ICML 2025 Workshop FMSD Submissions

Lights Out, Tabs On: Advancing Row-Column Encoding for Tabular LLMs
Yi-Kai Zhang, Huai-Hong Yin, Xin Li, Haoyu Cao, Yinsong Liu, Deqiang Jiang, Xing Sun, De-Chuan Zhan, Han-Jia Ye
- Published: 09 Jun 2025, Last Modified: 09 Jun 2025
- FMSD @ ICML 2025
- Readers: Everyone
Towards Synthetic Data for Fine-tuning Tabular Foundation Models
Magnus Bühler, Lennart Purucker, Frank Hutter
- Published: 09 Jun 2025, Last Modified: 09 Jun 2025
- FMSD @ ICML 2025
- Readers: Everyone
Instruction Tuning of Large Language Models for Tabular Data Generation—in One Day
Milad Abdollahzadeh, Abdul Raheem, Zilong Zhao, Uzair Javaid, Kevin Yee, Nalam Venkata Abhishek, Tram Truong-Huu, Biplab Sikdar
- Published: 09 Jun 2025, Last Modified: 09 Jun 2025
- FMSD @ ICML 2025
- Readers: Everyone
Towards Benchmarking Foundation Models for Tabular Data With Text
Martin Mráz, Breenda Das, Anshul Gupta, Lennart Purucker, Frank Hutter
- Published: 09 Jun 2025, Last Modified: 09 Jun 2025
- FMSD @ ICML 2025
- Readers: Everyone
Photoplethysmography, Foundation Models, Hypertension and Diabetes
George Searle
- Published: 09 Jun 2025, Last Modified: 09 Jun 2025
- FMSD @ ICML 2025
- Readers: Everyone
Multivariate Calibration is Performative: A Perspective on Pitfalls and Progress
Sofian Zalouk, Charles Marx, Syrine Belakaria, Christopher De Sa, Stefano Ermon
- Published: 09 Jun 2025, Last Modified: 09 Jun 2025
- FMSD @ ICML 2025
- Readers: Everyone
Speaking Numbers to LLMs: Multi-Wavelet Number Embeddings for Time Series Forecasting
Defu Cao, Zijie Lei, Jiao Sun, Yan Liu
- Published: 09 Jun 2025, Last Modified: 09 Jun 2025
- FMSD @ ICML 2025
- Readers: Everyone
G1: Teaching LLMs to Reason on Graphs with Reinforcement Learning
Xiaojun Guo, Ang Li, Yifei Wang, Stefanie Jegelka, Yisen Wang
- Published: 09 Jun 2025, Last Modified: 09 Jun 2025
- FMSD @ ICML 2025
- Readers: Everyone
Theoretical Insights into In-context Learning with Unlabeled Data
Yingcong Li, Xiangyu Chang, Muti Kara, Xiaofeng Liu, Amit Roy-Chowdhury, Samet Oymak
- Published: 09 Jun 2025, Last Modified: 09 Jun 2025
- FMSD @ ICML 2025
- Readers: Everyone
Causal Foundation Models: Disentangling Physics from Instrument Properties
Jeroen Audenaert, Daniel Muthukrishna, Paul F. X. Gregory, David W Hogg, V Ashley Villar
- Published: 09 Jun 2025, Last Modified: 09 Jun 2025
- FMSD @ ICML 2025
- Readers: Everyone
Filter, Augment, Forecast: Online Data Selection for Robust Time Series Forecasting
Ege Onur Taga, Halil Alperen Gozeten, Kutay Tire, Rahul Dalvi, Reinhard Heckel, Samet Oymak
- Published: 09 Jun 2025, Last Modified: 09 Jun 2025
- FMSD @ ICML 2025
- Readers: Everyone
Are Time Series Foundation Models Ready for Zero-Shot Forecasting?
Yunkai Zhang, Qi Zeng, Yawen Zhang, Zhijie Xu, Ming Zheng, Chongyang Gao, Muyan Jiang, Zeyu Zheng
- Published: 09 Jun 2025, Last Modified: 09 Jun 2025
- FMSD @ ICML 2025
- Readers: Everyone
LLM Agents Struggle at Time Series Machine Learning Engineering
Yifu Cai, Xinyu Li, Mononito Goswami, Michał Wiliński, Gus Welter, Artur Dubrawski
- Published: 09 Jun 2025, Last Modified: 09 Jun 2025
- FMSD @ ICML 2025
- Readers: Everyone
Toward Scientific Foundation Models for Aquatic Ecosystems
Abhilash Neog, Medha Sawhney, Kazi Sajeed Mehrab, Sepideh Fatemi, Mary E. Lofton, Amartya Dutta, Aanish Pradhan, Bennett J. McAfee, Emma Marchisin, Robert Ladwig, Arka Daw, Cayelan C. Carey, Paul Hanson, Anuj Karpatne
- Published: 09 Jun 2025, Last Modified: 09 Jun 2025
- FMSD @ ICML 2025
- Readers: Everyone
Query, Don’t Train: Privacy-Preserving Tabular Prediction from EHR Data via SQL Queries
Josefa Lia Stoisser, Marc Boubnovski Martell, Kaspar Märtens, Lawrence Phillips, Stephen Michael Town, Rory Donovan-Maiye, Julien Fauqueur
- Published: 09 Jun 2025, Last Modified: 09 Jun 2025
- FMSD @ ICML 2025
- Readers: Everyone
From Structured Data to Clinical Notes: Robust Clinical Decision Support with Fine-Tuned LLMs
Frederike Lübeck, Jonas Bernhard Wildberger, Frederik Träuble, Maximilian Mordig, Sergios Gatidis, Andreas Krause, Bernhard Schölkopf
- Published: 09 Jun 2025, Last Modified: 09 Jun 2025
- FMSD @ ICML 2025
- Readers: Everyone
Improving Treatment Effect Estimation with LLM-Based Data Augmentation
Nicolas Huynh, Julianna Piskorz, Jeroen Berrevoets, Max Ruiz Luyten, Mihaela van der Schaar
- Published: 09 Jun 2025, Last Modified: 09 Jun 2025
- FMSD @ ICML 2025
- Readers: Everyone
Self-Imputation and Cross-Variable Learning Improve Water Quality Prediction with Sparse Data
Xiaofeng Liu, Xiaobo Xia, Xuechen Zhang, Mohna Chakraborty, Xiyuan Chang, Kuai Fang, William S. Currie, Samet Oymak
- Published: 09 Jun 2025, Last Modified: 09 Jun 2025
- FMSD @ ICML 2025
- Readers: Everyone
Learning What Matters First: Sequential Adaptation of Time Series Foundation Models for Robust Financial Forecasting
Fatemeh Chitsaz, Saman Haratizadeh
- Published: 09 Jun 2025, Last Modified: 09 Jun 2025
- FMSD @ ICML 2025
- Readers: Everyone
Efficient Table Generation for Zero-Shot Column Type Annotation
Ehsan Hoseinzade, Ke Wang
- Published: 09 Jun 2025, Last Modified: 09 Jun 2025
- FMSD @ ICML 2025
- Readers: Everyone
Simulation-Pretrained Foundation Models for Domain-General Astronomical Time Series Tasks with Minimal Labeled Data
Rithwik Gupta, Daniel Muthukrishna
- Published: 09 Jun 2025, Last Modified: 09 Jun 2025
- FMSD @ ICML 2025
- Readers: Everyone
DriMM: Drilling Multimodal Model for Time-Series and Text in the Era of Large Models
Sebastiaan Buiting, Soumyadipta Sengupta, Abdallah Benzine, Amine EL KHAIR, Imane Khaouja, Youssef Tamaazousti
- Published: 09 Jun 2025, Last Modified: 09 Jun 2025
- FMSD @ ICML 2025
- Readers: Everyone
Do You Really Need Public Data? Surrogate Public Data for Differential Privacy on Tabular Data
Shlomi Hod, Lucas Rosenblatt, Julia Stoyanovich
- Published: 09 Jun 2025, Last Modified: 09 Jun 2025
- FMSD @ ICML 2025
- Readers: Everyone
Random Initialization Can’t Catch Up: The Advantage of Language Model Transfer for Time Series Forecasting
Roland Riachi, Kashif Rasul, Arjun Ashok, Prateek Humane, Alexis Roger, Andrew Robert Williams, Yuriy Nevmyvaka, Irina Rish
- Published: 09 Jun 2025, Last Modified: 09 Jun 2025
- FMSD @ ICML 2025
- Readers: Everyone
GATS: A Time-Series Dataset for Addressing General Aviation Flight Safety
Charles Duong, Aidan LaBella, Pak Iong Long, Nathan DePiero, Aditya Iyer, Elise Carman, Randall Balestriero, Travis Desell
- Published: 09 Jun 2025, Last Modified: 09 Jun 2025
- FMSD @ ICML 2025
- Readers: Everyone