2 citations · 3 across the 5 of their papers we have counts for
5 papers
Context Graphs for Proactive Enterprise Agents
Avinash Kumar
Retrieval-Augmented Generation (RAG) and agentic frameworks have advanced enterprise AI considerably, yet agents remain fundamentally reactive: they wait for a human query before a…
Veer: Verifying Equivalence of Dataflow Versions in Iterative Data Analytics (Extended Version)
Sadeem Alsudais, Avinash Kumar, Chen Li
Data analytics using GUI-based dataflows is an iterative process in which an analyst makes many iterations of changes to refine the dataflow, generating a different version at each…
Towards Interactive, Adaptive and Result-aware Big Data Analytics
Avinash Kumar
As data volumes grow across applications, analytics of large amounts of data is becoming increasingly important. Big data processing frameworks such as Apache Hadoop, Apache Asteri…
Fries: Fast and Consistent Runtime Reconfiguration in Dataflow Systems with Transactional Guarantees (Extended Version)
Zuozhi Wang, Shengquan Ni, Avinash Kumar +1
A computing job in a big data system can take a long time to run, especially for pipelined executions on data streams. Developers often need to change the computing logic of the jo…
Reshape: Adaptive Result-aware Skew Handling for Exploratory Analysis on Big Data
Avinash Kumar, Sadeem Alsudais, Shengquan Ni +3
The process of data analysis, especially in GUI-based analytics systems, is highly exploratory. The user iteratively refines a workflow multiple times before arriving at the final…