{"total":39,"rows":[{"id":"2509.07980","title":"Parallel-R1: Towards Parallel Thinking via Reinforcement Learning","created":"2025-09-09","cited_by_count":61,"area":"lr"},{"id":"2509.04475","title":"ParaThinker: Native Parallel Thinking as a New Paradigm to Scale LLM Test-time Compute","created":"2025-08-30","cited_by_count":38,"area":"lr"},{"id":"2507.02076","title":"Reasoning on a Budget: A Survey of Adaptive and Controllable Test-Time Compute in LLMs","created":"2025-07-02","cited_by_count":31,"area":"lr"},{"id":"2505.16838","title":"R1-Compress: Long Chain-of-Thought Compression via Chunk Compression and Search","created":"2025-05-22","cited_by_count":30,"area":"lr"},{"id":"2505.17941","title":"VeriThinker: Learning to Verify Makes Reasoning Model Efficient","created":"2025-05-23","cited_by_count":24,"area":"lr"},{"id":"2505.11107","title":"Group Think: Multiple Concurrent Reasoning Agents Collaborating at Token Level Granularity","created":"2025-05-16","cited_by_count":22,"area":"lr"},{"id":"2510.01123","title":"Rethinking Thinking Tokens: LLMs as Improvement Operators","created":"2025-10-01","cited_by_count":21,"area":"lr"},{"id":"2601.08808","title":"Multiplex Thinking: Reasoning via Token-wise Branch-and-Merge","created":"2026-01-13","cited_by_count":16,"area":"lr"},{"id":"2510.17238","title":"StreamingThinker: Large Language Models Can Think While Reading","created":"2025-10-20","cited_by_count":15,"area":"lr"},{"id":"2509.21743","title":"Retrieval-of-Thought: Efficient Reasoning via Reusing Thoughts","created":"2025-09-26","cited_by_count":12,"area":"lr"},{"id":"2512.07461","title":"Native Parallel Reasoner: Reasoning in Parallelism via Self-Distilled Reinforcement Learning","created":"2025-12-08","cited_by_count":12,"area":"lr"},{"id":"2603.04304","title":"$V_1$: Unifying Generation and Self-Verification for Parallel Reasoners","created":"2026-03-04","cited_by_count":12,"area":"lr"},{"id":"2505.20522","title":"Scaling over Scaling: Exploring Test-Time Scaling Plateau in Large Reasoning Models","created":"2025-05-26","cited_by_count":11,"area":"lr"},{"id":"2510.12164","title":"A Survey on Parallel Reasoning","created":"2025-10-14","cited_by_count":11,"area":"lr"},{"id":"2507.06829","title":"Adaptive Termination for Multi-round Parallel Reasoning: An Universal Semantic Entropy-Guided Framework","created":"2025-07-09","cited_by_count":10,"area":"lr"},{"id":"2603.02112","title":"Recursive Models for Long-Horizon Reasoning","created":"2026-03-02","cited_by_count":9,"area":"lr"},{"id":"2512.07843","title":"ThreadWeaver: Adaptive Threading for Efficient Parallel Reasoning in Language Models","created":"2025-11-24","cited_by_count":8,"area":"lr"},{"id":"2601.22069","title":"VTC-R1: Vision-Text Compression for Efficient Long-Context Reasoning","created":"2026-01-29","cited_by_count":8,"area":"lr"},{"id":"2512.01775","title":"How Does RL Post-training Induce Skill Composition? A Case Study on Countdown","created":"2025-12-01","cited_by_count":6,"area":"lr"},{"id":"2602.02864","title":"Accelerating Structured Chain-of-Thought in Autonomous Vehicles","created":"2026-02-02","cited_by_count":6,"area":"lr"},{"id":"2510.06410","title":"Off-Trajectory Reasoning: Can LLMs Collaborate on Reasoning Trajectory?","created":"2025-10-07","cited_by_count":5,"area":"lr"},{"id":"2509.15148","title":"ATTS: Asynchronous Test-Time Scaling via Conformal Prediction","created":"2025-09-18","cited_by_count":3,"area":"lr"},{"id":"2603.18886","title":"Reasoning over mathematical objects: on-policy reward modeling and test time aggregation","created":"2026-03-19","cited_by_count":3,"area":"lr"},{"id":"2605.12460","title":"Multi-Stream LLMs: Unblocking Language Models with Parallel Streams of Thoughts, Inputs and Outputs","created":"2026-05-12","cited_by_count":3,"area":"lr"},{"id":"2606.23595","title":"SPIRAL: Learning to Search and Aggregate","created":"2026-06-22","cited_by_count":3,"area":"lr"},{"id":"2509.23946","title":"Explore-Execute Chain: Towards an Efficient Structured Reasoning Paradigm","created":"2025-09-28","cited_by_count":2,"area":"lr"},{"id":"2510.15502","title":"The Road Less Traveled: Enhancing Exploration in LLMs via Sequential Sampling","created":"2025-10-17","cited_by_count":2,"area":"lr"},{"id":"2604.18002","title":"Neural Garbage Collection: Learning to Forget while Learning to Reason","created":"2026-04-20","cited_by_count":2,"area":"lr"},{"id":"2605.15513","title":"CAPS: Cascaded Adaptive Pairwise Selection for Efficient Parallel Reasoning","created":"2026-05-15","cited_by_count":2,"area":"lr"},{"id":"2509.22044","title":"A2R: An Asymmetric Two-Stage Reasoning Framework for Parallel Reasoning","created":"2025-09-26","cited_by_count":1,"area":"lr"},{"id":"2601.23027","title":"Divide-and-Conquer CoT: RL for Reducing Latency via Parallel Reasoning","created":"2026-01-30","cited_by_count":1,"area":"lr"},{"id":"2602.07529","title":"MedVerse: Efficient and Reliable Medical Reasoning via DAG-Structured Parallel Execution","created":"2026-02-07","cited_by_count":1,"area":"lr"},{"id":"2603.01571","title":"Beyond Length Scaling: Synergizing Breadth and Depth for Generative Reward Models","created":"2026-03-02","cited_by_count":1,"area":"lr"},{"id":"2604.11025","title":"Test-time Scaling over Perception: Resolving the Grounding Paradox in Thinking with Images","created":"2026-04-13","cited_by_count":1,"area":"lr"},{"id":"2605.27570","title":"LaneRoPE: Positional Encoding for Collaborative Parallel Reasoning and Generation","created":"2026-05-26","cited_by_count":1,"area":"lr"},{"id":"2602.08344","title":"OPE: Overcoming Information Saturation in Parallel Thinking via Outline-Guided Path Exploration","created":"2026-02-09","cited_by_count":0,"area":"lr"},{"id":"2603.16867","title":"Efficient Reasoning on the Edge","created":"2026-03-17","cited_by_count":0,"area":"lr"},{"id":"2608.13667","title":"Second Thought: Reasoning in Parallel as LLM Agents Act and Observe","created":"2026-08-13","cited_by_count":0,"area":"lr"},{"id":"2608.24658","title":"Parason: Revealing Subtask and Trial Parallelism in LLM Reasoning","created":"2026-08-25","cited_by_count":0,"area":"lr"}],"next_cursor":null}