From the 1 of 2 linked papers with an AI index.
2 papers
cs.LG2026
Towards Reliable Zero-Shot Crowd Forecasting: Evaluating Time Series Foundation Models for Special Event Pedestrian Forecasting
Ziteng Li, Yanan Xin, Tina Comes +1
Managing massive crowds during infrequent special events requires reliable real-time pedestrian-flow forecasting to ensure public safety and operational efficiency. However, superv…
cs.LG2026
Asymmetric Peak-Aware Loss for Peak-Critical Time Series Forecasting
Theivaprakasham Hari, Yanan Xin, Winnie Daamen +2
The paper proposes a model‑agnostic asymmetric loss function (APAL) that penalizes under‑prediction and emphasizes peak regions to improve forecasting of rare demand spikes, and in…