| Sep 13, 2024 |
From t-SNE to UMAP with contrastive learning |
Scott Sun |
Damrich ICLR 2023 |
| Aug 30, 2024 |
Understanding the Impact of Competing Events on Heterogeneous Treatment Effect Estimation from Time-to-Event Data |
Yuqi Li |
Curth AISTATS 2023 |
| Apr 26, 2024 |
Contrastive Clustering |
Ya-Yun Huang |
Li AAAI 2021 |
| Apr 19, 2024 |
Imputation-Based Q-Learning for Optimizing Dynamic Treatment Regimes with Right-Censored Survival Outcome |
Qin Weng |
Lyu Biometrics 2023 |
| Apr 12, 2024 |
Policy learning "without" overlap: Pessimism and generalized empirical Bernstein's inequality |
Mian Wei |
Jin ICSDS 2023 |
| Apr 05, 2024 |
On the Limitations of Temperature Scaling for Distributions with Overlaps |
Muthu Chidambaram |
NA (Chalk Talk) |
| Mar 29, 2024 |
Optimal Transport for Domain Adaptation |
Mengying Yan |
Courty PAMI 2015 |
| Mar 08, 2024 |
Contrastive Behavioral Similarity Embeddings for Generalization in Reinforcement Learning |
Elliot Hill |
Agarwal ICLR 2021 |
| Mar 01, 2024 |
Rare Event Detection using Disentangled Representation Learning |
Scott Sun |
Hamaguchi CVPR 2019 |
| Feb 23, 2024 |
Bayesian information sharing enhances detection of regulatory associations in rare cell types |
Aditya Parekh |
Wu Bioinformatics 2021 |
| Feb 16, 2024 |
Variational Inference with Normalizing Flows |
Alexander Thomson |
Rezende ICML 2015 |
| Feb 9, 2024 |
Invariant representation learning for treatment effect estimation |
Yuqi Li |
Shi UAI 2021 |
| Feb 2, 2024 |
TS2Vec: Towards Universal Representation of Time Series |
Yuankang Zhao |
Yue AAAI 2022 |
| Jan 26, 2024 |
Minimax AUC Fairness: Efficient Algorithm With Provable Convergence |
Luke Wang |
Yang AAAI 2023 |
| Dec 15, 2023 |
Contrastive Learning Inverts the Data Generating Process |
Qin Weng |
Zimmerman ICML 2021 |
| Dec 8, 2023 |
Efficient Streaming Language Models with Attention Sinks |
Huan Liang |
Xiao arXiv 2023 |
| Dec 1, 2023 |
How to validate Machine Learning Models Prior to Deployment: Silent trial protocol for evaluation of real-time models at ICU |
Joao Vitor Perez De Souza |
Tonekaboni CHIL 2022 |
| Nov 17, 2023 |
Retentive Network: A Successor to Transformer for Large Language Models |
Boyao Li |
Su 2023 |
| Nov 10, 2023 |
Partial Optimal Transport with Applications on Positive-Unlabeled Learning |
Mengying Yan |
Chapel NeurIPS 2020 |
| Nov 3, 2023 |
RoFormer: Enhanced Transformer with Rotary Position Embedding |
Xi Liang |
Su 2021 |
| Oct 27, 2023 |
Offline Reinforcement Learning as One Big Sequence Modeling Problem |
Elliot Hill |
Janner NeurIPS 2021 |
| Oct 20, 2023 |
EHR foundation models improve robustness in the presence of temporal distribution shift |
De Rong Loh |
Guo Scientific Reports 2023 |
| Oct 6, 2023 |
Deep Cox Mixtures for Survival Regression |
Mufan Wang |
Nagpal MLHC 2021 |
| Sep 23, 2023 |
Generative Oversampling for Imbalanced Data via Majority-Guided VAE |
Scott Sun |
Ai AISTATS 2023 |
| Sep 15, 2023 |
Health System-Scale Language Models are All-Purpose Prediction Engines |
Angel Huang |
Jiang Nature 2023 |
| Sep 8, 2023 |
Predicting Rare Events by Shrinking Towards Proportional Odds |
Quinn Lanners |
Faletto ICML 2023 |
| Apr 10, 2023 |
Deep Unsupervised Learning using Nonequilibrium Thermodynamics |
Alex Thomson |
Sohl-Dickstein ICML 2015 |
| Apr 3, 2023 |
MetaFormer is Actually What You Need for Vision |
Boyao Li |
Yu CVPR 2022 |
| Mar 27, 2023 |
Learning Representations for Time Series Clustering |
Yuankang Zhao |
Ma Neurips 2019 |
| Mar 20, 2023 |
Multi-Time Attention Networks for Irregularly Sampled Time Series |
Elliot Hill |
Shukla ICLR 2021 |
| Mar 6, 2023 |
CSDI: Conditional Score-based Diffusion Models for Probabilistic Time Series Imputation |
Scott Sun |
Tashiro Neurips 2021 |
| Feb 27, 2023 |
CLDA: Contrastive Learning for Semi-Supervised Domain Adaptation |
Mengying Yan |
Singh Neurips 2021 |
| Feb 20, 2023 |
Adversarial Discriminative Domain Adaptation |
Yuqi Li |
Tzeng CVPR 2017 |
| Feb 13, 2023 |
Transformer Hawkes Process |
Zhengyi (Gloria) Gu |
Zuo ICML 2020 |
| Feb 6, 2023 |
Leveraging Time Irreversibility with Order-Contrastive Pre-training |
Matthew Engelhard |
Agrawal AISTATS 2022 |