This work proposes AsyTO, an Asymmetric Temporal Operator, an Asymmetric Temporal Operator that factorizes the tensor of per-variable operators into shared but distinct history-reading and future-writing temporal modes with per-variable mode-wise gains, complemented by a low-rank periodic prototype and a cycle-separabl...
Scope3Trace is proposed, an evidence-grounded information extraction framework designed to extract interpretable and traceable Scope 3 emissions information from real-world ESG and sustainability reports and contributes a dual-level, evidence-grounded, multimodal dataset.
Si Zheng, Yi-Fan Duan, Chaoyuan Xue et al.· arXiv.org· 1 citation
GuardianAgent, a policy-conditioned anonymization framework that couples structured risk assessment with verified adaptive rewriting, achieves the strongest privacy-utility trade-off among published baselines and is the only method to reach more than 0.90 privacy in all three domains, remaining robust under a backbone...
Rui-Yi Yang, Gayathri Lihinikaduarachchi, Rahat Masood et al.· 0 citations
A2TTA is proposed, an Anchored-and-Agile Test-Time Adaptation framework for evolving traffic sensor networks, which transforms topology-induced forecasting errors into an expandable output calibration problem and separates tem- poral adaptation into persistent global correction and agile context-specific specialization...
Du Yin, Xiachong Lin, Yuejie Tan et al.· arXiv.org· 0 citations
The need for task-specific designs that support cross-city preference transfer, semantic grounding, and scalable reasoning over unseen destination inventories is highlighted, with results highlighting the need for task-specific designs that support cross-city preference transfer, semantic grounding, and scalable reason...
Pei-Bo Li, Yang Song, Hao Xue et al.· 0 citations
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