{"total":46,"rows":[{"id":"2310.05327","title":"Provable Compositional Generalization for Object-Centric Learning","created":"2023-10-09","cited_by_count":41,"area":null},{"id":"2402.01103","title":"Compositional Generative Modeling: A Single Model is Not All You Need","created":"2024-02-02","cited_by_count":41,"area":null},{"id":"2310.09562","title":"Does CLIP's Generalization Performance Mainly Stem from High Train-Test Similarity?","created":"2023-10-14","cited_by_count":35,"area":null},{"id":"2402.04875","title":"On Provable Length and Compositional Generalization","created":"2024-02-07","cited_by_count":22,"area":null},{"id":"2405.16391","title":"When does compositional structure yield compositional generalization? A kernel theory","created":"2024-05-26","cited_by_count":20,"area":null},{"id":"2411.07784","title":"Interaction Asymmetry: A General Principle for Learning Composable Abstractions","created":"2024-11-12","cited_by_count":20,"area":null},{"id":"2407.05897","title":"Deciphering the Role of Representation Disentanglement: Investigating Compositional Generalization in CLIP Models","created":"2024-07-08","cited_by_count":13,"area":null},{"id":"2410.06303","title":"Compositional Risk Minimization","created":"2024-10-08","cited_by_count":13,"area":null},{"id":"2410.14817","title":"A Complexity-Based Theory of Compositionality","created":"2024-10-18","cited_by_count":13,"area":null},{"id":"2502.08991","title":"Task Generalization With AutoRegressive Compositional Structure: Can Learning From $D$ Tasks Generalize to $D^{T}$ Tasks?","created":"2025-02-13","cited_by_count":11,"area":null},{"id":"2505.20772","title":"MetaSlot: Break Through the Fixed Number of Slots in Object-Centric Learning","created":"2025-05-27","cited_by_count":11,"area":null},{"id":"2412.11521","title":"On the Ability of Deep Networks to Learn Symmetries from Data: A Neural Kernel Theory","created":"2024-12-16","cited_by_count":10,"area":null},{"id":"2403.16394","title":"Skews in the Phenomenon Space Hinder Generalization in Text-to-Image Generation","created":"2024-03-25","cited_by_count":8,"area":null},{"id":"2507.07207","title":"Scaling can lead to compositional generalization","created":"2025-07-09","cited_by_count":7,"area":null},{"id":"2512.15134","title":"From Isolation to Entanglement: When Do Interpretability Methods Identify and Disentangle Known Concepts?","created":"2025-12-17","cited_by_count":7,"area":null},{"id":"2507.23784","title":"SUB: Benchmarking CBM Generalization via Synthetic Attribute Substitutions","created":"2025-07-31","cited_by_count":6,"area":null},{"id":"2405.02350","title":"What makes Models Compositional? A Theoretical View: With Supplement","created":"2024-05-02","cited_by_count":5,"area":null},{"id":"2507.07544","title":"Position: We Need An Algorithmic Understanding of Generative AI","created":"2025-07-10","cited_by_count":5,"area":null},{"id":"2405.11743","title":"A General Theory for Compositional Generalization","created":"2024-05-20","cited_by_count":4,"area":null},{"id":"2501.09163","title":"Towards Understanding Extrapolation: a Causal Lens","created":"2025-01-15","cited_by_count":4,"area":null},{"id":"2501.18797","title":"Compositional Generalization via Forced Rendering of Disentangled Latents","created":"2025-01-30","cited_by_count":4,"area":null},{"id":"2505.21780","title":"Compositional Scene Understanding through Inverse Generative Modeling","created":"2025-05-27","cited_by_count":3,"area":null},{"id":"2510.03075","title":"What Drives Compositional Generalization in Visual Generative Models? The Importance of Continuous Training Objectives","created":"2025-10-03","cited_by_count":3,"area":null},{"id":"2410.19426","title":"Analyzing Generative Models by Manifold Entropic Metrics","created":"2024-10-25","cited_by_count":2,"area":null},{"id":"2412.18743","title":"Successes and Limitations of Object-centric Models at Compositional Generalisation","created":"2024-12-25","cited_by_count":2,"area":null},{"id":"2503.08738","title":"Shedding Light in Task Decomposition in Program Synthesis: The Driving Force of the Synthesizer Model","created":"2025-03-11","cited_by_count":2,"area":null},{"id":"2507.13345","title":"Imbalance in Balance: Online Concept Balancing in Generation Models","created":"2025-07-17","cited_by_count":2,"area":null},{"id":"2505.14744","title":"Beyond Either-Or Reasoning: Transduction and Induction as Cooperative Problem-Solving Paradigms","created":"2025-05-20","cited_by_count":1,"area":null},{"id":"2510.16322","title":"Memorizing Long-tail Data Can Help Generalization Through Composition","created":"2025-10-18","cited_by_count":1,"area":null},{"id":"2510.20709","title":"Separating the what and how of compositional computation to enable reuse and continual learning","created":"2025-10-23","cited_by_count":1,"area":null},{"id":"2512.10669","title":"Learning by Analogy: A Causal Framework for Composition Generalization","created":"2025-12-11","cited_by_count":1,"area":null},{"id":"2604.02482","title":"SEDGE: Structural Extrapolated Data Generation","created":"2026-04-02","cited_by_count":1,"area":null},{"id":"2311.14675","title":"Fast and Expressive Gesture Recognition using a Combination-Homomorphic Electromyogram Encoder","created":"2023-10-30","cited_by_count":0,"area":null},{"id":"2406.17714","title":"Compositional Models for Estimating Causal Effects","created":"2024-06-25","cited_by_count":0,"area":null},{"id":"2503.04687","title":"Compositional World Knowledge leads to High Utility Synthetic data","created":"2025-03-06","cited_by_count":0,"area":null},{"id":"2504.18522","title":"Extrapolation Guarantees for Perturbation Modeling Under the Additive Latent Shift Assumption","created":"2025-04-25","cited_by_count":0,"area":null},{"id":"2508.20656","title":"Compositionality in Time Series: A Proof of Concept using Symbolic Dynamics and Compositional Data Augmentation","created":"2025-08-28","cited_by_count":0,"area":null},{"id":"2604.15306","title":"Generalization in LLM Problem Solving: The Case of the Shortest Path","created":"2026-04-16","cited_by_count":0,"area":null},{"id":"2605.22972","title":"A mathematical theory of balancing relational generalization and memorization","created":"2026-05-21","cited_by_count":0,"area":null},{"id":"2606.10153","title":"Compositional Generative Modeling from Decentralized Data","created":"2026-06-08","cited_by_count":0,"area":null},{"id":"2606.19941","title":"Compositionality Emerges in a Narrow Depth-Connectivity Regime: Architecture Constraints and Solution Manifolds","created":"2026-06-18","cited_by_count":0,"area":null},{"id":"2607.05187","title":"SMART: A Machine Learning and Monte Carlo Framework for Rapid Analysis of Stochastic Transistor Aging and Process Variation in Digital Circuits","created":"2026-07-06","cited_by_count":0,"area":null},{"id":"2607.08317","title":"Blind-Spots-Bench: Evaluating Blind Spots in Multimodal Models","created":"2026-07-09","cited_by_count":0,"area":null},{"id":"2609.10158","title":"CoGe-GCD: Reframing Generalized Category Discovery with Compositional Generalization","created":"2026-09-09","cited_by_count":0,"area":null},{"id":"2610.15707","title":"Generalizable Model Editing Could Be More Than Direct Generalization","created":"2026-10-11","cited_by_count":0,"area":null},{"id":"2610.20288","title":"Predicting Unseen Scientific Interactions: Conditional Flow Models Hallucinate Non-Additive Effects","created":"2026-10-14","cited_by_count":0,"area":null}],"next_cursor":null}