activity
20242026
most citedGraph Machine Learning in the Era of Large Language Models (LLMs)

5 citations · 5 across the 7 of their papers we have counts for

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2 papers · 1 filter

cs.AI2026

MemTrace: Probing What Final Accuracy Misses in Long-Term Memory

Xianxuan Long, Zhikai Chen, Shenglai Zeng +3

LLM agents increasingly maintain long-term memory of user facts across sessions. Yet such memory is usually evaluated by aggregating accuracy over question rows or episodes. Becaus…

cs.AI2026

Exploring Cross-Scenario Generality of Agentic Memory Systems: Diagnostics and a Strong Baseline

Zhikai Chen, Jialiang Gu, Junyu Yin +6

LLM agents accumulate histories that outgrow their context windows, motivating a growing literature on memory systems. Yet most existing designs are tuned to a single scenario (mul…