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Author

Maolin Wang

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Book Open access Jul 2026

ProEchoMem: Enhancing Long Video Understanding via Multi-Trace Probe-Echo Memory

Inspired by Multiple-Trace Theory in cognitive psychology, this work revisit long video understanding from a probe-echo perspective, in which human episodic memories are activated and integrated in parallel, and proposes ProEchoMem, a cognitive-inspired framework that simulates the probe-echo mechanism.

Derong Xu, Yanxin Chen, Wanyu Wang et al. · 0 citations
Preprint Jul 2026

TRACE: State-Aware Query Processing over Temporal Evidence Graphs for Conversational Data

TRACE is presented, a query processing framework over temporal evidence graphs for evolving conversational data that separates lexical recall from evidence reconstruction, enabling bounded query-time reasoning over long conversational histories.

Maolin Wang, Yu Wang, Zichun Liu et al. · 0 citations
Book Open access Aug 2026

A Serial Two-Stage Framework for Robust Multimodal Fake News Detection via Adaptive Reasoning

DAR-Lite is proposed, a serial two-stage framework that rethinks the detection pipeline through explicit decoupling of representation denoising and contextual reasoning, and achieves a favorable balance between detection performance and computational cost.

Maolin Wang, Ziting Mai, Zichun Liu et al. · 0 citations