GLISTER: Generalization based Data Subset Selection for Efficient and Robust Learning. - KrishnaTeja Killamsetty; Durga Sivasubramanian; Ganesh Ramakrishnan; Rishabh K. Iyer (AAAI, 2021)

GRAD-MATCH: Gradient Matching based Data Subset Selection for Efficient Deep Model Training. - KrishnaTeja Killamsetty; Durga Sivasubramanian; Ganesh Ramakrishnan; Abir De; Rishabh K. Iyer (ICML, 2021)

Training Data Subset Selection for Regression with Controlled Generalization Error. - Durga Sivasubramanian; Rishabh K. Iyer; Ganesh Ramakrishnan; Abir De (ICML, 2021)

GRAD-MATCH: A Gradient Matching Based Data Subset Selection for Efficient Learning. - KrishnaTeja Killamsetty; Durga Sivasubramanian; Baharan Mirzasoleiman; Ganesh Ramakrishnan; Abir De; Rishabh K. Iyer (CoRR, 2021)

Effective Evaluation of Deep Active Learning on Image Classification Tasks. - Nathan Beck; Durga Sivasubramanian; Apurva Dani; Ganesh Ramakrishnan; Rishabh K. Iyer (CoRR, 2021)

Partitioned Gradient Matching-based Data Subset Selection for Compute-Efficient Robust ASR Training. - Ashish R. Mittal; Durga Sivasubramanian; Rishabh K. Iyer; Preethi Jyothi; Ganesh Ramakrishnan (EMNLP (Findings), 2022)

ALM-KD: Knowledge Distillation with noisy labels via adaptive loss mixing. - Durga Sivasubramanian; Pradeep Shenoy; Prathosh AP; Ganesh Ramakrishnan (CoRR, 2022)

Adaptive Mixing of Auxiliary Losses in Supervised Learning. - Durga Sivasubramanian; Ayush Maheshwari; Prathosh AP; Pradeep Shenoy; Ganesh Ramakrishnan (AAAI, 2023)

Discrete Continuous Optimization Framework for Simultaneous Clustering and Training in Mixture Models. - Parth Vipul Sangani; Arjun Shashank Kashettiwar; Pritish Chakraborty; Bhuvan Reddy Gangula; Durga Sivasubramanian; Ganesh Ramakrishnan; Rishabh K. Iyer; Abir De (ICML, 2023)

Gradient Coreset for Federated Learning. - Durga Sivasubramanian; Lokesh Nagalapatti; Rishabh K. Iyer; Ganesh Ramakrishnan (WACV, 2024)

Using Early Readouts to Mediate Featural Bias in Distillation. - Rishabh Tiwari; Durga Sivasubramanian; Anmol Reddy Mekala; Ganesh Ramakrishnan; Pradeep Shenoy (WACV, 2024)

Unified Wisdom: Harnessing Collaborative Learning to Improve Efficacy of Knowledge Distillation. - Atharva Abhijit Tambat; Durga Sivasubramanian; Ganesh Ramakrishnan; Pradeep Shenoy (Trans. Mach. Learn. Res., 2025)