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Suman Raj

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Preprint Oct 2026

Bounding Queue Waits for Fair Scheduling of Bursty HPC Workloads via Hierarchical Algorithms

HPC clusters are shared among many projects, each holding an allocation of node-hours, and ensuring fairness is becoming harder. Foundation models workflows and automated pipelines have made job submissions bursty and concentrated among a few heavy users, so occasional users absorb queueing delays created by frequent o...

K. Senthilkumar, Suman Raj, Maxime Gonthier et al. · 0 citations
Preprint Sep 2026

Adaptive and Cost-Efficient Joint Scheduling of UAV Routes and Analytics with Transit-Borne Fog

Unmanned Aerial Vehicles (UAVs) performing deadline-bound analytics over large rural areas cannot reliably offload workloads to sparse cellular base stations. We propose an approach that uses scheduled public buses as \textit{mobile fogs}: a UAV hands off data to a bus during a halt, and the bus carries it until its ro...

Suman Raj, Arindam Khanda, D. GaganaM et al. · 0 citations
Review Sep 2026

Reputation as Community Memory for the Agentic Web

Agents can now externalize experience into memory, consolidating historical traces into semantic knowledge and procedural shortcuts that persist between sessions. Such memory is typically private to a single agent. We argue that agentic memory benefits from being collective, because trustworthy knowledge of the shared...

Ryan Chard, Gus Ellerm, Alexander Brace et al. · 0 citations
Preprint Sep 2026

Avatar: Toward Autonomous End-to-End Orchestration of Scientific Workflows using LLMs

This work presents Avatar, an actor-based architecture comprising an orchestrator, an executor, and a provenance monitor, and observes that Avatar's rule mode reproduces native execution, with a single unchanged core running all three.

Suman Raj, H. Nguyen, Haochen Pan et al. · 0 citations

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