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Academic

Academic · 1 min

Controllable Image Generation with Composed Parallel Token Prediction

arXiv:2604.05730v1 Announce Type: new Abstract: Conditional discrete generative models struggle to faithfully compose multiple input conditions. To address this, we derive a theoretically-grounded formulation for …

Jamie Stirling, Noura Al-Moubayed, Chris G. Willcocks, Hubert P. H. Shum
26 views
Academic · 1 min

Channel-wise Retrieval for Multivariate Time Series Forecasting

arXiv:2604.05543v1 Announce Type: new Abstract: Multivariate time series forecasting often struggles to capture long-range dependencies due to fixed lookback windows. Retrieval-augmented forecasting addresses this by …

Junhyeok Kang, Jun Seo, Soyeon Park, Sangjun Han, Seohui Bae, Hyeokjun Choe, Soonyoung Lee
4 views
Academic · 1 min

Cross-Machine Anomaly Detection Leveraging Pre-trained Time-series Model

arXiv:2604.05335v1 Announce Type: new Abstract: Achieving resilient and high-quality manufacturing requires reliable data-driven anomaly detection methods that are capable of addressing differences in behaviors among …

Yangmeng Li, Kei Sano, Toshihiro Kitao, Ryoji Anzaki, Yukiya Saitoh, Hironori Moki, Dragan Djurdjanovic
9 views