الباحثون

Wanjin Feng

المنشورات 2

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Parallel Predictive World Models for Accurate and Efficient Long-Horizon Planning

Wanjin Feng, Baobin Zhang, Ao Yu وآخرون · 2026

Long-horizon world-model planning typically relies on autoregressive rollouts, where predicted states are repeatedly fed back into the model. This preserves temporal structure but creates a horizon-length sequential path and exposes later predictions to recursive decoded-state feedback. We introduce Parallel Predictive …

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ProtoFlow: Prototype-Guided Flow Matching for Multivariate Time Series Forecasting

Shibo Feng, Wanjin Feng, Yang Qiu وآخرون · 2026

Generative modeling has shown strong promise for multivariate time mseries (MTS) forecasting, especially scale to high-dimensional settings. Diffusion-based methods achieve competitive performance but typically require many sampling steps at inference. VAE-based non-iterative forecasting frameworks have therefore emerg …

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