Hridesh Rajan

Repairing deep neural networks

2020

Significant interest in applying Deep Neural Network (DNN) has fueled the need to support engineering of software that uses DNNs. Repairing software that uses DNNs is one such unmistakable SE need where automated tools could …

GADGET: Online Resource Optimization for Scheduling Ring-All-Reduce Learning Jobs

2022

Fueled by advances in distributed deep learning (DDL), recent years have witnessed a rapidly growing demand for resource-intensive distributed/parallel computing to process DDL computing jobs. To resolve network communication bottleneck and load balancing issues in …

IRepair: An Intent-Aware Approach to Repair Data-Driven Errors in Large Language Models

2025 · arXiv (Cornell University)

Not a day goes by without hearing about the impressive feats of large language models (LLMs), and equally, not a day passes without hearing about their challenges. LLMs are notoriously vulnerable to biases in their …