Jianmin Wang

TiMi: Empowering Time Series Transformers with Multimodal Mixture of Experts

POET: Partially Observed Earth Transformer with High-Dimensional Position Embedding

Adapt Data to Model: Adaptive Transformation Optimization for Domain-shared Time Series Foundation Models

CoRA: Covariate-Aware Adaptation of Time Series Foundation Models

Accuracy Law for the Future of Deep Time Series Forecasting

FlashBias: Fast Computation of Attention with Bias

PhySense: Sensor Placement Optimization for Accurate Physics Sensing

Sundial: A Family of Highly Capable Time Series Foundation Models

Domain Guidance: A Simple Transfer Approach for a Pre-trained Diffusion Model

Dynamical Diffusion: Learning Temporal Dynamics with Diffusion Models

Transolver++: An Accurate Neural Solver for PDEs on Million-Scale Geometries

Timer-XL: Long-Context Transformers for Unified Time Series Forecasting

Metadata Matters for Time Series: Informative Forecasting with Transformers