NeurIPS 2023 Workshop DGM4H Submissions

Automated clinical coding using off-the-shelf large language models
Joseph Spartacus Boyle, Antanas Kascenas, Pat Lok, Maria Liakata, Alison Q O'Neil
- Published: 27 Oct 2023, Last Modified: 10 Nov 2023
- DGM4H NeurIPS 2023 Poster
- Readers: Everyone
Mapping and Diagnosing Augmented Whole Slide Image Datasets with Training Dynamics
Wenqi Shi, Benoit Louis Marteau, May Dongmei Wang
- Published: 27 Oct 2023, Last Modified: 05 Nov 2023
- DGM4H NeurIPS 2023 Poster
- Readers: Everyone
Effectively Fine-tune to Improve Large Multimodal Models for Radiology Report Generation
Yuzhe Lu, Sungmin Hong, Yash Shah, Panpan Xu
- Published: 27 Oct 2023, Last Modified: 11 Nov 2023
- DGM4H NeurIPS 2023 Poster
- Readers: Everyone
JMedLoRA:Medical Domain Adaptation on Japanese Large Language Models using Instruction-tuning
Issey Sukeda, Masahiro Suzuki, Hiroki Sakaji, Satoshi Kodera
- Published: 27 Oct 2023, Last Modified: 03 Nov 2023
- DGM4H NeurIPS 2023 Poster
- Readers: Everyone
Large Language Models with Retrieval-Augmented Generation for Zero-Shot Disease Phenotyping
Will Thompson, David Michael Vidmar, Jessica Karina De Freitas, Gabriel Altay, Kabir Manghnani, Andrew Nelsen, Kellie Morland, John Pfeifer, Brandon Kenneth Fornwalt, RuiJun Chen, Martin Stumpe, Riccardo Miotto
- Published: 27 Oct 2023, Last Modified: 09 Nov 2023
- DGM4H NeurIPS 2023 Poster
- Readers: Everyone
Counterfactual Generative Models for Time-Varying Treatments
Shenghao Wu, Wenbin Zhou, Minshuo Chen, Shixiang Zhu
- Published: 27 Oct 2023, Last Modified: 11 Nov 2023
- DGM4H NeurIPS 2023 Spotlight
- Readers: Everyone
ECG Inpainting with denoising diffusion prior
Lisa Bedin, Gabriel Cardoso, Remi Dubois, Eric Moulines
- Published: 27 Oct 2023, Last Modified: 22 Nov 2023
- DGM4H NeurIPS 2023 Poster
- Readers: Everyone
Hierarchical Protein Representation for Interface Co-design with HICON
Aous Khadhraoui, Daniel Nakhaee-Zadeh Gutierrez, Elizaveta Kozlova
- Published: 27 Oct 2023, Last Modified: 27 Oct 2023
- DGM4H NeurIPS 2023 Spotlight
- Readers: Everyone
Adversarial Denoising Diffusion Model for Unsupervised Anomaly Detection
Jongmin Yu, Hyeontaek Oh, Jinhong Yang
- Published: 27 Oct 2023, Last Modified: 07 Dec 2023
- DGM4H NeurIPS 2023 Poster
- Readers: Everyone
Prot2Text: Multimodal Protein’s Function Generation with GNNs and Transformers
Hadi Abdine, Michail Chatzianastasis, Costas Bouyioukos, Michalis Vazirgiannis
- Published: 27 Oct 2023, Last Modified: 09 Nov 2023
- DGM4H NeurIPS 2023 Spotlight
- Readers: Everyone
Synthetic Data: Can We Trust Statistical Estimators?
Alexander Decruyenaere, Heidelinde Dehaene, Paloma Rabaey, Christiaan Polet, Johan Decruyenaere, Stijn Vansteelandt, Thomas Demeester
- Published: 27 Oct 2023, Last Modified: 10 Nov 2023
- DGM4H NeurIPS 2023 Poster
- Readers: Everyone
Clinical Time Series Imputation using Conditional Information Bottleneck
MinGyu Choi, Changhee Lee
- Published: 27 Oct 2023, Last Modified: 17 Nov 2023
- DGM4H NeurIPS 2023 Poster
- Readers: Everyone
DySurv: Dynamic Deep Learning Model for Survival Prediction in the ICU
Munib Mesinovic, Peter Watkinson, Tingting Zhu
- Published: 27 Oct 2023, Last Modified: 10 Nov 2023
- DGM4H NeurIPS 2023 Poster
- Readers: Everyone
Language models are susceptible to incorrect patient self-diagnosis in medical applications
Rojin Ziaei, Samuel Schmidgall
- Published: 27 Oct 2023, Last Modified: 11 Nov 2023
- DGM4H NeurIPS 2023 Poster
- Readers: Everyone
DDxT: Deep Generative Transformer Models for Differential Diagnosis
Mohammad Mahmudul Alam, Edward Raff, Tim Oates, Cynthia Matuszek
- Published: 27 Oct 2023, Last Modified: 10 Nov 2023
- DGM4H NeurIPS 2023 Poster
- Readers: Everyone
Generating Personalized Insulin Treatments Strategies with Conditional Generative Time Series Models
Manuel Schürch, Xiang Li, Ahmed Allam, Giulia Hofer, Amina Mollaysa, Claudia Cavelti-Weder, Michael Krauthammer
- Published: 27 Oct 2023, Last Modified: 10 Nov 2023
- DGM4H NeurIPS 2023 Poster
- Readers: Everyone
Generative Time Series Models with Interpretable Latent Processes for Complex Disease Trajectories
Cécile Trottet, Manuel Schürch, Amina Mollaysa, Ahmed Allam, Michael Krauthammer
- Published: 27 Oct 2023, Last Modified: 10 Nov 2023
- DGM4H NeurIPS 2023 Spotlight
- Readers: Everyone
Semantic Map Guided Synthesis of Wireless Capsule Endoscopy Images using Diffusion Models
Haejin Lee, Jeongwoo Ju, Jonghyuck Lee, Yeoun Joo Lee, Heechul Jung
- Published: 27 Oct 2023, Last Modified: 10 Nov 2023
- DGM4H NeurIPS 2023 Poster
- Readers: Everyone
Generative Multimodal Decoding: Reconstructing Images and Text from Human fMRI
Matteo Ferrante, Tommaso Boccato, Furkan Ozcelik, Rufin VanRullen, Nicola Toschi
- Published: 27 Oct 2023, Last Modified: 09 Nov 2023
- DGM4H NeurIPS 2023 Poster
- Readers: Everyone
Robust semi-supervised segmentation with timestep ensembling diffusion models
Margherita Rosnati, Mélanie Roschewitz, Ben Glocker
- Published: 27 Oct 2023, Last Modified: 27 Oct 2023
- DGM4H NeurIPS 2023 Poster
- Readers: Everyone