Journal Articles

Kaspar, T. C., S. M. Akers, H. W. Sprueill, A. H. Ter-Petrosyan, J. A. Bilbrey, D. F. Hopkins, A. V. Harilal, J. Christudasjustus, P. Gemperline, and R. B. Comes. 2025. “Machine-Learning-Enabled On-the-Fly Analysis of RHEED Patterns During Thin Film Deposition by Molecular Beam Epitaxy.” Journal of Vacuum Science & Technology A 43 (3): 032702. PNNL-SA-206700. https://doi.org/10.1116/6.0004493.

Horangic D.B., F.W. Hilty, L.R. Hubbard, J. Reiser, F. Cintron Colon, R.E. Fluor, and J. Gutierrez Jr, et al. 2024. "The effect of 316 steel surface roughness on absorption of 1064 nm laser emissions." MRS Advances 9, no. 20:1611–1616. PNNL-SA-199206. https://doi.org/10.1557/s43580-024-00965-3.

Roy A., L.R. Hubbard, N.R. Overman, K.R. Fiedler, D.B. Horangic, F.W. Hilty, and M.L. Taheri, et al. 2024. "Machine learning and molecular dynamics simulations aided insights into condensate ring formation in laser spot welding." Scientific Reports 14, no. _:Art. No. 30068. PNNL-SA-200209. https://doi:10.1038/s41598-024-79755-8.

Wang C., P.A. Valencia Acuna, A.V. Krayev, and P.Z. El-Khoury. 2024. "Optical Extinction-Based 3D Nano-Imaging of WS₂ on Gold." The Journal of Physical Chemistry Letters 15, no. 40:10272 - 10277. PNNL-SA-200841. https://doi.org10.1021/acs.jpclett.4c02077.

Hubbard, L. R., F. W. Hilty, A. Roy, S. M. Miley, N. R. Overman, S. E. Muller, K. R. Fiedler, D. Horangic, and M. Olszta. 2024. “Optical Evidence of Compositional Fractioning Between Plasma-Condensed and Melt Pool Matter.” Advanced Engineering Materials 26 (13): 2302177. PNNL-SA-193129. https://doi.org/10.1002/adem.202302177.

Wang, C., A. V. Krayev, and P. Z. El-Khoury. 2023. “Subnanometer Visualization of Spatially Varying Local Field Resonances that Drive Tip-Enhanced Optical Spectroscopy.” Nano Letters 23 (19): 9114–9118. PNNL-SA-189259. https://doi.org/10.1021/acs.nanolett.3c03028.

Conference Papers

Rodriguez Canal G., N. Bohm Agostini, A.M. Limaye, V.G. Castellana, J.B. Manzano Franco, M. Jamieson, and N. Brown, et al. 2025. "DataFlex: Flexible scheduling of pipelined dataflow graphs for ML on SoC." In The International Conference on Parallel Architectures and Compilation Techniques (PACT). PNNL-SA-211132.

Yin J., Z. Song, N. Bohm Agostini, A. Tumeo, and C. Yu. 2025. "HEC: Equivalence Verification Checking for Code Transformation via Equality Saturation." In 2025 USENIX Annual Technical Conference. PNNL-SA-211091.

Manjunath D., N. Bohm Agostini, A. Tumeo, J. Zhang, and C. Chackrabarti. 2025. "ML4SODA: A Decision Tree Guided Design Space Exploration for Fast and High Quality MLIR-based HLS." In Great Lakes Symposium on VLSI (GLSVLSI) 2025. PNNL-SA-211078.

Agostini, N. B., G. Gozzi, M. Fiorito, C. Barone, S. Curzel, A. M. Limaye, M. Minutoli, V. G. Castellana, J. Manzano, F. Ferrandi, and A. Tumeo. 2025. “Extending High-Level Synthesis with AI/ML Methods.” In Proceedings of the 43rd IEEE/ACM International Conference on Computer-Aided Design (ICCAD 2024). Association for Computing Machinery, New York, NY, October 27–31, 2024. https://doi.org/10.1145/3676536.3689923.

Tan, C., M. Jiang, D. Patil, Y. Ou, Z. Li, L. Ju, T. Mitra, H. Park, A. Tumeo, and J. Zhang. 2024. “ICED: An Integrated CGRA Framework Enabling DFVS-Aware Acceleration.” In IEEE/ACM 57th International Symposium on Microarchitecture (MICRO 2024). IEEE, Austin, TX, November 2–6, 2024. https://doi.org/10.1109/MICRO61859.2024.00099.

Mirtinti L., N. Bohm Agostini, A.M. Limaye, A. Tumeo, A. Das, and J. Hollenbach. 2024. "Online Learning for Dynamic Structural Characterization in Electron Energy Loss Spectroscopy." In Design Automation and Test in Europe Conference. PNNL-SA-203900

Agostini, N. B., P. Gibson, J. Haris, M. Jayaweera, N. Rubin, A. Tumeo, J. L. Abellán, J. Cano, and D. Kaeli. 2024. “AXI4MLIR: User-Driven Automatic Host Code Generation for Custom AXI-Based Accelerators.” In IEEE/ACM International Symposium on Code Generation and Optimization (CGO 2024). IEEE, Edinburgh, UK, March 2–6, 2024. https://doi.org/10.1109/CGO57630.2024.10444801.

Rodriguez Canal G., V.G. Castellana, A.M. Limaye, C. Barone, N. Bohm Agostini, V.M. Agostinelli, and M. Jamieson, et al. 2024. "Automated Synthesis of Pipelined Dataflow Accelerators." In International Symposium on Field-Programmable Gate Arrays. PNNL-SA-204555.

Bohm Agostini N., A. Limaye, L. Mirtinti, R.W. Neff, V.G. Castellana, M. Minutoli, and J.B. Manzano Franco, et al. 06/29/2024. "SODA Synthesizer: Status & Updates." Buenos Aires, Argentina. PNNL-SA-200207.

Haris J., N. Bohm Agostini, A. Tumeo, D. Kaeli, and J. Cano. 03/03/2024. "Data Transfer Optimizations for Host-CPU and Accelerators in AXI4MLIR." Edinburgh, Uk, United Kingdom. PNNL-SA-194156.

Gozzi G., M. Fiorito, S. Curzel, C. Barone, V.G. Castellana, M. Minutoli, and A. Tumeo, et al. 2024. "SPARTA: High-Level Synthesis of Parallel Multi-Threaded Accelerators." In ACM Transactions on Reconfigurable Technology and Systems. PNNL-SA-185565.

Limaye, A. M., C. Barone, N. Bohm Agostini, M. Minutoli, J. B. Manzano Franco, V. G. Castellana, G. Gozzi, M. Fiorito, S. Curzel, F. Ferrandi, and A. Tumeo. 2024. “Towards Automated Generation of Chiplet-Based Systems.” In Proceedings of the 29th Asia and South Pacific Design Automation Conference (ASPDAC 2024). IEEE, Incheon, South Korea, January 22–25, 2024. https://doi.org/10.1109/ASP-DAC58780.2024.10473980.

Tan, C., D. Patil, A. Tumeo, G. Weisz, S. Reinhardt, and J. Zhang. 2023. “VecPAC: A Vectorizable and Precision-Aware CGRA.” In IEEE/ACM International Conference on Computer Aided Design (ICCAD 2023). IEEE, San Francisco, CA, October 28–November 2, 2023. https://doi.org/10.1109/ICCAD57390.2023.10323910.

Limaye A.M., N. Bohm Agostini, V.G. Castellana, C. Barone, M. Fiorito, F. Ferrandi, and A. Marquez, et al. 2023. "Designing Intelligent Memory Interfaces to Improve Accelerator-based System Performance." In IEEE/ACM 42nd International Conference on Computer-Aided Design (ICCAD 2023), October 29 - November 2, 2023, San Francisco, CA. PNNL-SA-185507.

Castellana, V. G., N. Bohm Agostini, A. M. Limaye, V. C. Amatya, M. Minutoli, J. B. Manzano Franco, A. Tumeo, S. Curzel, M. Fiorito, and F. Ferrandi. 2023. “Towards On-Chip Learning for Low Latency Reasoning with End-to-End Synthesis.” In Proceedings of the 28th Asia and South Pacific Design Automation Conference (ASPDAC 2023). Association for Computing Machinery, Tokyo, Japan, January 16–19, 2023. https://doi.org/10.1145/3566097.3568360.

Luo, Y., C. Tan, N. Bohm Agostini, A. Li, A. Tumeo, N. Dave, and T. Geng. 2023. “ML-CGRA: An Integrated Compilation Framework to Enable Efficient Machine Learning Acceleration on CGRAs.” In Proceedings of the 60th ACM/IEEE Design Automation Conference (DAC 2023). IEEE, San Franciso, CA, July 9–13, 2023. https://doi.org/10.1109/DAC56929.2023.10247873.