{"total":28,"rows":[{"id":"2502.18439","title":"MAPoRL: Multi-Agent Post-Co-Training for Collaborative Large Language Models with Reinforcement Learning","created":"2025-02-25","cited_by_count":86,"area":"lr"},{"id":"2508.17536","title":"Debate or Vote: Which Yields Better Decisions in Multi-Agent Large Language Models?","created":"2025-08-24","cited_by_count":81,"area":"lr"},{"id":"2409.14051","title":"GroupDebate: Enhancing the Efficiency of Multi-Agent Debate Using Group Discussion","created":"2024-09-21","cited_by_count":67,"area":"lr"},{"id":"2502.08788","title":"Stop Overvaluing Multi-Agent Debate -- We Must Rethink Evaluation and Embrace Model Heterogeneity","created":"2025-02-12","cited_by_count":44,"area":"lr"},{"id":"2509.11035","title":"Free-MAD: Consensus-Free Multi-Agent Debate","created":"2025-09-14","cited_by_count":29,"area":"lr"},{"id":"2511.07784","title":"Can LLM Agents Really Debate? A Controlled Study of Multi-Agent Debate in Logical Reasoning","created":"2025-11-11","cited_by_count":29,"area":"lr"},{"id":"2502.04790","title":"S$^2$-MAD: Breaking the Token Barrier to Enhance Multi-Agent Debate Efficiency","created":"2025-02-07","cited_by_count":22,"area":"lr"},{"id":"2504.00762","title":"Do We Truly Need So Many Samples? Multi-LLM Repeated Sampling Efficiently Scales Test-Time Compute","created":"2025-04-01","cited_by_count":20,"area":"lr"},{"id":"2509.11656","title":"MALLM: Multi-Agent Large Language Models Framework","created":"2025-09-15","cited_by_count":15,"area":"lr"},{"id":"2507.08960","title":"How to Train a Leader: Hierarchical Reasoning in Multi-Agent LLMs","created":"2025-07-11","cited_by_count":12,"area":"lr"},{"id":"2504.16489","title":"Amplified Vulnerabilities: Structured Jailbreak Attacks on LLM-based Multi-Agent Debate","created":"2025-04-23","cited_by_count":10,"area":"lr"},{"id":"2603.20215","title":"Multi-Agent Debate with Memory Masking","created":"2026-03-03","cited_by_count":10,"area":"lr"},{"id":"2507.03928","title":"CortexDebate: Debating Sparsely and Equally for Multi-Agent Debate","created":"2025-07-05","cited_by_count":7,"area":"lr"},{"id":"2603.20640","title":"Hear Both Sides: Efficient Multi-Agent Debate via Diversity-Aware Message Retention","created":"2026-03-21","cited_by_count":4,"area":"lr"},{"id":"2509.08721","title":"Sharing is Caring: Efficient LM Post-Training with Collective RL Experience Sharing","created":"2025-09-10","cited_by_count":3,"area":"lr"},{"id":"2512.01909","title":"Latent Debate: A Surrogate Framework for Interpreting LLM Thinking","created":"2025-12-01","cited_by_count":3,"area":"lr"},{"id":"2602.23864","title":"RUMAD: Reinforcement-Unifying Multi-Agent Debate","created":"2026-02-27","cited_by_count":3,"area":"lr"},{"id":"2603.06801","title":"Breaking the Martingale Curse: Multi-Agent Debate via Asymmetric Cognitive Potential Energy","created":"2026-03-06","cited_by_count":3,"area":"lr"},{"id":"2605.30227","title":"Unifying Temporal and Structural Credit Assignment in LLM-Based Multi-Agent Prompt Optimization","created":"2026-05-28","cited_by_count":3,"area":"lr"},{"id":"2606.01441","title":"Dive into Ambiguity: A*-Inspired Multi-Agents Commonsense Obfuscation Attack on LLM Prompts","created":"2026-05-31","cited_by_count":2,"area":"lr"},{"id":"2510.06843","title":"Self-signals Driven Multi-LLM Debate for Efficient and Accurate Reasoning","created":"2025-10-08","cited_by_count":1,"area":"lr"},{"id":"2601.22297","title":"Learning from Self-Debate: Preparing Reasoning Models for Multi-Agent Debate","created":"2026-01-29","cited_by_count":1,"area":"lr"},{"id":"2511.17672","title":"Cognitive Inception: Agentic Reasoning against Visual Deceptions by Injecting Skepticism","created":"2025-11-21","cited_by_count":0,"area":"lr"},{"id":"2605.08478","title":"When Independent Sampling Outperforms Agentic Reasoning","created":"2026-05-08","cited_by_count":0,"area":"lr"},{"id":"2609.03619","title":"Remember and Reweight: Enhancing Multi-Agent Debate with Experience Memory and Confidence Estimation","created":"2026-09-03","cited_by_count":0,"area":"lr"},{"id":"2609.27150","title":"Do We Need Complex Topology Control? Distinct-Peer Random Routing Improves Cost-Efficiency in Sparse Multi-Agent Debate","created":"2026-09-22","cited_by_count":0,"area":"lr"},{"id":"2610.16343","title":"Efficient Multi-Agent Reasoning via Confidence-Guided Adaptive Debate","created":"2026-10-12","cited_by_count":0,"area":"lr"},{"id":"2610.17869","title":"ECMR: Evidence-Aware Deliberation Control for Multi-Agent LLM Reasoning","created":"2026-10-13","cited_by_count":0,"area":"lr"}],"next_cursor":null}