MemReread: Enhancing Agentic Long-Context Reasoning via Memory-Guided Rereading.

arXiv:2605.10268v2 Announce Type: replace-cross Abstract: Long-context reasoning tasks have motivated agent-memory approaches that process document chunks sequentially while maintaining a dynamically updated memory, avoiding the quadratic complexity of standar