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ICML
ICML 2023 Workshop IMLH Submissions
Counterfactual Optimization of Treatment Policies Based on Temporal Point Process
Zilin Jing
,
Chao Yang
,
Shuang Li
Published: 20 Jun 2023, Last Modified: 19 Jul 2023
IMLH 2023 PosterShortPaper
Readers:
Everyone
(Un)reasonable Allure of Ante-hoc Interpretability for High-stakes Domains: Transparency Is Necessary but Insufficient for Comprehensibility
Kacper Sokol
,
Julia E Vogt
Published: 20 Jun 2023, Last Modified: 19 Jul 2023
IMLH 2023 PosterShortPaper
Readers:
Everyone
Feature Importance Measurement based on Decision Tree Sampling
CHAO HUANG
,
Diptesh Das
,
Koji Tsuda
Published: 20 Jun 2023, Last Modified: 19 Jul 2023
IMLH 2023 PosterShortPaper
Readers:
Everyone
Identifying Inequity in Treatment Allocation
Yewon Byun
,
Dylan Sam
,
Zachary Chase Lipton
,
Bryan Wilder
Published: 20 Jun 2023, Last Modified: 19 Jul 2023
IMLH 2023 PosterShortPaper
Readers:
Everyone
NeuroEvolve: A Dynamic Brain Graph Deep Generative Model
Simeon Emilov Spasov
,
Alexander Campbell
,
Nicola Toschi
,
Pietro Lio
Published: 20 Jun 2023, Last Modified: 19 Jul 2023
IMLH 2023 Poster
Readers:
Everyone
DynDepNet: Learning Time-Varying Dependency Structures from fMRI Data via Dynamic Graph Structure Learning
Alexander Campbell
,
Antonio Giuliano Zippo
,
Luca Passamonti
,
Nicola Toschi
,
Pietro Lio
Published: 20 Jun 2023, Last Modified: 19 Jul 2023
IMLH 2023 Oral
Readers:
Everyone
A Survey on Knowledge Graphs for Healthcare: Resources, Application Progress, and Promise
Hejie Cui
,
Jiaying Lu
,
Shiyu Wang
,
Ran Xu
,
Wenjing Ma
,
Shaojun Yu
,
Yue Yu
,
Xuan Kan
,
Tianfan Fu
,
Chen Ling
,
Joyce Ho
,
Fei Wang
,
Carl Yang
Published: 20 Jun 2023, Last Modified: 19 Jul 2023
IMLH 2023 Poster
Readers:
Everyone
A ChatGPT Aided Explainable Framework for Zero-Shot Medical Image Diagnosis
Jiaxiang Liu
,
Tianxiang Hu
,
Yan Zhang
,
Xiaotang Gai
,
YANG FENG
,
Zuozhu Liu
Published: 20 Jun 2023, Last Modified: 19 Jul 2023
IMLH 2023 Poster
Readers:
Everyone
A Pipeline for Interpretable Clinical Subtyping with Deep Metric Learning
Haoran Zhang
,
Qixuan Jin
,
Thomas Hartvigsen
,
Miriam Udler
,
Marzyeh Ghassemi
Published: 20 Jun 2023, Last Modified: 19 Jul 2023
IMLH 2023 OralShortPaper
Readers:
Everyone
Signature Activation: A Sparse Signal View for Holistic Saliency
Jose Roberto Tello Ayala
,
Akl C. Fahed
,
Weiwei Pan
,
Eugene V. Pomerantsev
,
Patrick Thomas Ellinor
,
Anthony Philippakis
,
Finale Doshi-Velez
Published: 20 Jun 2023, Last Modified: 19 Jul 2023
IMLH 2023 Oral
Readers:
Everyone
Explanation-guided dynamic feature selection for medical risk prediction
Nicasia Beebe-Wang
,
Wei Qiu
,
Su-In Lee
Published: 20 Jun 2023, Last Modified: 19 Jul 2023
IMLH 2023 Poster
Readers:
Everyone
Rethinking Medical Report Generation: Disease Revealing Enhancement with Knowledge Graph
Yixin Wang
,
Zihao Lin
,
Haoyu Dong
Published: 20 Jun 2023, Last Modified: 19 Jul 2023
IMLH 2023 Poster
Readers:
Everyone
ADMIRE++: Explainable Anomaly Detection in the Human Brain via Inductive Learning on Temporal Multiplex Networks
Ali Behrouz
,
Margo Seltzer
Published: 20 Jun 2023, Last Modified: 19 Jul 2023
IMLH 2023 Oral
Readers:
Everyone
Reframing the Brain Age Prediction Problem to a More Interpretable and Quantitative Approach
Neha Gianchandani
,
Mahsa Dibaji
,
Mariana Bento
,
Ethan MacDonald
,
Roberto Souza
Published: 20 Jun 2023, Last Modified: 19 Jul 2023
IMLH 2023 Poster
Readers:
Everyone
A Unifying Framework to the Analysis of Interaction Methods using Synergy Functions
Daniel Lundstrom
,
Ali Ghafelebashi
,
Meisam Razaviyayn
Published: 20 Jun 2023, Last Modified: 19 Jul 2023
IMLH 2023 Oral
Readers:
Everyone
An interpretable data augmentation framework for improving generative modeling of synthetic clinical trial data
Afrah Shafquat
,
Jason Mezey
,
Mandis Beigi
,
Jimeng Sun
,
Andy Gao
,
Jacob W. Aptekar
Published: 20 Jun 2023, Last Modified: 19 Jul 2023
IMLH 2023 Oral
Readers:
Everyone
Automated Detection of Interpretable Causal Inference Opportunities: Regression Discontinuity Subgroup Discovery
Tony Liu
,
Patrick Lawlor
,
Lyle Ungar
,
Konrad Kording
,
Rahul Ladhania
Published: 20 Jun 2023, Last Modified: 19 Jul 2023
IMLH 2023 Poster
Readers:
Everyone
Prospectors: Leveraging Short Contexts to Mine Salient Objects in High-dimensional Imagery
Gautam Machiraju
,
Arjun D Desai
,
James Zou
,
Christopher Re
,
Parag Mallick
Published: 20 Jun 2023, Last Modified: 19 Jul 2023
IMLH 2023 Poster
Readers:
Everyone
Bridging the Gap: From Post Hoc Explanations to Inherently Interpretable Models for Medical Imaging
Shantanu Ghosh
,
Ke Yu
,
Forough Arabshahi
,
kayhan Batmanghelich
Published: 20 Jun 2023, Last Modified: 20 Jul 2023
IMLH 2023 Poster
Readers:
Everyone
Designing optimal tests for slow converging Markov chains
Pratik Worah
,
Clifford Stein
Published: 20 Jun 2023, Last Modified: 19 Jul 2023
IMLH 2023 PosterShortPaper
Readers:
Everyone
Interpretable Ensemble-based Deep Learning Approach for Automated Detection of Macular Telangiectasia Type 2 by Optical Coherence Tomography
Shahrzad Gholami
,
Lea Scheppke
,
Rahul M Dodhia
,
Juan M Lavista Ferres
,
Aaron Lee
Published: 20 Jun 2023, Last Modified: 19 Jul 2023
IMLH 2023 PosterShortPaper
Readers:
Everyone
Semi-supervised Ordinal Regression via Cumulative Link Models for Predicting In-Hospital Length-of-Stay
Alexander Arjun Lobo
,
Preetish Rath
,
Michael C Hughes
Published: 20 Jun 2023, Last Modified: 19 Jul 2023
IMLH 2023 PosterShortPaper
Readers:
Everyone
Learning where to intervene with a differentiable top-k operator: Towards data-driven strategies to prevent fatal opioid overdoses
Kyle Heuton
,
Shikhar Shrestha
,
Thomas Stopka
,
Michael C Hughes
Published: 20 Jun 2023, Last Modified: 19 Jul 2023
IMLH 2023 PosterShortPaper
Readers:
Everyone
Verifiable Feature Attributions: A Bridge between Post Hoc Explainability and Inherent Interpretability
Usha Bhalla
,
Suraj Srinivas
,
Himabindu Lakkaraju
Published: 20 Jun 2023, Last Modified: 19 Jul 2023
IMLH 2023 Poster
Readers:
Everyone
Mask, Stitch, and Re-Sample: Enhancing Robustness and Generalizability in Anomaly Detection through Automatic Diffusion Models
Cosmin I. Bercea
,
Michael Neumayr
,
Daniel Rueckert
,
Julia A Schnabel
Published: 20 Jun 2023, Last Modified: 19 Jul 2023
IMLH 2023 Poster
Readers:
Everyone
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