Thiagarajan, Jayaraman J.

1. Attend and Diagnose: Clinical Time Series Analysis using Attention Models
   2017/11/10 by Huan Song, Deepta Rajan, Song, Huan +5 · 7 citations
   Computer Science · #FOS: Computer and information sciences #Machine Learning (cs.LG) #Machine Learning (stat.ML) #Machine Learning in Healthcare #Time Series Analysis and Forecasting #Topic Modeling
2. DOLCE: A Model-Based Probabilistic Diffusion Framework for Limited-Angle CT Reconstruction
   2022/11/22 by Jiaming Liu, Rushil Anirudh, Liu, Jiaming +11 · 11 citations
   Medicine · Engineering · #Medical Imaging Techniques and Applications #Advanced X-ray and CT Imaging #Advanced MRI Techniques and Applications
3. Unsupervised Audio Source Separation using Generative Priors
   2020/05/28 by Narayanaswamy, Vivek, Thiagarajan, Jayaraman J., Anirudh, Rushil +1 · 4 citations
   #Audio and Speech Processing (eess.AS) #FOS: Computer and information sciences #FOS: Electrical engineering #Machine Learning (stat.ML) #Sound (cs.SD) #electronic engineering #information engineering
4. Lose The Views: Limited Angle CT Reconstruction via Implicit Sinogram Completion
   2017/11/28 by Anirudh, Rushil, Kim, Hyojin, Thiagarajan, Jayaraman J. +3 · 3 citations
   #Computer Vision and Pattern Recognition (cs.CV) #FOS: Computer and information sciences #Machine Learning (stat.ML)
5. A Closer Look at Model Adaptation using Feature Distortion and Simplicity Bias
   2023/03/23 by Puja Trivedi, Danai Koutra, Trivedi, Puja +3 · 4 citations
   Computer Science · Engineering · #Advanced Neural Network Applications #Domain Adaptation and Few-Shot Learning #FOS: Computer and information sciences #Fuel Cells and Related Materials #Machine Learning (cs.LG)
6. Single Model Uncertainty Estimation via Stochastic Data Centering
   2022/07/14 by Thiagarajan, Jayaraman J., Anirudh, Rushil, Narayanaswamy, Vivek +1 · 3 citations
   #Computer Vision and Pattern Recognition (cs.CV) #FOS: Computer and information sciences #Machine Learning (cs.LG) #Machine Learning (stat.ML)
7. Ask-n-Learn: Active Learning via Reliable Gradient Representations for Image Classification
   2020/09/30 by Bindya Venkatesh, Venkatesh, Bindya, Jayaraman J. Thiagarajan +1 · 2 citations
   Computer Science · #Algorithms and Data Compression #Computer Vision and Pattern Recognition (cs.CV) #Domain Adaptation and Few-Shot Learning #FOS: Computer and information sciences #Machine Learning (cs.LG) #Machine Learning (stat.ML) #Machine Learning and Algorithms
8. Attribute-Guided Adversarial Training for Robustness to Natural Perturbations
   2020/12/03 by Tejas Gokhale, Gokhale, Tejas, Rushil Anirudh +9 · 2 citations
   Computer Science · #Adversarial Robustness in Machine Learning #Anomaly Detection Techniques and Applications #Computer Vision and Pattern Recognition (cs.CV) #Domain Adaptation and Few-Shot Learning #FOS: Computer and information sciences #Machine Learning (cs.LG)
9. Improving Diversity with Adversarially Learned Transformations for Domain Generalization
   2022/06/15 by Gokhale, Tejas, Anirudh, Rushil, Thiagarajan, Jayaraman J. +3 · 2 citations
   #Computer Vision and Pattern Recognition (cs.CV) #FOS: Computer and information sciences #Machine Learning (cs.LG)
10. Scalable Topological Data Analysis and Visualization for Evaluating Data-Driven Models in Scientific Applications
    2019/07/19 by Shusen Liu, Liu, Shusen, Di Wang +29 · 1 citation
    Biochemistry, Genetics and Molecular Biology · Computer Science · #Cell Image Analysis Techniques #Data Visualization and Analytics #FOS: Computer and information sciences #Human-Computer Interaction (cs.HC) #Machine Learning (cs.LG) #Machine Learning (stat.ML) #Neural and Evolutionary Computing (cs.NE) #Topological and Geometric Data Analysis
11. Uncertainty-Matching Graph Neural Networks to Defend Against Poisoning Attacks
    2020/09/30 by Shanthamallu, Uday Shankar, Thiagarajan, Jayaraman J., Spanias, Andreas · 1 citation
    #Cryptography and Security (cs.CR) #FOS: Computer and information sciences #Machine Learning (cs.LG) #Machine Learning (stat.ML)
12. Accurate Calibration of Agent-based Epidemiological Models with Neural\n Network Surrogates
    2020/10/13 by Rushil Anirudh, Anirudh, Rushil, Jayaraman J. Thiagarajan +9 · 1 citation
    Decision Sciences · Mathematics · Social Sciences · #COVID-19 epidemiological studies #FOS: Computer and information sciences #Insurance, Mortality, Demography, Risk Management #Machine Learning (cs.LG) #demographic modeling and climate adaptation
13. Analyzing Data-Centric Properties for Graph Contrastive Learning
    2022/08/04 by Trivedi, Puja, Lubana, Ekdeep Singh, Heimann, Mark +2 · 1 citation
    #FOS: Computer and information sciences #Machine Learning (cs.LG)
14. CREPE: Learnable Prompting With CLIP Improves Visual Relationship Prediction
    2023/07/10 by Rakshith Subramanyam, Subramanyam, Rakshith, T. S. Jayram +5 · 1 citation
    Computer Science · #Computer Vision and Pattern Recognition (cs.CV) #Domain Adaptation and Few-Shot Learning #FOS: Computer and information sciences #Human Pose and Action Recognition #Machine Learning (cs.LG) #Multimodal Machine Learning Applications
15. TreeView: Peeking into Deep Neural Networks Via Feature-Space Partitioning
    2016/11/22 by Jayaraman J. Thiagarajan, Bhavya Kailkhura, Thiagarajan, Jayaraman J. +5 · 1 citation
    Computer Science · #Explainable Artificial Intelligence (XAI) #Machine Learning and Data Classification #Advanced Neural Network Applications
16. Enhancing Accuracy and Parameter-Efficiency of Neural Representations for Network Parameterization
    2024/06/29 by Choi, Hongjun, Thiagarajan, Jayaraman J., Glatt, Ruben +1 · 1 citation
    #Computer Vision and Pattern Recognition (cs.CV) #FOS: Computer and information sciences #Machine Learning (cs.LG)
17. On The Role of Prompt Construction In Enhancing Efficacy and Efficiency of LLM-Based Tabular Data Generation
    2024/09/06 by Banday, Banooqa, Thopalli, Kowshik, Islam, Tanzima Z. +1 · 1 citation
    #Computation and Language (cs.CL) #FOS: Computer and information sciences
18. On the Use of Anchoring for Training Vision Models
    2024/06/01 by Vivek Narayanaswamy, Narayanaswamy, Vivek, Kowshik Thopalli +9 · 1 citation
    Business, Management and Accounting · Earth and Planetary Sciences · #3D Surveying and Cultural Heritage #Computer Vision and Pattern Recognition (cs.CV) #FOS: Computer and information sciences #Machine Learning (cs.LG) #Machine Learning (stat.ML) #Optics and Image Analysis
19. DECIDER: Leveraging Foundation Model Priors for Improved Model Failure Detection and Explanation
    2024/08/01 by Rakshith Subramanyam, Subramanyam, Rakshith, Kowshik Thopalli +5 · 1 citation
    Computer Science · Engineering · #Computer Vision and Pattern Recognition (cs.CV) #FOS: Computer and information sciences #Fault Detection and Control Systems #Software System Performance and Reliability #Software Testing and Debugging Techniques
20. Calibrating Healthcare AI: Towards Reliable and Interpretable Deep Predictive Models
    2020/04/27 by Jayaraman J. Thiagarajan, Thiagarajan, Jayaraman J., Prasanna Sattigeri +5 · 1 citation
    Computer Science · #AI in cancer detection #Explainable Artificial Intelligence (XAI) #FOS: Computer and information sciences #Machine Learning (cs.LG) #Machine Learning (stat.ML) #Machine Learning in Healthcare