4 citations · 7 across the 8 of their papers we have counts for
9 papers
Beyond Isolated Tasks: A Framework for Evaluating Coding Agents on Sequential Software Evolution
KN Ajay Shastry, Ganesh Senrayan, Shrey Satapara +2
Existing datasets for coding agents evaluate performance on isolated, single pull request (PR) tasks in a stateless manner, failing to capture the reality of real-world software de…
Adaptive LLM Routing under Budget Constraints
Pranoy Panda, Raghav Magazine, Chaitanya Devaguptapu +2
Large Language Models (LLMs) have revolutionized natural language processing, but their varying capabilities and costs pose challenges in practical applications. LLM routing addres…
Interpretable Model Drift Detection
Pranoy Panda, Kancheti Sai Srinivas, Vineeth N Balasubramanian +1
Data in the real world often has an evolving distribution. Thus, machine learning models trained on such data get outdated over time. This phenomenon is called model drift. Knowled…
FW-Shapley: Real-time Estimation of Weighted Shapley Values
Pranoy Panda, Siddharth Tandon, Vineeth N Balasubramanian
Fair credit assignment is essential in various machine learning (ML) applications, and Shapley values have emerged as a valuable tool for this purpose. However, in critical ML appl…
HOLMES: Hyper-Relational Knowledge Graphs for Multi-hop Question Answering using LLMs
Pranoy Panda, Ankush Agarwal, Chaitanya Devaguptapu +2
Given unstructured text, Large Language Models (LLMs) are adept at answering simple (single-hop) questions. However, as the complexity of the questions increase, the performance of…
C2FDrone: Coarse-to-Fine Drone-to-Drone Detection using Vision Transformer Networks
Sairam VC Rebbapragada, Pranoy Panda, Vineeth N Balasubramanian
A vision-based drone-to-drone detection system is crucial for various applications like collision avoidance, countering hostile drones, and search-and-rescue operations. However, d…