{"total":21,"rows":[{"id":"2601.03192","title":"MemRL: Self-Evolving Agents via Runtime Reinforcement Learning on Episodic Memory","created":"2026-01-06","cited_by_count":129,"area":"lr"},{"id":"2511.06449","title":"FLEX: Continuous Agent Evolution via Forward Learning from Experience","created":"2025-11-09","cited_by_count":52,"area":"lr"},{"id":"2605.06130","title":"Skill1: Unified Evolution of Skill-Augmented Agents via Reinforcement Learning","created":"2026-05-07","cited_by_count":35,"area":"lr"},{"id":"2508.17692","title":"LLM-based Agentic Reasoning Frameworks: A Survey from Methods to Scenarios","created":"2025-08-25","cited_by_count":26,"area":"lr"},{"id":"2604.09852","title":"MEMENTO: Teaching LLMs to Manage Their Own Context","created":"2026-04-10","cited_by_count":18,"area":"lr"},{"id":"2604.04503","title":"Memory Intelligence Agent","created":"2026-04-06","cited_by_count":7,"area":"lr"},{"id":"2511.23262","title":"Adapting Like Humans: A Metacognitive Agent with Test-time Reasoning","created":"2025-11-28","cited_by_count":5,"area":"lr"},{"id":"2605.08374","title":"MemQ: Integrating Q-Learning into Self-Evolving Memory Agents over Provenance DAGs","created":"2026-05-08","cited_by_count":5,"area":"lr"},{"id":"2603.03680","title":"MAGE: Meta-Reinforcement Learning for Language Agents toward Strategic Exploration and Exploitation","created":"2026-03-04","cited_by_count":3,"area":"lr"},{"id":"2603.27813","title":"MuSEAgent: A Multimodal Reasoning Agent with Stateful Experiences","created":"2026-03-29","cited_by_count":3,"area":"lr"},{"id":"2603.26778","title":"TED: Training-Free Experience Distillation for Multimodal Reasoning","created":"2026-03-25","cited_by_count":2,"area":"lr"},{"id":"2604.00130","title":"Hierarchical Chain-of-Thought: Enhancing LLM Reasoning Performance and Efficiency","created":"2026-03-31","cited_by_count":1,"area":"lr"},{"id":"2605.07164","title":"Rethinking Experience Utilization in Self-Evolving Language Model Agents","created":"2026-05-08","cited_by_count":1,"area":"lr"},{"id":"2605.28773","title":"Rethinking Memory as Continuously Evolving Connectivity","created":"2026-05-27","cited_by_count":1,"area":"lr"},{"id":"2607.06974","title":"MILES: Modular Instruction Memory with Learnable Selection for Self-Improving LLM Reasoning","created":"2026-07-08","cited_by_count":1,"area":"lr"},{"id":"2607.27879","title":"ARES: Adaptive Reasoning-Effort Steering for PPA- and Cost-Aware RTL Optimization with LLM Agents","created":"2026-07-30","cited_by_count":1,"area":"lr"},{"id":"2608.10494","title":"GeoForge: Non-Parametric Self-Evolving Agents for Earth-Observation Reasoning","created":"2026-08-11","cited_by_count":1,"area":"lr"},{"id":"2608.23268","title":"Dual-Grained Agent Memory and Shapley Context Attribution for Multimodal Agentic Learner","created":"2026-08-24","cited_by_count":1,"area":"lr"},{"id":"2605.15102","title":"Improving Multi-turn Dialogue Consistency with Self-Recall Thinking","created":"2026-05-14","cited_by_count":0,"area":"lr"},{"id":"2605.15384","title":"Is One Score Enough? Rethinking the Evaluation of Sequentially Evolving LLM Memory","created":"2026-05-14","cited_by_count":0,"area":"lr"},{"id":"2605.19748","title":"Memory-Augmented Reinforcement Learning Agent for CAD Generation","created":"2026-05-19","cited_by_count":0,"area":"lr"}],"next_cursor":null}