| 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 |
| Learning to Substitute Spans towards Improving Compositional Generalization | Jun 5, 2023 | Data AugmentationInductive Bias | CodeCode Available | 0 | 5 |
| Systematic Generalization: What Is Required and Can It Be Learned? | Nov 30, 2018 | Systematic GeneralizationVisual Question Answering (VQA) | CodeCode Available | 0 | 5 |
| Systematic human learning and generalization from a brief tutorial with explanatory feedback | Jul 10, 2021 | High School MathematicsSystematic Generalization | —Unverified | 0 | 0 |
| Adaptive Control Flow in Transformers Improves Systematic Generalization | Sep 29, 2021 | ListOpsSystematic Generalization | —Unverified | 0 | 0 |
| A Generalised Linear Model Framework for β-Variational Autoencoders based on Exponential Dispersion Families | Jun 11, 2020 | Systematic Generalization | —Unverified | 0 | 0 |
| A Minimalist Dataset for Systematic Generalization of Perception, Syntax, and Semantics | Mar 2, 2021 | Few-Shot LearningProgram Synthesis | —Unverified | 0 | 0 |
| A Neural Rewriting System to Solve Algorithmic Problems | Feb 27, 2024 | Language ModelingLanguage Modelling | —Unverified | 0 | 0 |
| An Investigation into Pre-Training Object-Centric Representations for Reinforcement Learning | Feb 9, 2023 | ObjectOptical Character Recognition (OCR) | —Unverified | 0 | 0 |
| A Perspective on Objects and Systematic Generalization in Model-Based RL | Jun 3, 2019 | Systematic Generalization | —Unverified | 0 | 0 |
| A Short Survey of Systematic Generalization | Nov 22, 2022 | SurveySystematic Generalization | —Unverified | 0 | 0 |
| Behavioural vs. Representational Systematicity in End-to-End Models: An Opinionated Survey | Jun 4, 2025 | Systematic Generalization | —Unverified | 0 | 0 |
| Benchmarking GPT-4 on Algorithmic Problems: A Systematic Evaluation of Prompting Strategies | Feb 27, 2024 | BenchmarkingSystematic Generalization | —Unverified | 0 | 0 |
| Challenges in Generalization in Open Domain Question Answering | Oct 16, 2021 | Natural QuestionsOpen-Domain Question Answering | —Unverified | 0 | 0 |
| Coarse-to-Fine Contrastive Learning in Image-Text-Graph Space for Improved Vision-Language Compositionality | May 23, 2023 | AttributeContrastive Learning | —Unverified | 0 | 0 |
| Composing Pre-Trained Object-Centric Representations for Robotics From "What" and "Where" Foundation Models | Apr 20, 2024 | ObjectSystematic Generalization | —Unverified | 0 | 0 |
| Compositional Generalization by Factorizing Alignment and Translation | Jul 1, 2020 | Machine TranslationSystematic Generalization | —Unverified | 0 | 0 |
| Compositionality and Capacity in Emergent Languages | Jul 1, 2020 | Open-Ended Question AnsweringSystematic Generalization | —Unverified | 0 | 0 |
| Compositional Models for Estimating Causal Effects | Jun 25, 2024 | Causal Inferencecounterfactual | —Unverified | 0 | 0 |
| Data Distributional Properties As Inductive Bias for Systematic Generalization | Jan 1, 2025 | DiversityInductive Bias | —Unverified | 0 | 0 |
| Discrete-Valued Neural Communication | Jul 6, 2021 | QuantizationSystematic Generalization | —Unverified | 0 | 0 |
| Dynamic Inference with Neural Interpreters | Oct 12, 2021 | image-classificationImage Classification | —Unverified | 0 | 0 |
| EBMs vs. CL: Exploring Self-Supervised Visual Pretraining for Visual Question Answering | Jun 29, 2022 | Contrastive LearningOut of Distribution (OOD) Detection | —Unverified | 0 | 0 |
| Enhancing NLP Robustness and Generalization through LLM-Generated Contrast Sets: A Scalable Framework for Systematic Evaluation and Adversarial Training | Mar 9, 2025 | DiversitySystematic Generalization | —Unverified | 0 | 0 |
| Florenz: Scaling Laws for Systematic Generalization in Vision-Language Models | Mar 12, 2025 | Cross-Lingual TransferImage Captioning | —Unverified | 0 | 0 |
| Generating Interpretable Networks using Hypernetworks | Dec 5, 2023 | Systematic Generalization | —Unverified | 0 | 0 |