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RESEARCH
The science behind the models
Peer-reviewed research and open-source releases from Aionic Labs.
2026
ICML
OpenTSLM: Time Series Language Models for Reasoning over Multivariate Medical Text and Time Series Data
Accepted at ICML 2026.
ICLR Workshop
TS-Haystack: A Multi-Scale Retrieval Benchmark for Time Series Language Models
ICLR 2026 Workshop on Time Series in the Age of Large Models.
In review
TimeCap: A Scalable Open-Source Pipeline for Captioning Wearable Health Time Series Data
In review.
In review
STILE: Continual Learning for Accurate and Explainable Rationales in Time Series Language Models via Self-Distillation
In review.
In preparation
TimeRLM: Recursive Language Models for Anomaly Detection
In preparation.
In review
How Well Do Multimodal Models Reason on ECG Signals?
In review.
Interspeech
Patient-Level Multimodal Question Answering from Multi-Site Auscultation Recordings
Accepted at Interspeech 2026.
2025
Preprint
OpenTSLM released open source under MIT license
Now at 1,200+ GitHub stars.