available | 0 |
| Inductive Biases for Zero-shot Systematic Generalization in Language-informed Reinforcement Learning | Jan 25, 2025 | Decision MakingSystematic Generalization | CodeCode Available | 0 |
| Systematic Reasoning About Relational Domains With Graph Neural Networks | Jul 24, 2024 | Inductive BiasSystematic Generalization | CodeCode Available | 0 |
| Many-body Expansion Based Machine Learning Models for Octahedral Transition Metal Complexes | Oct 12, 2024 | Systematic Generalization | CodeCode Available | 0 |
| Improving Systematic Generalization Through Modularity and Augmentation | Feb 22, 2022 | Data AugmentationGrounded language learning | CodeCode Available | 0 |
| Meta-Referential Games to Learn Compositional Learning Behaviours | Jul 16, 2022 | Meta-LearningSystematic Generalization | CodeCode Available | 0 |
| Mixture of Latent Experts Using Tensor Products | May 26, 2024 | Language ModellingMulti-Task Learning | CodeCode Available | 0 |
| Identifiable Object-Centric Representation Learning via Probabilistic Slot Attention | Jun 11, 2024 | ObjectRepresentation Learning | CodeCode Available | 0 |
| Neural Natural Language Inference Models Partially Embed Theories of Lexical Entailment and Negation | Apr 30, 2020 | Lexical EntailmentNatural Language Inference | CodeCode Available | 0 |
| Multi-Object Representation Learning with Iterative Variational Inference | Mar 1, 2019 | ObjectRepresentation Learning | CodeCode Available | 0 |
| Mutual Exclusivity Training and Primitive Augmentation to Induce Compositionality | Nov 28, 2022 | Data AugmentationInductive Bias | CodeCode Available | 0 |
| How Modular Should Neural Module Networks Be for Systematic Generalization? | Jun 15, 2021 | Question AnsweringSystematic Generalization | CodeCode Available | 0 |