National Bureau of Economic Research

Amortized Inference for Correlated Discrete Choice Models via Equivariant Neural Networks

Keane, "Amortized Inference for Correlated Discrete Choice Models via Equivariant Neural Networks," NBER Working Paper 35037 (2026), ...
IEEE

A Survey on Neural Network Prediction Based on Fuzzy Information Granules: Methods, Applications, and Future Challenges

Abstract: In the era of artificial intelligence, the complexity and diversity of data have posed unprecedented challenges for prediction tasks. Fuzzy information granules (FIGs) have emerged as a ...
IEEE

Causally-Aware Hierarchical Graph Neural Networks for Robust Trajectory Prediction

Abstract: Robust trajectory prediction of traffic participants is crucial for autonomous driving in complex urban environments. Traditional data-driven models predominantly rely on feature ...