NeurIPS 2025 Workshop TS4H Submissions

Using LLMs for Late Multimodal Sensor Fusion for Activity Recognition
Ilker Demirel, Karan Thakkar, Benjamin Elizalde, Shirley You Ren, Jaya Narain
- Published: 23 Sept 2025, Last Modified: 18 Oct 2025
- TS4H NeurIPS 2025
- Readers: Everyone
A study on intensive care early event prediction: How well do clinicians perform against AI?
Manuel Burger, Jérôme Pasquier, Quinten Johnson, Xinrui Lyu, Dinara Veshchezerova, Carmen A Pfortmueller, Joerg C Schefold, Tobias Merz, David Berger, Martin Faltys, Gunnar Ratsch
- Published: 23 Sept 2025, Last Modified: 18 Oct 2025
- TS4H NeurIPS 2025
- Readers: Everyone
NEUROSKY–EPI: The First Open Single–Electrode Epilepsy EEG Dataset with Context–Aware Modeling and Clinically Grounded Metadata
HM Shadman Tabib, Md. Hasnaen Adil, Ayesha Rahman, Ahmmad Nur Swapnil, Maoyejatun Hasana, A. B. M. Alim Al Islam
- Published: 23 Sept 2025, Last Modified: 18 Oct 2025
- TS4H NeurIPS 2025
- Readers: Everyone
Early Warning of In-Hospital Cardiac Arrest from Photoplethysmography Using Deep Residual Networks
Somin Mindy Lee, Hyeonhoon Lee, Hyung-Chul Lee
- Published: 23 Sept 2025, Last Modified: 18 Oct 2025
- TS4H NeurIPS 2025
- Readers: Everyone
RAxSS: Retrieval-Augmented Sparse Sampling for Explainable Variable-Length Medical Time Series Classification
Aydin Javadov, Samir Garibov, Tobias Hoesli, Qiyang Sun, Joseph Ollier, Florian von Wangenheim, Björn Schuller
- Published: 23 Sept 2025, Last Modified: 18 Oct 2025
- TS4H NeurIPS 2025
- Readers: Everyone
High-Fidelity Synthetic ECG Generation via Mel-Spectrogram Informed Diffusion Training
Zhuoyi Huang, Anamika Kumari, Girish Kumar, Nutan Sahoo, Kexuan Cai, Shixing Cao, Yue Kang, Somya Chatterjee, Tian Xia, Nicholas Hausman, Aidan Jay, Eric S. Rosenthal, Soundararajan Srinivasan, Sadid A. Hasan, Alex Fedorov, Sulaiman Vesal
- Published: 23 Sept 2025, Last Modified: 18 Oct 2025
- TS4H NeurIPS 2025
- Readers: Everyone
dynAmiC: Dynamic Domain Adaptation with Efficient Coreset Selection
Manasa Madabhushi, RITIKA JAIN
- Published: 23 Sept 2025, Last Modified: 18 Oct 2025
- TS4H NeurIPS 2025
- Readers: Everyone
Towards Self-Supervised Foundation Models for Critical Care Time Series
Katja Naasunnguaq Jagd, Rachael DeVries, Ole Winther
- Published: 23 Sept 2025, Last Modified: 18 Oct 2025
- TS4H NeurIPS 2025
- Readers: Everyone
Mapping the Dynamics of Atrial Fibrillation with Spatiotemporal Graph Neural Networks
Alexander Jenkins, Andrea Cini, Joseph Barker, Danilo Mandic, Cesare Alippi, Fu Siong Ng
- Published: 23 Sept 2025, Last Modified: 18 Oct 2025
- TS4H NeurIPS 2025
- Readers: Everyone
Evaluating Language Models as Descriptors of Neonatal Heart Rate in Mortality Prediction
Medhasweta Sen, Jiaxing Qiu, Thomas Hartvigsen
- Published: 23 Sept 2025, Last Modified: 18 Oct 2025
- TS4H NeurIPS 2025
- Readers: Everyone
A CNN-based Local-Global Self-Attention via Averaged Window Embeddings for Hierarchical ECG Analysis
ARTHUR BUZELIN, Yan Aquino, Pedro Augusto Torres Bento, Samira Malaquias, Victoria Estanislau, Arthur Chagas, Pedro Robles Dutenhefner, Turi Andrade Vasconcelos Rezende, Gisele L. Pappa, Wagner Meira Jr.
- Published: 23 Sept 2025, Last Modified: 18 Oct 2025
- TS4H NeurIPS 2025
- Readers: Everyone
Exploring Time-Step Size in Reinforcement Learning for Sepsis Treatment
Yingchuan Sun, Shengpu Tang
- Published: 23 Sept 2025, Last Modified: 18 Oct 2025
- TS4H NeurIPS 2025
- Readers: Everyone
TIDAL: A Temporal Causal Diffusion Framework for Visualizing Knee Osteoarthritis Treatment Outcomes
Anthony Cuturrufo, Fred Xu, Arvind Murari Vepa, David R. Bakal, Veena K. Ranganath, Yizhou Sun, Wei Wang
- Published: 23 Sept 2025, Last Modified: 18 Oct 2025
- TS4H NeurIPS 2025
- Readers: Everyone
Projection-based Robust Interpretable Signal Mixing for Remote Heart Rate Estimation
Cecilia Morales, Chi-En Teh, Kai Li, Pushpak Agrawal, Artur Dubrawski
- Published: 09 Oct 2025, Last Modified: 18 Oct 2025
- TS4H NeurIPS 2025
- Readers: Everyone
PULSE-LAB: A Multimodal Hybrid State-Space Model for Forecasting the Presence of Thoracic Pathologies from ECG Time Series and Laboratory Data
Ismael Villanueva-Miranda, Zifan Gu, Donghan Yang, Yang Xie, Guanghua Xiao
- Published: 23 Sept 2025, Last Modified: 18 Oct 2025
- TS4H NeurIPS 2025
- Readers: Everyone
Black Box to Bedside: Distilling Reinforcement Learning for Sepsis Time Series
Ella Lan, Andrea Yu, Sergio Charles
- Published: 23 Sept 2025, Last Modified: 18 Oct 2025
- TS4H NeurIPS 2025
- Readers: Everyone
Two-Stage Modeling for Dynamic Survival Prediction from Longitudinal Data
Tomoya Ogawa, Masakazu Iwamura, Soichiro Nakako, Hiroshi Okamura, Akinori Nishikawa, Koichi Kise
- Published: 23 Sept 2025, Last Modified: 18 Oct 2025
- TS4H NeurIPS 2025
- Readers: Everyone
Healthcare TimeSeries Reasoning Benchmarks at Scale
Malgorzata Gwiazda, Yifu Cai, Mononito Goswami, Artur Dubrawski
- Published: 23 Sept 2025, Last Modified: 18 Oct 2025
- TS4H NeurIPS 2025
- Readers: Everyone
CAND: Cross-Domain Ambiguity Inference for Early Detecting Nuanced Illness Deterioration
Lo Pang-Yun Ting, Zhen Tan, Hong-Pei Chen, Cheng-Te Li, Po-Lin Chen, Kun-Ta Chuang, huan liu
- Published: 23 Sept 2025, Last Modified: 18 Oct 2025
- TS4H NeurIPS 2025
- Readers: Everyone
Causal Emergent Representation Learning Under Distribution Shift in Critical Care Time Series
Shashank Yadav
- Published: 23 Sept 2025, Last Modified: 18 Oct 2025
- TS4H NeurIPS 2025
- Readers: Everyone
DuLPA: Dual-Level Prototype Alignment for Unsupervised Domain Adaptation in Activity Recognition from Wearables
Kishor Kumar Bhaumik, Jia Chen, Evangelos E. Papalexakis
- Published: 23 Sept 2025, Last Modified: 18 Oct 2025
- TS4H NeurIPS 2025
- Readers: Everyone
Tokenizing Single-Channel EEG with Time-Frequency Motif Learning
Jathurshan Pradeepkumar, Xihao Piao, Zheng Chen, Jimeng Sun
- Published: 23 Sept 2025, Last Modified: 18 Oct 2025
- TS4H NeurIPS 2025
- Readers: Everyone
Improving Forecasts of Suicide Attempts for Patients with Little Data
Genesis Hang, Hope Neveux, Matthew K. Nock, Yaniv Yacoby
- Published: 23 Sept 2025, Last Modified: 18 Oct 2025
- TS4H NeurIPS 2025
- Readers: Everyone
Realistic CDSS Drug Dosing with End-to-end Recurrent Q-learning for Dual Vasopressor Control
Will Y. Zou, Jean Feng, Alexandre Kalimouttou, Jennifer Yuntong Zhang, Christopher Warren Seymour, Romain Pirracchio
- Published: 23 Sept 2025, Last Modified: 18 Oct 2025
- TS4H NeurIPS 2025
- Readers: Everyone
Trajectory- and Topology-Aware Multimodal Modeling for Pediatric Sleep Event Prediction
Scott Ye, Harlin Lee
- Published: 23 Sept 2025, Last Modified: 18 Oct 2025
- TS4H NeurIPS 2025
- Readers: Everyone