Work done by my PhD student: Sijie Li, co-supervised with Prof. Jungong Han. @shefcmi.bsky.social
04.08.2025 18:41
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Work done by my PhD student: Sijie Li, co-supervised with Prof. Jungong Han. @shefcmi.bsky.social
New paper: SimMLM: A Simple Framework for Multi-modal Learning with #MissingModality, to be presented at @iccv.bsky.social 2025.
✅ Tested on BraTS 2018, UPMC Food-101, avMNIST
✅ Robust to missing inputs at Test time
✅ Better uncertainty & interpretability
📄 Preprint: arxiv.org/pdf/2507.19264
In particular, we'd like to thank our speakers: Prof Laoise Mcnamara, Dr Dawn Walker, Dr Xiancheng Yu, Prof John Rasmussen, Dr @elleneb.bsky.social, Prof Julia Weinstein, Dr Neil Stewart, Prof Gwendolen Reilly, @proflemaitre.bsky.social, Dr @cherise-chen.bsky.social & Prof Robin Purshouse.
Our approach makes AI-driven ECG analysis more reliable for real-world applications. Let's work on robust, interpretable AI for better human-AI collaboration in healthcare together!
Code: github.com/cherise215/L...
Paper: doi.org/10.1109/tbda...
All open access!
🔹 Key Insights:
✅ Robust Dual Attention Design with Explainability – Captures cross-lead interactions and local temporal dynamics, improving accuracy and clinical relevance!
✅ LLM-Informed Pretraining- Uses a LLM pre-trained on ECG reports to align text and waveform data, improving generalizability
Can AI predict future heart failure risk using low-cost ECGs for global health? 🫀The challenge is: public datasets like UK Biobank have very few recorded HF events, making it hard for AI to learn meaningful patterns. We are excited to introduce our recently published multi-modal learning approach.
MCML Director Prof. Daniel Rückert has been awarded the Gottfried Wilhelm Leibniz Prize 2025!
The Prize is endowed with 2.5 million euros by the Deutsche Forschungsgemeinschaft (DFG) - German Research Foundation.
Congratulations!
@danielrueckert.bsky.social
📸 Juli Eberle
🚀 Exciting news! #MIDL2025 paper call! Submit work on AI for diagnosis and prognosis, multimodal learning & more! 🩺📊
👉 Registration Deadline: Jan 17, 2025
👉 Full Paper Submission Deadline: Jan 24, 2025
👉 Short Paper Submission Deadline: April 11, 2025
🌐 Details:https://2025.midl.io/call-for-papers