precision medicine

Advancing Fairness in Precision Medicine: A Universal Framework for Optimal Treatment Estimation in Censored Data AISTATS 2025 Gaussian Mixture Counterfactual Generator ICLR 2025 An effective framework for estimating individualized treatment rules NeurIPS 2024 Contrastive Balancing Representation Learning for Heterogeneous Dose-Response Curves Estimation AAAI 2024 Hidden yet quantifiable: A lower bound for confounding strength using randomized trials AISTATS 2024 Simple and scalable algorithms for cluster-aware precision medicine AISTATS 2024 Improving multiple-try Metropolis with local balancing JMLR 2023 Communicative Subgraph Representation Learning for Multi-Relational Inductive Drug-Gene Interaction Prediction IJCAI 2022 ESCADA: Efficient Safety and Context Aware Dose Allocation for Precision Medicine NeurIPS 2022 Learning Individualized Treatment Rules with Many Treatments: A Supervised Clustering Approach Using Adaptive Fusion NeurIPS 2022 Non-asymptotic Properties of Individualized Treatment Rules from Sequentially Rule-Adaptive Trials JMLR 2022 Estimation and Optimization of Composite Outcomes JMLR 2021 Breaking the Curse of Nonregularity with Subagging --- Inference of the Mean Outcome under Optimal Treatment Regimes JMLR 2020 Dynamic Control of Stochastic Evolution: A Deep Reinforcement Learning Approach to Adaptively Targeting Emergent Drug Resistance JMLR 2020 Learning Data-Driven Drug-Target-Disease Interaction via Neural Tensor Network IJCAI 2020 Literature Retrieval for Precision Medicine with Neural Matching and Faceted Summarization EMNLP 2020 Near-optimal Individualized Treatment Recommendations JMLR 2020 Representation Learning for Integrating Multi-domain Outcomes to Optimize Individualized Treatment NeurIPS 2020 Counterfactual Reasoning in Observational Studies AAAI 2019 Bayesian Inference of Individualized Treatment Effects using Multi-task Gaussian Processes NeurIPS 2017 Distant Supervision for Relation Extraction beyond the Sentence Boundary EACL 2017 Localized Lasso for High-Dimensional Regression AISTATS 2017 NLP for Precision Medicine ACL 2017