ICML 2025 Workshop FMSD Submissions

TimePoint: Accelerated Time Series Alignment via Self-Supervised Keypoint and Descriptor Learning
Ron Shapira Weber, Shahar Benishay, Andrey Lavrinenko, Shahaf E. Finder, Oren Freifeld
- Published: 09 Jun 2025, Last Modified: 09 Jun 2025
- FMSD @ ICML 2025
- Readers: Everyone
Mantis: Lightweight Calibrated Foundation Model for User-Friendly Time Series Classification
Vasilii Feofanov, Marius Alonso, Songkang Wen, Romain Ilbert, Hongbo Guo, Malik Tiomoko, Lujia Pan, Jianfeng Zhang, Ievgen Redko
- Published: 09 Jun 2025, Last Modified: 09 Jun 2025
- FMSD @ ICML 2025
- Readers: Everyone
CauKer: Classification Time Series Foundation Models Can Be Pretrained on Synthetic Data only
Shifeng Xie, Vasilii Feofanov, Marius Alonso, Ambroise Odonnat, Jianfeng Zhang, Ievgen Redko
- Published: 09 Jun 2025, Last Modified: 09 Jun 2025
- FMSD @ ICML 2025
- Readers: Everyone
Exploring Relational Database Foundation Models from a Graph Perspective
Yanbo Wang, Xiyuan Wang, Quan Gan, Minjie Wang, Qibin Yang, David Wipf, Muhan Zhang
- Published: 09 Jun 2025, Last Modified: 09 Jun 2025
- FMSD @ ICML 2025
- Readers: Everyone
CLEAR: Contextual Logic-based Explanations for Anomaly Reasoning
Vikash Sharma, Vipul Joshi, Anurag Tripathi, Mayank Jauhari, Amir Raza
- Published: 09 Jun 2025, Last Modified: 09 Jun 2025
- FMSD @ ICML 2025
- Readers: Everyone
Make Still Further Progress: Chain of Thoughts for Tabular Data Leaderboard
Si-Yang Liu, Qile Zhou, Han-Jia Ye
- Published: 09 Jun 2025, Last Modified: 09 Jun 2025
- FMSD @ ICML 2025
- Readers: Everyone
TabPFN Unleashed: A Scalable and Effective Solution to Tabular Classification Problems
Si-Yang Liu, Han-Jia Ye
- Published: 09 Jun 2025, Last Modified: 09 Jun 2025
- FMSD @ ICML 2025
- Readers: Everyone
One-Run Privacy Auditing for Structured Generative and Foundation Models
Rishav Chourasia, Zilong Zhao, Uzair Javaid
- Published: 09 Jun 2025, Last Modified: 09 Jun 2025
- FMSD @ ICML 2025
- Readers: Everyone
Explore the Time Series Forecasting Potential of TabPFN Leveraging the Intrinsic Periodicity of Data
Sibo Cai, Xi Sun, Hui Zhong
- Published: 09 Jun 2025, Last Modified: 09 Jun 2025
- FMSD @ ICML 2025
- Readers: Everyone
From Tabular to Time Series: Can TabPFN Handle Mixed Data? A Study on PhysioNet
Zichao Li, Bingyang Wang, Zong Ke
- Published: 09 Jun 2025, Last Modified: 09 Jun 2025
- FMSD @ ICML 2025
- Readers: Everyone
FoMo-0D: A Foundation Model for Zero-shot Outlier Detection
Yuchen Shen, Haomin Wen, Leman Akoglu
- Published: 09 Jun 2025, Last Modified: 09 Jun 2025
- FMSD @ ICML 2025
- Readers: Everyone
Assessing the Robustness of Tabular Prior-Data Fitted Network Classifier
Ali Nawaz, Amir Ahmad, Shehroz S. Khan
- Published: 09 Jun 2025, Last Modified: 09 Jun 2025
- FMSD @ ICML 2025
- Readers: Everyone
Early Stopping Tabular In-Context Learning
Jaris Küken, Lennart Purucker, Frank Hutter
- Published: 09 Jun 2025, Last Modified: 09 Jun 2025
- FMSD @ ICML 2025
- Readers: Everyone
Dual Adaptation of Time-Series Foundation Models for Financial Forecasting
Fatemeh Chitsaz, Saman Haratizadeh
- Published: 09 Jun 2025, Last Modified: 09 Jun 2025
- FMSD @ ICML 2025
- Readers: Everyone
TabRep: Training Tabular Diffusion Models with a Simple and Effective Continuous Representation
Jacob Si, Zijing Ou, Mike Qu, Zhengrui Xiang, Yingzhen Li
- Published: 09 Jun 2025, Last Modified: 09 Jun 2025
- FMSD @ ICML 2025
- Readers: Everyone
Rethinking Description Length: A TabPFN-Based Approximation of Bayesian Mixture Codes
Afiq Abdillah Effiezal Aswadi, Susan Wei, Ria Jeffrey
- Published: 09 Jun 2025, Last Modified: 09 Jun 2025
- FMSD @ ICML 2025
- Readers: Everyone
Two-Stage Contrastive Language Electrocardiogram Pre-training for Fine-Grained Waveform Features
HaitaoLi, Che Liu, Zhengyao Ding, Ziyi Liu, Zhengxing Huang
- Published: 09 Jun 2025, Last Modified: 09 Jun 2025
- FMSD @ ICML 2025
- Readers: Everyone
TiRex: Zero-Shot Forecasting Across Long and Short Horizons
Andreas Auer, Patrick Podest, Daniel Klotz, Sebastian Böck, Günter Klambauer, Sepp Hochreiter
- Published: 09 Jun 2025, Last Modified: 09 Jun 2025
- FMSD @ ICML 2025
- Readers: Everyone
Gateformer: Advancing Multivariate Time Series Forecasting via Temporal and Variate-Wise Attention with Gated Representations
Yu-Hsiang Lan
- Published: 09 Jun 2025, Last Modified: 09 Jun 2025
- FMSD @ ICML 2025
- Readers: Everyone
TabReason: A Reinforcement Learning-Enhanced Reasoning LLM for Explainable Tabular Data Prediction
Tommy Miao Xu, Zhitian Zhang, Xiangyu Sun, Lauren Kelly Zung, Hossein Hajimirsadeghi, Greg Mori
- Published: 09 Jun 2025, Last Modified: 09 Jun 2025
- FMSD @ ICML 2025
- Readers: Everyone
AdaRec: Adaptive Recommendation with LLMs via Narrative Profiling and Dual-Channel Reasoning
Meiyun Wang, Charin Polpanumas
- Published: 09 Jun 2025, Last Modified: 09 Jun 2025
- FMSD @ ICML 2025
- Readers: Everyone