Research

Selected papers, posters
and talks.

Recent output from the SmartSolveAI team, spanning dynamic algorithmic dispatch, structure-aware linear algebra, neural solver selection, and data-dependency-aware scheduling in Julia.

Publications

In Prep.

Parallel Agentic AI for Discovering Specialization and Task-Distribution Algorithms

SmartSolveAI Team

Manuscript in preparation

In Preparation

2026

NextL(A)I: Agentic AI Augmentation for the Next Generation of Recursive Mixed-Precision Linear Solvers Workshop Paper

Vicki Carrica, Rabab Alomairy, Pedro Valero-Lara, Alan Edelman

ACM/IEEE Supercomputing Conference (SC) Workshops, 2026

2026

QR-Omega: Communication Avoiding 2.5D Householder QR Poster

Felipe de Alcântara Tomé

ACM Student Research Competition (Graduate), SC26, Chicago, Illinois, 2026 · Advisors: Rabab Alomairy, Alan Edelman, Hermes Senger

2026

Learning to Select Sparse Linear Solvers with Convolutional Neural Networks Short Paper

Artemis Pados, Alan Edelman, Emmanuel Lujan, Daniel Pickard, Felipe Tomé, Christopher Rackauckas

IEEE High Performance Extreme Computing Conference (HPEC), 2026

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2026

Accelerating Linear Solves in Finite Element Simulations with Julia & AI Poster

Emmanuel Lujan, Felipe Tomé, Rabab Alomairy, Julian Samaroo, Daniel Pickard, Evelyne Ringoot, Yaman Otuzbir, Artemis Pados, Victoria Carrica, Ngoc Cuong Nguyen, Raul Radovitzky, Alan Edelman

Poster presented at the MIT Center for the Exascale Simulation of Coupled High Enthalpy Fluid-Solid Interactions (CHEFSI) TST Meeting, April 2026

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2026

Neural Sparse Linear Solver Selection Poster

Artemis Pados, Christopher Rackauckas, Alan Edelman, Emmanuel Lujan, Daniel Pickard, Felipe Tomé

Poster presented at the MIT Center for the Exascale Simulation of Coupled High Enthalpy Fluid-Solid Interactions (CHEFSI) TST Meeting, April 2026

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2025

Data-Driven Dynamic Algorithm Dispatch with Large Language Models ★ Outstanding Short Paper

Rushil Shah, Emmanuel Lujan, Rabab Alomairy, Alan Edelman

IEEE High Performance Extreme Computing Conference (HPEC), 2025

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2025

When Structure is Silent: Opportunities for Algorithmic Dispatch in Linear Algebra

Emmanuel Lujan, Alan Edelman

IEEE High Performance Extreme Computing Conference (HPEC), 2025

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2025

SmartSolve.jl: AI for Algorithmic Discovery Software Deprecated

Emmanuel Lujan, Rushil N. Shah, Rabab Alomairy, Alan Edelman

Zenodo, v0.1.0-alpha, 2025 · doi:10.5281/zenodo.15784217 — superseded by SmartSolve Designer

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Talks

JuliaCon · 2025 · Lightning Talk

Selected papers, posters
and talks.

Publications

Parallel Agentic AI for Discovering Specialization and Task-Distribution Algorithms

NextL(A)I: Agentic AI Augmentation for the Next Generation of Recursive Mixed-Precision Linear Solvers Workshop Paper

QR-Omega: Communication Avoiding 2.5D Householder QR Poster

Learning to Select Sparse Linear Solvers with Convolutional Neural Networks Short Paper

Accelerating Linear Solves in Finite Element Simulations with Julia & AI Poster

Neural Sparse Linear Solver Selection Poster

Data-Driven Dynamic Algorithm Dispatch with Large Language Models ★ Outstanding Short Paper

When Structure is Silent: Opportunities for Algorithmic Dispatch in Linear Algebra

SmartSolve.jl: AI for Algorithmic Discovery Software Deprecated

Talks

Automated Algorithm Selection Discovery via LLMs

Julia, Portable Numerical Linear Algebra and Beyond

Improving the HPC Experience: Did Julia Get It Right, or Will AI Hide the Problem (or Both)?