Data Dependent Adaptive Prediction and Classification of Video Sequences. - Amrutha Machireddy; Shayan Srinivasa Garani (ICAISC (1), 2018)

Priority-based Soft Vector Quantization Feature Maps. - Prayag Gowgi; Amrutha Machireddy; Shayan Srinivasa Garani (IJCNN, 2018)

Guessing the Code: Learning Encoding Mappings Using the Back Propagation Algorithm. - Amrutha Machireddy; Shayan Srinivasa Garani (IJCNN, 2019)

Extracting Temporal Correlations Using Hierarchical Spatio-Temporal Feature Maps. - Amrutha Machireddy; Prayag Gowgi; Shayan Srinivasa Garani (IJCNN, 2021)

Continual Active Adaptation to Evolving Distributional Shifts. - Amrutha Machireddy; Ranganath Krishnan; Nilesh A. Ahuja; Omesh Tickoo (CVPR Workshops, 2022)

Spatiotemporal Memories for Missing Samples Reconstruction. - Prayag Gowgi; Amrutha Machireddy; Shayan Srinivasa Garani (IEEE Trans. Neural Networks Learn. Syst., 2022)

Source-Free Continual Adaptive Learning With Limited Labels on Evolving Data Drifts. - Amrutha Machireddy; Ranganath Krishnan; Athmanarayanan Lakshmi Narayanan; Omesh Tickoo (ICIP, 2024)

Parameter-Efficient Active Learning for Foundational models. - Athmanarayanan Lakshmi Narayanan; Ranganath Krishnan; Amrutha Machireddy; Mahesh Subedar (CoRR, 2024)

Optimizing Active Learning in Vision-Language Models via Parameter-Efficient Uncertainty Calibration. - Athmanarayanan Lakshmi Narayanan; Amrutha Machireddy; Ranganath Krishnan (CoRR, 2025)