2 papers
cs.IR2026
The Voronoi Bottleneck: Capacity-Aware Dense Retrieval for Product Search
Charith Chandra Sai Balne, Rithwik Maramraju, Siddharth Pratap Singh +4
Dense embedding retrieval compresses all relevance information into a single inner product, imposing a fundamental geometric limit -- the Voronoi Bottleneck -- on the number of que…
cs.LG2024
Parameter Efficient Fine Tuning: A Comprehensive Analysis Across Applications
Charith Chandra Sai Balne, Sreyoshi Bhaduri, Tamoghna Roy +2
The rise of deep learning has marked significant progress in fields such as computer vision, natural language processing, and medical imaging, primarily through the adaptation of p…