{"total":15,"rows":[{"id":"2410.08633","title":"Transformers Provably Solve Parity Efficiently with Chain of Thought","created":"2024-10-11","cited_by_count":50,"area":"lr"},{"id":"2502.21212","title":"Transformers Learn to Implement Multi-step Gradient Descent with Chain of Thought","created":"2025-02-28","cited_by_count":32,"area":"lr"},{"id":"2408.14511","title":"Unveiling the Statistical Foundations of Chain-of-Thought Prompting Methods","created":"2024-08-25","cited_by_count":29,"area":"lr"},{"id":"2405.04669","title":"Towards a Theoretical Understanding of the 'Reversal Curse' via Training Dynamics","created":"2024-05-07","cited_by_count":27,"area":"lr"},{"id":"2509.23365","title":"Emergence of Superposition: Unveiling the Training Dynamics of Chain of Continuous Thought","created":"2025-09-27","cited_by_count":16,"area":"lr"},{"id":"2506.14641","title":"Revisiting Chain-of-Thought Prompting: Zero-shot Can Be Stronger than Few-shot","created":"2025-06-17","cited_by_count":12,"area":"lr"},{"id":"2406.01895","title":"Explicitly Encoding Structural Symmetry is Key to Length Generalization in Arithmetic Tasks","created":"2024-06-04","cited_by_count":11,"area":"lr"},{"id":"2506.10887","title":"Generalization or Hallucination? Understanding Out-of-Context Reasoning in Transformers","created":"2025-06-12","cited_by_count":10,"area":"lr"},{"id":"2510.03605","title":"Understanding the Role of Training Data in Test-Time Scaling","created":"2025-10-04","cited_by_count":4,"area":"lr"},{"id":"2511.07372","title":"Provable Benefit of Curriculum in Transformer Tree-Reasoning Post-Training","created":"2025-11-10","cited_by_count":4,"area":"lr"},{"id":"2602.02470","title":"Breaking the Reversal Curse in Autoregressive Language Models via Identity Bridge","created":"2026-02-02","cited_by_count":2,"area":"lr"},{"id":"2605.28600","title":"Transformers Provably Learn to Internalize Chain-of-Thought","created":"2026-05-27","cited_by_count":2,"area":"lr"},{"id":"2605.06997","title":"Echo: KV-Cache-Free Associative Recall with Spectral Koopman Operators","created":"2026-05-07","cited_by_count":1,"area":"lr"},{"id":"2412.11459","title":"Rethinking Associative Memory Mechanism in Induction Head","created":"2024-12-16","cited_by_count":0,"area":"lr"},{"id":"2603.05143","title":"Feature Resemblance: Towards a Theoretical Understanding of Analogical Reasoning in Transformers","created":"2026-03-05","cited_by_count":0,"area":"lr"}],"next_cursor":null}