3 papers
cs.CV2025
Uncertainty-Gated Region-Level Retrieval for Robust Semantic Segmentation
Shreshth Rajan, Raymond Liu
Semantic segmentation of outdoor street scenes plays a key role in applications such as autonomous driving, mobile robotics, and assistive technology for visually-impaired pedestri…
cs.LG2025
Arithmetic-Intensity-Aware Quantization
Taig Singh, Shreshth Rajan, Nikhil Jain
As modern neural networks become increasingly memory-bound, inference throughput is limited by DRAM bandwidth rather than compute. We present Arithmetic-Intensity-Aware Quantizatio…
cs.SE2025
Multi-Agent Code Verification via Information Theory
Shreshth Rajan
LLMs generate buggy code: 29.6% of SWE-bench solved patches fail, 62% of BaxBench solutions have vulnerabilities, and existing tools only catch 65% of bugs with 35% false positives…