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stat.ML2026
Conformal Prediction for Time Series with Deep Sequence Models
Junghwan Lee, Jonghyeok Lee, Yao Xie
Recent advances in deep learning for time series prediction have amplified the need for reliable uncertainty quantification. Conformal prediction has gained attention as a distribu…
stat.ML2025★ 1 cited
High-dimensional Mean-Field Games by Particle-based Flow Matching
Jiajia Yu, Junghwan Lee, Yao Xie +1
Mean-field games (MFGs) study the Nash equilibrium of systems with a continuum of interacting agents, which can be formulated as the fixed-point of optimal control problems. They p…