% Key papers for Time-series language reasoning (scime atlas, https://atlas.scime.ai). Authors are not included: add them from the paper pages.

@inproceedings{aaai2025_chattime_8411,
  title = {{ChatTime: A Unified Multimodal Time Series Foundation Model Bridging Numerical and Textual Data}},
  booktitle = {AAAI Conference on Artificial Intelligence (AAAI)},
  year = {2025},
  url = {https://ojs.aaai.org/index.php/AAAI/article/view/33384},
}

@inproceedings{neurips2024_time_73261,
  title = {{Time-MMD: Multi-Domain Multimodal Dataset for Time Series Analysis}},
  booktitle = {Advances in Neural Information Processing Systems (NeurIPS)},
  year = {2024},
  url = {https://neurips.cc/virtual/2024/poster/97582},
}

@inproceedings{neurips2024_unimts_71152,
  title = {{UniMTS: Unified Pre-training for Motion Time Series}},
  booktitle = {Advances in Neural Information Processing Systems (NeurIPS)},
  year = {2024},
  url = {https://neurips.cc/virtual/2024/poster/96073},
}

@inproceedings{aaai2026_mtp_107565,
  title = {{MTP: Exploring Multimodal Urban Traffic Profiling with Modality Augmentation and Spectrum Fusion}},
  booktitle = {AAAI Conference on Artificial Intelligence (AAAI)},
  year = {2026},
  url = {https://ojs.aaai.org/index.php/AAAI/article/view/39917},
}

@inproceedings{aaai2024_jolt_6361,
  title = {{JoLT: Jointly Learned Representations of Language and Time-Series for Clinical Time-Series Interpretation (Student Abstract)}},
  booktitle = {AAAI Conference on Artificial Intelligence (AAAI)},
  year = {2024},
  url = {https://ojs.aaai.org/index.php/AAAI/article/view/30423},
}

@inproceedings{aaai2025_text2data_10959,
  title = {{Text2Data: Low-Resource Data Generation with Textual Control}},
  booktitle = {AAAI Conference on Artificial Intelligence (AAAI)},
  year = {2025},
  url = {https://ojs.aaai.org/index.php/AAAI/article/view/35424},
}

@inproceedings{icml2026_twinweaver_54395,
  title = {{TwinWeaver: An LLM-Based Foundation Model Framework for Pan-Cancer Digital Twins}},
  booktitle = {International Conference on Machine Learning (ICML)},
  year = {2026},
  url = {https://openreview.net/forum?id=oWqRhYpJb6},
}

@inproceedings{neurips2024_abstracted_73995,
  title = {{Abstracted Shapes as Tokens - A Generalizable and Interpretable Model for Time-series Classification}},
  booktitle = {Advances in Neural Information Processing Systems (NeurIPS)},
  year = {2024},
  url = {https://neurips.cc/virtual/2024/poster/93522},
}

@inproceedings{neurips2025_gem_78818,
  title = {{GEM: Empowering MLLM for Grounded ECG Understanding with Time Series and Images}},
  booktitle = {Advances in Neural Information Processing Systems (NeurIPS)},
  year = {2025},
  url = {https://openreview.net/forum?id=idtZwmjakN},
}

@inproceedings{neurips2025_brain_79835,
  title = {{Brain Harmony: A Multimodal Foundation Model Unifying Morphology and Function into 1D Tokens}},
  booktitle = {Advances in Neural Information Processing Systems (NeurIPS)},
  year = {2025},
  url = {https://openreview.net/forum?id=tPJg65EB7D},
}

@inproceedings{iclr2026_language_87290,
  title = {{Language in the Flow of Time: Time-Series-Paired Texts Weaved into a Unified Temporal Narrative}},
  booktitle = {International Conference on Learning Representations (ICLR)},
  year = {2026},
  url = {https://openreview.net/forum?id=a1zBg9cBvt},
}

@inproceedings{iclr2026_repurposing_89223,
  title = {{Repurposing Foundation Model for Generalizable Medical Time Series Classification}},
  booktitle = {International Conference on Learning Representations (ICLR)},
  year = {2026},
  url = {https://openreview.net/forum?id=wNEzRYiyZM},
}

@inproceedings{aaai2026_heartllm_108369,
  title = {{HeartLLM: Discretized ECG Tokenization for LLM-Based Diagnostic Reasoning}},
  booktitle = {AAAI Conference on Artificial Intelligence (AAAI)},
  year = {2026},
  url = {https://ojs.aaai.org/index.php/AAAI/article/view/40721},
}

@inproceedings{icml2025_itformer_46725,
  title = {{ITFormer: Bridging Time Series and Natural Language for Multi-Modal QA with Large-Scale Multitask Dataset}},
  booktitle = {International Conference on Machine Learning (ICML)},
  year = {2025},
  url = {https://icml.cc/virtual/2025/poster/45847},
}

@inproceedings{icml2026_patra_50587,
  title = {{PATRA: Pattern-Aware Alignment and Balanced Reasoning for Time Series Question Answering}},
  booktitle = {International Conference on Machine Learning (ICML)},
  year = {2026},
  url = {https://openreview.net/forum?id=Du8BMHfNzp},
}

@inproceedings{icml2026_opentslm_50740,
  title = {{OpenTSLM: Time-Series Language Models for Reasoning over Multivariate Medical Text- and Time-Series Data}},
  booktitle = {International Conference on Machine Learning (ICML)},
  year = {2026},
  url = {https://openreview.net/forum?id=FHDRzhKm0f},
}

@inproceedings{icml2026_telecomts_54307,
  title = {{TelecomTS: A Multi-Modal Observability Dataset for Time Series and Language Analysis}},
  booktitle = {International Conference on Machine Learning (ICML)},
  year = {2026},
  url = {https://openreview.net/forum?id=nifIPKmOyY},
}

@inproceedings{icml2026_hearts_54608,
  title = {{HEARTS: Benchmarking LLM Reasoning on Health Time Series}},
  booktitle = {International Conference on Machine Learning (ICML)},
  year = {2026},
  url = {https://openreview.net/forum?id=qj4EnIvNU4},
}

@inproceedings{icml2026_sonar_54731,
  title = {{Sonar-TS: Search-Then-Verify Natural Language Querying for Time Series Databases}},
  booktitle = {International Conference on Machine Learning (ICML)},
  year = {2026},
  url = {https://openreview.net/forum?id=s0dgtvgAt1},
}

@inproceedings{icml2026_adaptive_55433,
  title = {{Adaptive Time Series Reasoning via Segment Selection}},
  booktitle = {International Conference on Machine Learning (ICML)},
  year = {2026},
  url = {https://openreview.net/forum?id=yzBbBPheg7},
}