NeurIPS 2024 Workshop AIM-FM Submissions

Universal Speech Disorder Recognition: Towards a Foundation Model for Cross-Pathology Generalisation
Giulia Sanguedolce, Dragos-Cristian Gruia, Sophie Brook, Patrick Naylor, Fatemeh Geranmayeh
- Published: 12 Oct 2024, Last Modified: 15 Dec 2024
- AIM-FM Workshop @ NeurIPS'24 Poster
- Readers: Everyone
Intraoperative Glioma Segmentation with YOLO + SAM for Improved Accuracy in Tumor Resection
Samir Kassam, Angelo Markham, Katie Vo, Yashas Revanakara, Kevin Zhu, Michael Lam
- Published: 09 Dec 2024, Last Modified: 15 Dec 2024
- AIM-FM Workshop @ NeurIPS'24 Reject
- Readers: Everyone
A Benchmark for Long-Form Medical Question Answering
Pedram Hosseini, Jessica M. Sin, Bing Ren, Bryceton G. Thomas, Elnaz Nouri, Ali Farahanchi, Saeed Hassanpour
- Published: 12 Oct 2024, Last Modified: 15 Dec 2024
- AIM-FM Workshop @ NeurIPS'24 Poster
- Readers: Everyone
Going beyond H&E and Oncology: how do Histopathology Foundation Models perform for multi-stain IHC & Immunology?
Amaya Gallagher-Syed, ELENA PONTARINI, Myles J. Lewis, Gregory Slabaugh, Michael R Barnes
- Published: 12 Oct 2024, Last Modified: 15 Dec 2024
- AIM-FM Workshop @ NeurIPS'24 Poster
- Readers: Everyone
Medical Imaging Complexity and its Effects on GAN Performance
William Cagas, Chan Ko, Blake T. Hsiao, Shryuk Grandhi, Rishi Bhattacharya, Kevin Zhu, Michael Lam
- Published: 09 Dec 2024, Last Modified: 15 Dec 2024
- AIM-FM Workshop @ NeurIPS'24 Reject
- Readers: Everyone
Exploring Fairness in Long-Term Prediction of Type 2 Diabetes Microvascular Complications
Elizabeth Remfry, Rafael Henkin, Zainab Awan, Rohini Mathur, Michael R Barnes, Aakanksha Naik
- Published: 12 Oct 2024, Last Modified: 15 Dec 2024
- AIM-FM Workshop @ NeurIPS'24 Poster
- Readers: Everyone
Adaptive Reasoning and Acting in Medical Language Agents
Abhishek Dutta, Yen-Che Hsiao
- Published: 09 Dec 2024, Last Modified: 15 Dec 2024
- AIM-FM Workshop @ NeurIPS'24 Reject
- Readers: Everyone
A Self-Supervised Model for Multi-modal Stroke Risk Prediction
Camille Delgrange, Olga V. Demler, Samia Mora, bjoern menze, Ezequiel De la Rosa, Neda Davoudi
- Published: 12 Oct 2024, Last Modified: 15 Dec 2024
- AIM-FM Workshop @ NeurIPS'24 Poster
- Readers: Everyone
Towards Foundation Models for Critical Care Time Series
Manuel Burger, Fedor Sergeev, Malte Londschien, Daphné Chopard, Hugo Yèche, Eike Christian Gerdes, Polina Leshetkina, Alexander Morgenroth, Zeynep Babür, Jasmina Bogojeska, Martin Faltys, Rita Kuznetsova, Gunnar Ratsch
- Published: 12 Oct 2024, Last Modified: 15 Dec 2024
- AIM-FM Workshop @ NeurIPS'24 Oral
- Readers: Everyone
A self-supervised framework for learning whole slide representations
Xinhai Hou, Cheng Jiang, Akhil Kondepudi, Yiwei Lyu, Asadur Zaman Chowdury, Honglak Lee, Todd C Hollon
- Published: 12 Oct 2024, Last Modified: 15 Dec 2024
- AIM-FM Workshop @ NeurIPS'24 Poster
- Readers: Everyone
GPT Sonograpy: Hand Gesture Decoding from Forearm Ultrasound Images via VLM
Keshav Bimbraw, Ye Wang, Jing Liu, Toshiaki Koike-Akino
- Published: 12 Oct 2024, Last Modified: 15 Dec 2024
- AIM-FM Workshop @ NeurIPS'24 Poster
- Readers: Everyone
Random Token Fusion for Multi-View Medical Diagnosis
Jingyu Guo, Christos Matsoukas, Fredrik Strand, Kevin Smith
- Published: 12 Oct 2024, Last Modified: 15 Dec 2024
- AIM-FM Workshop @ NeurIPS'24 Poster
- Readers: Everyone
Best of Both Worlds: Harmonizing LLM Capabilities in Decision-Making and Question-Answering for Treatment Regimes
Hongxuan Liu, Zhiyao Luo, Tingting Zhu
- Published: 12 Oct 2024, Last Modified: 15 Dec 2024
- AIM-FM Workshop @ NeurIPS'24 Poster
- Readers: Everyone
Visual_Interpretability_of_Bioimaging_Deep_Learning_Models__neurips_
Oded Rotem
- Published: 09 Dec 2024, Last Modified: 15 Dec 2024
- AIM-FM Workshop @ NeurIPS'24 Reject
- Readers: Everyone
Sentiment Reasoning for Healthcare
Khai-Nguyen Nguyen, Khai Le-Duc, Bach Phan Tat, Le Duy, Jerry Ngo, Long Vo-Dang, Anh Totti Nguyen, Hy Truong Son
- Published: 12 Oct 2024, Last Modified: 15 Dec 2024
- AIM-FM Workshop @ NeurIPS'24 Poster
- Readers: Everyone
PICASO: Secure Aggregation for Federated Learning with Minimal Synchronization
Harish Karthikeyan, Antigoni Polychroniadou
- Published: 12 Oct 2024, Last Modified: 12 Jul 2025
- AIM-FM Workshop @ NeurIPS'24 Poster
- Readers: Everyone
Multimodal Lego: Model Merging and Fine-Tuning Across Topologies and Modalities
Konstantin Hemker, Nikola Simidjievski, Mateja Jamnik
- Published: 12 Oct 2024, Last Modified: 15 Dec 2024
- AIM-FM Workshop @ NeurIPS'24 Poster
- Readers: Everyone
Synthetic Multimodal Data Generation and Training Optimization For Computed Tomography Cardiac Imaging Applications
Masaki Ikuta, Quanqi Hu, Ashok Vardhan Addala, Ravi Soni, Avinash Gopal
- Published: 12 Oct 2024, Last Modified: 15 Dec 2024
- AIM-FM Workshop @ NeurIPS'24 Poster
- Readers: Everyone
DMM: Distributed Matrix Mechanism for Differentially-Private Federated Learning using Packed Secret Sharing
Alexander Bienstock, Ujjwal Kumar, Antigoni Polychroniadou
- Published: 12 Oct 2024, Last Modified: 15 Dec 2024
- AIM-FM Workshop @ NeurIPS'24 Poster
- Readers: Everyone
Classification of Melanoma Skin Cancer with Ensemble Learning and Stratified K-Fold Validation
Shanker Ram, Yajat Nagaraj Kiran
- Published: 09 Dec 2024, Last Modified: 15 Dec 2024
- AIM-FM Workshop @ NeurIPS'24 Reject
- Readers: Everyone
DAug: Diffusion-based Channel Augmentation for Radiology Image Retrieval and Classification
Ying Jin, Zhuoran Zhou, Haoquan Fang, Jenq-Neng Hwang
- Published: 12 Oct 2024, Last Modified: 15 Dec 2024
- AIM-FM Workshop @ NeurIPS'24 Poster
- Readers: Everyone
Armadillo: Robust Secure Aggregation for Federated Learning with Input Validation
Yiping Ma, Yue Guo, Harish Karthikeyan, Antigoni Polychroniadou
- Published: 12 Oct 2024, Last Modified: 12 Jul 2025
- AIM-FM Workshop @ NeurIPS'24 Poster
- Readers: Everyone
Neural machine translation of clinical procedure codes for medical diagnosis and uncertainty quantification
Pei-Hung Chung, Shuhan He, Norawit Kijpaisalratana, Abdel Badih el Ariss, Byung-Jun Yoon
- Published: 12 Oct 2024, Last Modified: 15 Dec 2024
- AIM-FM Workshop @ NeurIPS'24 Poster
- Readers: Everyone
Enhancing Medical NLP Systems: Integrating Upstash Vector and BGE-M3 for Accurate and Ethical Healthcare Data Management with Reduced Bias
Binxi Xie
- Published: 09 Dec 2024, Last Modified: 15 Dec 2024
- AIM-FM Workshop @ NeurIPS'24 Reject
- Readers: Everyone
Leveraging Multimodal Machine Learning for Predictive Diagnostics of Adolescent Mental Health Disorders
Ankit Rao
- Published: 09 Dec 2024, Last Modified: 15 Dec 2024
- AIM-FM Workshop @ NeurIPS'24 Reject
- Readers: Everyone