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Workshop
Sun 15:30 Scaling-laws for Large Time-series Models
JUSTIN ALSING · Thomas Edwards · Benjamin Wandelt · James Alvey · Nam Nguyen
Workshop
Probabilistic Forecasting for Building Energy Systems: Are Time-Series Foundation Models the Answer?
Young-Jin Park · François Germain · Jing Liu · Ye Wang · Gordon Wichern · Toshiaki Koike-Akino · Navid Azizan · Christopher Laughman · Ankush Chakrabarty
Workshop
Sun 14:35 Towards Time-Series Reasoning with LLMs
Winnie Chow · Lauren Gardiner · Haraldur Hallgrimsson · Maxwell Xu · Shirley Ren
Poster
Fri 16:30 The Elephant in the Room: Towards A Reliable Time-Series Anomaly Detection Benchmark
Qinghua Liu · John Paparrizos
Workshop
Weakly-supervised Multi-sensor Anomaly Detection with Time-series Foundation Models
Zelin He · Matthew Reimherr · Sarah Alnegheimish · Akash Chandrayan
Poster
Wed 16:30 ElasTST: Towards Robust Varied-Horizon Forecasting with Elastic Time-Series Transformer
Jiawen Zhang · Shun Zheng · Xumeng Wen · Xiaofang Zhou · Jiang Bian · Jia Li
Affinity Event
A Hybrid COMTE-LEFTIST Time-Series Explanation Method For a Time-series Classification Bitcoin Recommendation System
lucas rabelo · Teresa Ludermir
Workshop
When Larger Isn’t Better: Lightweight CNNs Outperform Large Time-Series Models in Classification of Oil and Gas Drilling Data
abdallah benzine · J.S. Buiting · Soumyadipta Sengupta · Badal Gupta · Youssef Tamaazousti
Workshop
Towards Large-scale Clinical Multi-variate Time-series Datasets
Manuel Burger · Fedor Sergeev · Malte Londschien · Daphné Chopard · Hugo Yèche · Eike Gerdes · Polina Leshetkina · Alexander Morgenroth · Zeynep Babür · Jasmina Bogojeska · Martin Faltys · Rita Kuznetsova · Gunnar Rätsch
Poster
Thu 16:30 IncomeSCM: From tabular data set to time-series simulator and causal estimation benchmark
Fredrik Johansson
Workshop
Align and Fine-Tune: Enhancing LLMs for Time-Series Forecasting
Ching Chang · Wei-Yao Wang · Wen-Chih Peng · Tien-Fu Chen · Sagar Samtani
Poster
Thu 16:30 Abstracted Shapes as Tokens - A Generalizable and Interpretable Model for Time-series Classification
Yunshi Wen · Tengfei Ma · Lily Weng · Lam Nguyen · Anak Agung Julius