| Learning to Compose: Improving Object Centric Learning by Injecting Compositionality | May 1, 2024 | ObjectSystematic Generalization | CodeCode Available | 0 | 5 |
| Distinguishing rule- and exemplar-based generalization in learning systems | Oct 8, 2021 | BIG-bench Machine LearningData Augmentation | CodeCode Available | 0 | 5 |
| Neuro-symbolic Natural Logic with Introspective Revision for Natural Language Inference | Mar 9, 2022 | Natural Language Inferencereinforcement-learning | CodeCode Available | 0 | 5 |
| Compositional generalization in a deep seq2seq model by separating syntax and semantics | Apr 22, 2019 | Deep LearningMachine Translation | CodeCode Available | 0 | 5 |
| On a Built-in Conflict between Deep Learning and Systematic Generalization | Aug 24, 2022 | Deep LearningSystematic Generalization | CodeCode Available | 0 | 5 |
| On the generalization capacity of neural networks during generic multimodal reasoning | Jan 26, 2024 | Multimodal ReasoningSystematic Generalization | CodeCode Available | 0 | 5 |
| Challenges in Generalization in Open Domain Question Answering | Sep 2, 2021 | Natural QuestionsOpen-Domain Question Answering | CodeCode Available | 0 | 5 |
| On The Specialization of Neural Modules | Sep 23, 2024 | Systematic Generalization | CodeCode Available | 0 | 5 |
| ORCHARD: A Benchmark For Measuring Systematic Generalization of Multi-Hierarchical Reasoning | Nov 28, 2021 | DiagnosticListOps | CodeCode Available | 0 | 5 |
| A Hybrid System for Systematic Generalization in Simple Arithmetic Problems | Jun 29, 2023 | Language ModelingLanguage Modelling | CodeCode Available | 0 | 5 |
| Improving Systematic Generalization Through Modularity and Augmentation | Feb 22, 2022 | Data AugmentationGrounded language learning | CodeCode Available | 0 | 5 |
| Enabling Systematic Generalization in Abstract Spatial Reasoning through Meta-Learning for Compositionality | Apr 2, 2025 | Meta-LearningSpatial Reasoning | CodeCode Available | 0 | 5 |
| Learning to Execute Programs with Instruction Pointer Attention Graph Neural Networks | Oct 23, 2020 | Code CompletionLearning to Execute | CodeCode Available | 0 | 5 |
| Inductive Biases for Zero-shot Systematic Generalization in Language-informed Reinforcement Learning | Jan 25, 2025 | Decision MakingSystematic Generalization | CodeCode Available | 0 | 5 |
| CLOSURE: Assessing Systematic Generalization of CLEVR Models | Dec 12, 2019 | Few-Shot LearningSystematic Generalization | CodeCode Available | 0 | 5 |
| Slot Abstractors: Toward Scalable Abstract Visual Reasoning | Mar 6, 2024 | ObjectSystematic Generalization | CodeCode Available | 0 | 5 |
| SIP: Injecting a Structural Inductive Bias into a Seq2Seq Model by Simulation | Oct 1, 2023 | Few-Shot LearningInductive Bias | CodeCode Available | 0 | 5 |
| Capacity, Bandwidth, and Compositionality in Emergent Language Learning | Oct 24, 2019 | Open-Ended Question AnsweringSystematic Generalization | CodeCode Available | 0 | 5 |
| SyGNS: A Systematic Generalization Testbed Based on Natural Language Semantics | Jun 2, 2021 | NegationSystematic Generalization | CodeCode Available | 0 | 5 |
| Compositional Networks Enable Systematic Generalization for Grounded Language Understanding | Aug 6, 2020 | Systematic Generalization | CodeCode Available | 0 | 5 |
| Revisit Systematic Generalization via Meaningful Learning | Mar 14, 2020 | Data AugmentationMachine Translation | CodeCode Available | 0 | 5 |
| Compositional Program Generation for Few-Shot Systematic Generalization | Sep 28, 2023 | Systematic Generalization | CodeCode Available | 0 | 5 |
| Systematic Generalization in Neural Networks-based Multivariate Time Series Forecasting Models | Feb 10, 2021 | Inductive BiasMultivariate Time Series Forecasting | CodeCode Available | 0 | 5 |
| A Systematization of the Wagner Framework: Graph Theory Conjectures and Reinforcement Learning | Jun 18, 2024 | Reinforcement Learning (RL)Systematic Generalization | CodeCode Available | 0 | 5 |
| Neural Natural Language Inference Models Partially Embed Theories of Lexical Entailment and Negation | Apr 30, 2020 | Lexical EntailmentNatural Language Inference | CodeCode Available | 0 | 5 |