NeurIPS 2024 Workshop TSALM Submissions

PRIMUS: Pretraining IMU Encoders with Multimodal Self-Supervision
Arnav Mohanty Das, Chi Ian Tang, Fahim Kawsar, Mohammad Malekzadeh
- Published: 10 Oct 2024, Last Modified: 26 Nov 2024
- NeurIPS 2024 TSALM Workshop
- Readers: Everyone
KAN4Drift: Are KAN Effective for Identifying and Tracking Concept Drift in Time Series?
Kunpeng Xu, Lifei Chen, Shengrui Wang
- Published: 10 Oct 2024, Last Modified: 26 Nov 2024
- NeurIPS 2024 TSALM Workshop
- Readers: Everyone
Maven: A Multimodal Foundation Model for Supernova Science
Gemma Zhang, Thomas Helfer, Alexander Thomas Gagliano, Siddharth Mishra-Sharma, V Ashley Villar
- Published: 10 Oct 2024, Last Modified: 26 Nov 2024
- NeurIPS 2024 TSALM Workshop Oral
- Readers: Everyone
Towards Long-Context Time Series Foundation Models
Nina Żukowska, Mononito Goswami, Michał Wiliński, Willa Potosnak, Artur Dubrawski
- Published: 10 Oct 2024, Last Modified: 26 Nov 2024
- NeurIPS 2024 TSALM Workshop
- Readers: Everyone
A Language Model-Guided Framework for Mining Time Series with Distributional Shifts
Haibei Zhu, Yousef El-Laham, Elizabeth Fons, Svitlana Vyetrenko
- Published: 10 Oct 2024, Last Modified: 26 Nov 2024
- NeurIPS 2024 TSALM Workshop
- Readers: Everyone
Reimagining Time Series Foundation Models: Metadata and State-Space Model Perspectives
Pengrui Quan, Ozan Baris Mulayim, Liying Han, Dezhi Hong, Mario Berges, Mani Srivastava
- Published: 10 Oct 2024, Last Modified: 26 Nov 2024
- NeurIPS 2024 TSALM Workshop
- Readers: Everyone
Fine-Tuning a Time Series Foundation Model with Wasserstein Loss
Andrei Chernov
- Published: 10 Oct 2024, Last Modified: 26 Nov 2024
- NeurIPS 2024 TSALM Workshop
- Readers: Everyone
Do we really need Foundation Models for multi-step-ahead Epidemic Forecasting?
Mrinmoy Dey, Aprameyo Chakrabartty, Dhruv Sarkar, Tanujit Chakraborty
- Published: 10 Oct 2024, Last Modified: 26 Nov 2024
- NeurIPS 2024 TSALM Workshop
- Readers: Everyone
Text2Freq: Learning Series Patterns from Text via Frequency Domain
Ming-Chih Lo, Ching Chang, Wen-Chih Peng
- Published: 10 Oct 2024, Last Modified: 26 Nov 2024
- NeurIPS 2024 TSALM Workshop
- Readers: Everyone
TrajGPT: Healthcare Time-Series Representation Learning for Trajectory Prediction
Ziyang Song, Qincheng Lu, He Zhu, David L. Buckeridge, Yue Li
- Published: 10 Oct 2024, Last Modified: 26 Nov 2024
- NeurIPS 2024 TSALM Workshop
- Readers: Everyone
Unveiling and Manipulating Concepts in Time Series Foundation Models
Michał Wiliński, Mononito Goswami, Nina Żukowska, Willa Potosnak, Artur Dubrawski
- Published: 10 Oct 2024, Last Modified: 26 Nov 2024
- NeurIPS 2024 TSALM Workshop
- Readers: Everyone
Optimizing Time Series Forecasting Architectures: A Hierarchical Neural Architecture Search Approach
Difan Deng, Marius Lindauer
- Published: 10 Oct 2024, Last Modified: 26 Nov 2024
- NeurIPS 2024 TSALM Workshop
- Readers: Everyone
Time Series under Temporal Label Noise
Sujay Nagaraj, Walter Gerych, Sana Tonekaboni, Anna Goldenberg, Berk Ustun, Thomas Hartvigsen
- Published: 10 Oct 2024, Last Modified: 26 Nov 2024
- NeurIPS 2024 TSALM Workshop Spotlight
- Readers: Everyone
Incorporating Metabolic Information into LLMs for Anomaly Detection in Clinical Time-Series
Maxx Richard Rahman, Ruoxuan Liu, Wolfgang Maass
- Published: 10 Oct 2024, Last Modified: 26 Nov 2024
- NeurIPS 2024 TSALM Workshop
- Readers: Everyone
TimeSeriesExam: A Time Series Understanding Exam
Yifu Cai, Arjun Choudhry, Mononito Goswami, Artur Dubrawski
- Published: 10 Oct 2024, Last Modified: 26 Nov 2024
- NeurIPS 2024 TSALM Workshop Spotlight
- Readers: Everyone
Hierarchical Time Series Forecasting Via Latent Mean Encoding
Alessandro Salatiello, Stefan Birr, Manuel Kunz
- Published: 10 Oct 2024, Last Modified: 26 Nov 2024
- NeurIPS 2024 TSALM Workshop
- Readers: Everyone
Revisiting Masked Auto-Encoders for ECG-Language Representation Learning
Manh Pham Hung, Aaqib Saeed, Dong Ma
- Published: 10 Oct 2024, Last Modified: 26 Nov 2024
- NeurIPS 2024 TSALM Workshop
- Readers: Everyone
Scaling to Billion Parameters for Time Series Foundation Models with Mixture of Experts
Xiaoming Shi, Shiyu Wang, Yuqi Nie, Dianqi Li, Zhou Ye, Qingsong Wen, Ming Jin
- Published: 10 Oct 2024, Last Modified: 26 Nov 2024
- NeurIPS 2024 TSALM Workshop
- Readers: Everyone
Implicit Reasoning in Deep Time Series Forecasting
Willa Potosnak, Cristian Ignacio Challu, Mononito Goswami, Michał Wiliński, Nina Żukowska, Artur Dubrawski
- Published: 10 Oct 2024, Last Modified: 26 Nov 2024
- NeurIPS 2024 TSALM Workshop
- Readers: Everyone
Context is Key: A Benchmark for Forecasting with Essential Textual Information
Arjun Ashok, Andrew Robert Williams, Étienne Marcotte, Valentina Zantedeschi, Jithendaraa Subramanian, Roland Riachi, James Requeima, Alexandre Lacoste, Irina Rish, Nicolas Chapados, Alexandre Drouin
- Published: 10 Oct 2024, Last Modified: 26 Nov 2024
- NeurIPS 2024 TSALM Workshop
- Readers: Everyone
In-context Quantile Regression for Multi-product Inventory Management using Time-series Transformers
Magnus Josef Maichle, Sohom Mukherjee, Kai Günder, Ivane Antonov, Nikolai Stein, Richard Pibernik
- Published: 10 Oct 2024, Last Modified: 26 Nov 2024
- NeurIPS 2024 TSALM Workshop
- Readers: Everyone
♠ SPADE ♠ Split Peak Attention DEcomposition
Malcolm Wolff, Kin G. Olivares, Boris N. Oreshkin, Sunny Ruan, Sitan Yang, Abhinav Katoch, Shankar Ramasubramanian, Youxin Zhang, Michael W. Mahoney, Dmitry Efimov, Vincent Quenneville-Belair
- Published: 10 Oct 2024, Last Modified: 26 Nov 2024
- NeurIPS 2024 TSALM Workshop
- Readers: Everyone
Measuring Pre-training Data Quality without Labels for Time Series Foundation Models
Songkang Wen, Vasilii Feofanov, Jianfeng Zhang
- Published: 10 Oct 2024, Last Modified: 26 Nov 2024
- NeurIPS 2024 TSALM Workshop
- Readers: Everyone
Towards Resolution-Aware Retrieval Augmented Zero-Shot Forecasting
Iman Deznabi, Peeyush Kumar, Madalina Fiterau
- Published: 10 Oct 2024, Last Modified: 26 Nov 2024
- NeurIPS 2024 TSALM Workshop Spotlight
- Readers: Everyone
LLMForecaster: Improving Seasonal Event Forecasts with Unstructured Textual Data
Hanyu Zhang, Chuck Arvin, Dmitry Efimov, Michael W. Mahoney, Dominique Perrault-Joncas, Shankar Ramasubramanian, Andrew Gordon Wilson, Malcolm Wolff
- Published: 10 Oct 2024, Last Modified: 26 Nov 2024
- NeurIPS 2024 TSALM Workshop
- Readers: Everyone