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Lianyu Hu

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Preprint Sep 2026

SmartMemory: Detecting On-chain-off-chain Communication Inconsistency for Smart Contract via Memory-based Agent

Smart contracts underpin decentralized finance, where growing demand for on-chain/off-chain communication(OFC) has driven diverse applications such as cross-chain bridges, real-world asset tokenization, and fiat-backed stablecoins. TheOFC-related security incidents in these applications are increasingly frequent, but p...

Ze-Qin Liao, Yuhong Nan, Heng-Long Liang et al. · 0 citations
#artificial intelligence Preprint Sep 2026

Long-Term Memory-Guided Enhancement for Target Perception in Audio-Language Models

Inspired by long-term memory in human listening, Long-Term Memory-Guided Audio Enhancement (LTM-AE) is proposed to improve selective target perception by refining the audio representations of ALLMs without training to improve selective target perception.

Zhenhong Zhou, Xuan-Yue Zhao, You-Ji Liu et al. · 0 citations
Jul 2026

PhysMRV: Physical Memory Retrieval and Verification for Physics Plausibility Reasoning

Experimental results demonstrate consistent improvements over direct prompting across diverse VLMs and evaluation benchmarks, showing that structured physical memories provide an effective and scalable means of enhancing physical plausibility reasoning without additional training.

Wenyuan Wang, Lianyu Hu, Hao Wang et al. · 0 citations
Preprint Aug 2026

COMET: Contrastive Motion-Enhanced Temporal Reasoning for Video Multimodal Large Language Models

COMET is a temporally grounded framework that systematically strengthens video MLLMs through explicit temporal representation, appearance-motion fusion, and direction-aware optimization and achieves consistent overall improvements with a pronounced motion-temporal bias.

Cheng-Hua Zhu, Zhaolu Kang, Qifan Shi et al. · 2 citations

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