Temporal Order Matters for Agentic Memory: Segment Trees for Long-Horizon Agents

In three linesSegTreeMem, a segment tree-based memory architecture, organizes conversation history while preserving temporal event order. Tested on three long-horizon benchmarks with two LLM backbones, it outperforms flat, graph, and tree-based baselines by combining local semantic matching with hierarchical temporal context.

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