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Nov 2026
Shu-Le Cao, Han-Bo Sun, Guang-Sheng Wang et al.
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Nov 2026
Shao-Chen He, Zirui Zhuang, Hai-Feng Sun et al.
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ChronoSteer is a decoupled agentic framework that learns cross-modal alignment from synthetic paired supervision that achieves a 25.8% improvement in zero-shot prediction accuracy over its unimodal backbone, and outperforms prior state-of-the-art unimodal and multimodal ...
Chengsen Wang, Qi Qi, Zhong-Wen Rao et al.
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Open access
2026
The Time-Frequency Multi-Task Network (TFMTNet), a self-supervised framework that provides a transferable representation module for the evaluated network telemetry tasks, and learns representations that can feed downstream reasoning and control modules, thereby supporting the perception, reasoning, and control loop in...
Qi Qi, Chengsen Wang, Xingyue Wang et al.
· IEEE Transactions on Cogniti... · 0 citations
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Conference
Open access
Sep 2026
M-LoRA is proposed, a memory-aware multi-LoRA serving system that reduces queuing delay and improves throughput through efficient request scheduling guided by fine-grained memory modeling.
Shaolong Li, Xiang Yang, Qi Qi et al.
· Proceedings of the Thirty-Fi... · 0 citations
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2025
This paper investigates LVLMs’ behavior in VAD from a visual-textual co-occurrence perspective, and proposes VAD-DPO, a direct preference optimization method supervised with counter-example pairs that enhances both anomaly detection and reasoning performance, particularly in scene-dependent scenarios.
Menghao Zhang, Huazheng Wang, Pengfei Ren et al.
· Neural Information Processin... · 4 citations
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