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cs.CL2026
Denoising the Future: Context-Aware Spectral Diffusion for Temporal Knowledge Graph Extrapolation
Yanglei Gan, Peng He, Run Lin +3
Temporal Knowledge Graph (TKG) extrapolation seeks to infer future facts from time-varying relational histories. Recent diffusion-based approaches improve uncertainty modeling thro…
cs.CL2026
DiffuSent: Towards a Unified Diffusion Framework for Aspect-Based Sentiment Analysis
Shu Long, Yanglei Gan, Xuchuan Zhou
Aspect-Based Sentiment Analysis (ABSA) encompasses seven distinct subtasks, each focusing on different extracted elements. Despite the proven success of generative models in unifie…