News

Sep'26 Argonne ๐Ÿ† Received an Impact Argonne Award in the category of Innovation for creating PETScAgent-Bench โ€” grateful to the whole PETSc team!๐ŸŽ‰
Sep'26 ๐ŸŽ‰ Our Genesis Mission Phase II project โ€œAI4HPC: An Iterative Framework for AI-Assisted Scientific Software Development and Optimizationโ€ has been selected for award!โœ… โ€” honored to be part of it, and many thanks to the lead PI and the whole team!
Sep'26 NeurIPS'26 ๐Ÿ“„ One paper accepted at NeurIPS 2026 main conference!โœ… See you in Atlanta ๐ŸŒ†!
on why reviewer precision does not translate into critique uptake in multi-agent math reasoning
Sep'26 SC'26 ๐Ÿ“„ One paper accepted at SC workshop: AgenticAI4HPC!โœ…
on agentic CUDA-to-CSL kernel translation and optimization for wafer-scale systems
Sep'26 SC'26 ๐Ÿ“„ One paper accepted at SC workshop: AI4S!โœ…
on an agentic framework for evaluating AI-generated scientific code in PETSc
Aug'26 EMNLP'26 ๐Ÿ“„ One paper accepted (EMNLP Findings)!โœ…
on latent reasoning guidance for parallel code translation
Aug'26 ERAD'26 ๐ŸŒ๐ŸŽค Our work โ€œLARS: LLM-assisted Radar Scenesโ€ was presented at ERAD 2026 in Belgrade ๐Ÿ‡ท๐Ÿ‡ธ!
Jul'26 ๐ŸŽ‰ Two of our Genesis Mission Phase I proposals accepted!โœ… โ€” grateful to the lead PIs and the whole team! Explore the Genesis Mission awards dashboard ๐Ÿ“Š for a look at the full landscape.
Jul'26 US-RSE'26 ๐ŸŽค One talk accepted!โœ… โ€” see you in San Jose ๐ŸŒ‰!
on generating test-grounded data for AI-assisted scientific software modernization
Jun'26 PREPRINT ๐Ÿ“„ New preprint!
on latent reasoning guidance for parallel code translation โ€” now accepted at EMNLP'26 Findings
May'26 PREPRINT ๐Ÿ“„ New preprint!
on a benchmark for reliable evaluation of LLM parallel code translation
Apr'26 PEARC'26 ๐Ÿ“„ One paper accepted!โœ… โ€” see you in Minneapolis ๐ŸŒ†!
on agent-based workflows that improve PETSc usability and productivity
Apr'26 AgentBeats ๐Ÿ† PETScAgent-Bench took third place in the Coding Agent track of AgentBeats Phase 1, out of 1,300+ registered groups โ€” the only national-laboratory-led benchmark to receive an award!โœ… Read the Argonne news story ๐Ÿ“ฐ
on an agents-evaluating-agents framework for AI-generated scientific code
Apr'26 ACL'26 ๐Ÿ“„ Two Main Conference papers accepted!โœ… Paper 1, Paper 2
on a profiling-guided autonomous agent for parallel code, and on dialogue-based data generation for code translation
Mar'26 TPC ๐ŸŒ๐ŸŽค Took on the role of organizing the TPC virtual seminar series, bringing together speakers from AI, HPC, and AI for Science. Looking forward to building a vibrant research community!
Mar'26 IPDPS'26 ๐Ÿ“„ One paper accepted (iWAPT workshop)!โœ… See you at IPDPS 2026 in New Orleans ๐ŸŒ†!
Nov'25 PREPRINT ๐Ÿ“„ New preprint!
on transformer-based auto-parallelization for shared-memory paradigms
Oct'25 NeurIPS'25 ๐Ÿ“„ One workshop paper accepted!โœ… See you in San Diego ๐ŸŒ†!
on how test-time compute constraints shape the safety and skill reasoning of large reasoning models
Sep'25 HPEC'25 ๐Ÿ“„ One paper accepted with Outstanding Student Paper Award !๐Ÿ†
on a unified LLM framework for parallel and accelerated code translation in HPC
Sep'25 SC'25 ๐Ÿ“„ Two SC workshop papers accepted!โœ… See you in St. Louis ๐ŸŒ†! Paper 1, Paper 2
on federated inference scheduling for scientific AI models, and on test-time compute constraints in large reasoning models
Jul'25 ICPP'25 ๐Ÿ“„ One workshop paper accepted!โœ…
on AI assistants that enhance and exploit the PETSc knowledge base
Jul'25 SC'25 ๐ŸŒ๐ŸŽค Attended TPC25 and gave a talk on agent-based HPC code translation. Great to be back in San Jose ๐ŸŒ† after a year!
Jul'25 LDRD ๐ŸŽ‰ co-PI, LDRD 2025-0492 : โ€œNepho: Automating Data Searching for Atmospheric Data Users Using Large Language Modelsโ€ (AI + Science)
Jul'25 LDRD ๐ŸŽ‰ co-PI, LDRD 2025-0487 : โ€œEnergy-Efficient Foundation Model for Power Grid Resilience Analysisโ€ (AI + Science)
Feb'25 IPDPS'25 ๐Ÿ“„ One paper accepted!โœ…
on a multi-dimensional benchmark for LLM parallel code generation
Jan'25 NAACL'25 ๐Ÿ“„ One Main Conference paper accepted!โœ…
on GNN-guided context generation for zero-shot code parallelization
Dec'24 PREPRINT ๐Ÿ“„ New preprint!
on Fortran-to-C++ migration via multi-turn dialogue and dual-agent integration
Sep'24 NeurIPS'24 ๐Ÿ“„ One paper accepted!โœ…
on unsupervised code translation for parallel programming
Aug'24 EuroPar'24 ๐Ÿ“„ One paper accepted!โœ…
on a generative pre-trained transformer tailored to OpenMP
Feb'24 PREPRINT ๐Ÿ“„ New preprint!
on the landscape and open challenges of LLMs for HPC research
Jan'24 PREPRINT ๐Ÿ“„ New preprint!
on swift inference for text-to-video generation
Nov'23 PREPRINT ๐Ÿ“„ New preprint!
on compiler-guided validation and enhancement of code datasets
Sep'23 HPEC'23 ๐Ÿ“„ One paper accepted with Outstanding Student Paper Award !๐Ÿ†
on building an OpenMP Fortran-to-C++ translation dataset with LLMs
Jun'23 MLSys'23 ๐ŸŽซ Received an MLSys 2023 Travel Grant to present our work โ€” see you in Miami ๐ŸŒด!
on learning to parallelize with OpenMP via heterogeneous AST representation