News
| Sep'26 Argonne | ๐ Received an Impact Argonne Award in the category of Innovation for creating PETScAgent-Bench โ grateful to the whole PETSc team!๐ |
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Sep'26 | ๐ Our Genesis Mission Phase II project โAI4HPC: An Iterative Framework for AI-Assisted Scientific Software Development and Optimizationโ has been selected for award!โ โ honored to be part of it, and many thanks to the lead PI and the whole team! |
| Sep'26 NeurIPS'26 | ๐ One paper accepted at NeurIPS 2026 main conference!โ
See you in Atlanta ๐! on why reviewer precision does not translate into critique uptake in multi-agent math reasoning |
| Sep'26 SC'26 | ๐ One paper accepted at SC workshop: AgenticAI4HPC!โ
on agentic CUDA-to-CSL kernel translation and optimization for wafer-scale systems |
| Sep'26 SC'26 | ๐ One paper accepted at SC workshop: AI4S!โ
on an agentic framework for evaluating AI-generated scientific code in PETSc |
| Aug'26 EMNLP'26 | ๐ One paper accepted (EMNLP Findings)!โ
on latent reasoning guidance for parallel code translation |
| Aug'26 ERAD'26 | ๐๐ค Our work โLARS: LLM-assisted Radar Scenesโ was presented at ERAD 2026 in Belgrade ๐ท๐ธ! |
Jul'26 | ๐ Two of our Genesis Mission Phase I proposals accepted!โ โ grateful to the lead PIs and the whole team! Explore the Genesis Mission awards dashboard ๐ for a look at the full landscape. |
| Jul'26 US-RSE'26 | ๐ค One talk accepted!โ
โ see you in San Jose ๐! on generating test-grounded data for AI-assisted scientific software modernization |
| Jun'26 PREPRINT | ๐ New preprint! on latent reasoning guidance for parallel code translation โ now accepted at EMNLP'26 Findings |
| May'26 PREPRINT | ๐ New preprint! on a benchmark for reliable evaluation of LLM parallel code translation |
| Apr'26 PEARC'26 | ๐ One paper accepted!โ
โ see you in Minneapolis ๐! on agent-based workflows that improve PETSc usability and productivity |
| Apr'26 AgentBeats | ๐ 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!โ
Read the Argonne news story ๐ฐ on an agents-evaluating-agents framework for AI-generated scientific code |
| Apr'26 ACL'26 | ๐ Two Main Conference papers accepted!โ
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 | ๐๐ค 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 | ๐ One paper accepted (iWAPT workshop)!โ See you at IPDPS 2026 in New Orleans ๐! |
| Nov'25 PREPRINT | ๐ New preprint! on transformer-based auto-parallelization for shared-memory paradigms |
| Oct'25 NeurIPS'25 | ๐ One workshop paper accepted!โ
See you in San Diego ๐! on how test-time compute constraints shape the safety and skill reasoning of large reasoning models |
| Sep'25 HPEC'25 | ๐ One paper accepted with Outstanding Student Paper Award !๐ on a unified LLM framework for parallel and accelerated code translation in HPC |
| Sep'25 SC'25 | ๐ Two SC workshop papers accepted!โ
See you in St. Louis ๐! 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 | ๐ One workshop paper accepted!โ
on AI assistants that enhance and exploit the PETSc knowledge base |
| Jul'25 SC'25 | ๐๐ค Attended TPC25 and gave a talk on agent-based HPC code translation. Great to be back in San Jose ๐ after a year! |
| Jul'25 LDRD | ๐ co-PI, LDRD 2025-0492 : โNepho: Automating Data Searching for Atmospheric Data Users Using Large Language Modelsโ (AI + Science) |
| Jul'25 LDRD | ๐ co-PI, LDRD 2025-0487 : โEnergy-Efficient Foundation Model for Power Grid Resilience Analysisโ (AI + Science) |
| Feb'25 IPDPS'25 | ๐ One paper accepted!โ
on a multi-dimensional benchmark for LLM parallel code generation |
| Jan'25 NAACL'25 | ๐ One Main Conference paper accepted!โ
on GNN-guided context generation for zero-shot code parallelization |
| Dec'24 PREPRINT | ๐ New preprint! on Fortran-to-C++ migration via multi-turn dialogue and dual-agent integration |
| Sep'24 NeurIPS'24 | ๐ One paper accepted!โ
on unsupervised code translation for parallel programming |
| Aug'24 EuroPar'24 | ๐ One paper accepted!โ
on a generative pre-trained transformer tailored to OpenMP |
| Feb'24 PREPRINT | ๐ New preprint! on the landscape and open challenges of LLMs for HPC research |
| Jan'24 PREPRINT | ๐ New preprint! on swift inference for text-to-video generation |
| Nov'23 PREPRINT | ๐ New preprint! on compiler-guided validation and enhancement of code datasets |
| Sep'23 HPEC'23 | ๐ One paper accepted with Outstanding Student Paper Award !๐ on building an OpenMP Fortran-to-C++ translation dataset with LLMs |
| Jun'23 MLSys'23 | ๐ซ Received an MLSys 2023 Travel Grant to present our work โ see you in Miami ๐ด! on learning to parallelize with OpenMP via heterogeneous AST representation |