{"total":14,"rows":[{"id":"2410.14817","title":"A Complexity-Based Theory of Compositionality","created":"2024-10-18","cited_by_count":13,"area":null},{"id":"2502.21009","title":"Position: Solve Layerwise Linear Models First to Understand Neural Dynamical Phenomena (Neural Collapse, Emergence, Lazy/Rich Regime, and Grokking)","created":"2025-02-28","cited_by_count":9,"area":null},{"id":"2507.07207","title":"Scaling can lead to compositional generalization","created":"2025-07-09","cited_by_count":7,"area":null},{"id":"2503.02526","title":"A Theory of Initialisation's Impact on Specialisation","created":"2025-03-04","cited_by_count":6,"area":null},{"id":"2410.06232","title":"Range, not Independence, Drives Modularity in Biologically Inspired Representations","created":"2024-10-08","cited_by_count":4,"area":null},{"id":"2503.06181","title":"Make Haste Slowly: A Theory of Emergent Structured Mixed Selectivity in Feature Learning ReLU Networks","created":"2025-03-08","cited_by_count":2,"area":null},{"id":"2505.13089","title":"Systematic Generalization in Language Models Scales with Information Entropy","created":"2025-05-19","cited_by_count":2,"area":null},{"id":"2602.18960","title":"Modularity is the Bedrock of Natural and Artificial Intelligence","created":"2026-02-21","cited_by_count":2,"area":null},{"id":"2512.15083","title":"Neural Modular Physics for Elastic Simulation","created":"2025-12-17","cited_by_count":1,"area":null},{"id":"2505.02627","title":"A Theoretical Analysis of Provable Compositional Generalization in Neural Networks: A Necessary and Sufficient Condition","created":"2025-05-05","cited_by_count":0,"area":null},{"id":"2507.19143","title":"Game-Theoretic Gradient Control for Robust Neural Network Training","created":"2025-07-25","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":"2605.31503","title":"How can embedding models bind concepts?","created":"2026-05-29","cited_by_count":0,"area":null},{"id":"2608.16930","title":"EMAN: Optimization-Driven Capacity Growth through Path Emergence in Multi-Task Learning","created":"2026-08-05","cited_by_count":0,"area":null}],"next_cursor":null}