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• Memory-R1: Enhancing Large Language Model Agents to Manage and Utilize Memories via Reinforcement Learning
  2025 · 98 citations
• Memory-R1: Enhancing Large Language Model Agents to Manage and Utilize Memories via Reinforcement Learning
  2025 · 98 citations
• Illusions of Confidence? Diagnosing LLM Truthfulness via Neighborhood Consistency
  2026
• CLaRa: Bridging Retrieval and Generation with Continuous Latent Reasoning
  2025
• PatchWorld: Gradient-Free Optimization of Executable World Models for Agent Environments
  2026
• Plan Then Retrieve: Reinforcement Learning-Guided Complex Reasoning over Knowledge Graphs
  2025
• Dark Side of Modalities: Reinforced Multimodal Distillation for Multimodal Knowledge Graph Reasoning
  2025
• Masking in Multi-hop QA: An Analysis of How Language Models Perform with Context Permutation
  2025
• A Controllable Examination for Long-Context Language Models
  2025
• Rethinking Memory in LLM based Agents: Representations, Operations, and Emerging Topics
  2025
• MemGuide: Intent-Driven Memory Selection for Goal-Oriented Multi-Session LLM Agents
  2025