Are Candidate Models Really Needed for Active Learning? - Harshini Mridula Mohan; Maanya Manjunath; Vipul Arya; S. H. Shabbeer Basha; Nitin Cheekatla (Comput. Vis. Image Underst., 2026)

Balancing Uncertainty and Diversity of Samples: Leveraging Diversity of Least, High Confidence Samples for Effective Active Learning. - Vipul Arya; S. H. Shabbeer Basha; Srikrishna U. N; Sunainha Vijay; Snehasis Mukherjee (CoRR, 2026)