MemReread: Enhancing Agentic Long-Context Reasoning via Memory-Guided Rereading
MemReread improves long-context reasoning by enhancing streaming reading with an adaptive rereading mechanism. It overcomes retrieval limitations and memory overwriting issues by triggering targeted rereading when gaps are found in the final memory state. This allows for non-linear reasoning while maintaining linear time complexity relative to context length.