Author

Jia-Qian Wang

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Preprint Aug 2026

From Test-Time Scaling to Reusable Memory: Measuring Crystallization in Text-to-SQL

A controlled evaluation holds the single-shot solver fixed and varies one memory choice at a time, and separately measures replay, cross-question retention, and held-out same-database transfer in text-to-SQL memory crystallization.

Jia-Qian Wang, Yu-Tao Qi, Wen-Qi Hou et al. · 0 citations

Preprint Aug 2026

MAPLE-Guard: Memory-Aware Link Enforcement Against Memory-Link Poisoning in Multi-Agent Systems

Memory-Aware Propagation and Link Enforcement Guard, MAPLE-Guard, a memory-link guard for memory-enabled MAS, suggests that memory-aware link enforcement covers a gap left by prompt-level and topology-level defenses.

Wen-Jun Xiong, Yi-Jin Zhou, Jia-Qian Wang et al. · 0 citations