2021
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Karthik Nandakumar, Kanthi Sarpatwar, Nalini Ratha, Sharath Pankanti, Roman Vaculin, Karthikeyan Shanmugam, and James T Rayfield, "FHE-Friendly Distillation of Decision Tree Ensembles for Efficient Encrypted Inference", at Third Privacy Preserving Machine Learning Workshop (PPML 2021), in conjunction with ACM CCS 2021, November 2021
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Nayna Jain, Karthik Nandakumar, Nalini Ratha, Sharath Pankanti, and Uttam Kumar, "CryptInfer - Enabling Practical Inference on Encrypted Skin Lesion Images for Melanoma Detection", at First International Conference on AI-ML Systems (AIML Systems-21), October 2021.
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Nayna Jain, Karthik Nandakumar, Nalini Ratha, Sharath Pankanti, and Uttam Kumar, "Optimizing Homomorphic Encryption based Secure Image Analytics", at 23rd International Workshop on Multimedia Signal Processing (MMSP-21), October 2021.
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Shikhar Srivastava, Mohammad Yaqub, Karthik Nandakumar, Zongyuan Ge, and Dwarikanath Mahapatra, "Continual Domain Incremental Learning for Chest X-ray Classification in Low-Resource Clinical Settings", at First Workshop on Affordable healthcare and AI for Resource diverse global health (FAIR-21), in conjunction with MICCAI 2021, September 2021.
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Nayna Jain, Karthik Nandakumar, Nalini Ratha, Sharath Pankanti, and Uttam Kumar, "Efficient CNN Building Blocks for Encrypted Data", at Second AAAI Workshop on Privacy-Preserving Artificial Intelligence (PPAI-21), February 2021.
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Osama Ouda, Karthik Nandakumar, and Arun Ross, "Cancelable Biometrics Vault: A Secure Key-Binding Biometric Cryptosystem Based on Chaffing and Winnowing", at 25th International Conference on Pattern Recognition, Milan, Italy, January 2021.