Conference Papers

Ang, J. A., A. Tumeo, N. Bohm Agostini, and A. M. Limaye. 2025. “The U.S. Microelectronics Research Programs and Where They Lower Barriers to Co-Design.” In Companion Book of ACM International Conference on Computing Frontiers. ACM International Conference on Computing Frontiers, Cagliari, Sardinia, Italy, May 28–30, 2025. PNNL-SA-211011. https://informationrelease.pnnl.gov/release/370936.

Wu, C., R. Song, C. Liu, P. Haghi, A. Li, M. Huang, and T. Geng. 2025. “DS-TPU: Dynamical System for on-Device Lifelong Graph Learning with Nonlinear Node Interaction.” In Proceedings of the 52nd Annual International Symposium on Computer Architecture. ISCA, Tokyo, Japan, June 21–25, 2025. PNNL-SA-210241. https://doi.org/10.1145/3695053.3731091.

Liu, C., C. Wu, R. Song, A. Li, Y. Wu, and T. Geng. 2025. “An Expressive and Self-Adaptive Dynamical System for Efficient Equation Learning.” In International Conference on Machine Learning. ICML, Vancouver, BC, Canada, July 13, 2025. PNNL-SA-211170.

Wu, C., R. Song, C. Liu, P. Haghi, A. Li, M. Huang, and T. Geng. 2025. “DS-TPU: Dynamical System for on-Device Lifelong Graph Learning with Nonlinear Node Interaction.” In Proceedings of the 52nd Annual International Symposium on Computer Architecture, 1867–1879. ISCA, Tokyo, Japan, June 21–25, 2025. PNNL-SA-210241. https://doi.org/10.1145/3695053.3731091.

Liu, C., C. Wu, R. Song, G. Sun, Y. Wu, Y. Chen, and A. Li, and T. Geng. 2025. “DS-TIDE: Harnessing Dynamical Systems for Efficient Time-Independent Differential Equation Solving.” In 58th IEEE/ACM International Symposium on Microarchitecture, 1690–1703. MICRO, Seoul, South Korea, October 18, 2025. PNNL-SA-213832. https://doi.org/10.1145/3725843.3756082.

Varshika, M. L., J. Hollenbach, N. Bohm Agostini, A. M. Limaye, M. Minutoli, V. G. Castellana, J. B. Manzano, A. Das, M. Taheri, and A. Tumeo. 2025. “Neuromorphic Architectures for Scientific Computing: A Structural Characterization Case Study.” In 2025 IEEE/ACM International Conference on Computer-Aided Design. ICCAD, Munich, Germany, October 26–30, 2025. PNNL-SA-215123.

Presentations

Ang, J. A., A. Tumeo, A. B. Kahng, T. S. Rosing, A. Olofsson, J. D. Leidel, D. Brooks, et al. 2025. “Democratization of Co-design (DeCoDe) for Energy Efficient Heterogeneous Computing.” Presented by J. A. Ang at the DOE ASCR Computer Science Principal Investigators (PI) Meeting, Frisco, TX, March 25, 2025. PNNL-SA-209459.

Ang, J. A. 2025. “PNNL Support for Neuromorphic Computing Testbed Project.” Presented by J. A. Ang at the Neuromorphic Computing Testbeds co-PI meeting, Washington, DC, March 11, 2025. PNNL-SA-209285.

Ang, J. A., A. Tumeo, N. Bohm Agostini, and A. M. Limaye. 2025. “The U.S. Microelectronics Research Programs and Where They Lower Barriers to Co-Design.” Presented by J. A. Ang at the 22nd ACM International Conference on Computing Frontiers, Cagliari, Italy, May 28, 2025. PNNL-SA-211168.

Tumeo, A., N. Bohm Agostini, A. Limaye, V. G. Castellana, M. Minutoli, J. B. Manzano Franco, R. M. Ramstad, et al. 2025. “Bridging Python to Silicon: The SODA Toolchain.” Presented by A. Tumeo at the Hawai’i Scientific Data Workshop, Wailea, HI, May 20, 2025. PNNL-SA-211704.

Tumeo, A. 2025. “From Graphs to Design Automation: Custom Systems for Data Analytics.” Presented by A. Tumeo at the Dagstuhl Seminar on Holistic Graph-Processing Systems: Enabling Real-World Scale and Societal Impact, Wadern, Germany, April 24, 2025. PNNL-SA-211079.

Bohm Agostini, N. 2025. “Invited Talk at Jacques Pienaar’s Google Reading Group - SODA: Software Defined Accelerators Toolchain.” Presented by N. Bohm Agostini at Jacques Pienaar’s Google Reading Group, virtual, August 14, 2025. PNNL-SA-215043.

Ang, J. A. 2025. “Design for Product vs Design for MVP.” Presented by J. A. Ang at the ARCHIDE Workshop 2025, Berkeley, CA, August 21, 2025. PNNL-SA-215128.

Ang, J. A. 2025. “Design for Product vs Design for MVP.” Presented by J. A. Ang at the ARCHIDE Workshop 2025, Berkeley, CA, August 21, 2025. PNNL-SA-215434.

Tumeo, A., N. Bohm Agostini, A. M. Limaye, M. Minutoli, V. G. Castellana, R. M. Ramstad, and J. B. Manzano Franco. 2025. “Bridging Python to Silicon: the SODA Toolchain.” Presented by A. Tumeo at the DOE/MEXT collaboration monthly meeting, virtual, August 11, 2025. PNNL-SA-215435.

Tumeo, A., N. Bohm Agostini, A. M. Limaye, V. G. Castellana, M. Minutoli, J. B. Manzano Franco, and R. M. Ramstad. 2025. “Bridging Python to Silicon: the SODA Toolchain.” Presented by A. Tumeo at the ARCHIDE Workshop, Berkeley, CA, August 21, 2025. PNNL-SA-215436.

Ang, J. A. 2025. “The Democratization of Co-Design (DeCoDe) for Energy-Efficient Heterogeneous Computing.” Presented by J. A. Ang at the Smoky Mountain Computational Sciences and Engineering Conference, Chattanooga, TN, August 28, 2025. PNNL-SA-216054.

Tumeo, A., and J. A. Ang. 2025. “Democratization of Co-Design for Energy-Efficient Heterogeneous Computing (DeCoDe).” Philadelphia, PA, October 7, 2025. PNNL-SA-216114.

Bohm Agostini, N. 2025. “SODA: Bridging Python to Silicon.” Annapolis, MD, October 8, 2025. PNNL-SA-217213.

Tumeo, A., L. Mirtinti, J. Hollenbach, N. Bohm Agostini, A. M. Limaye, V. G. Castellana, M. Minutoli, et al. 2025. “Neuromorphic Architectures for Scientific Computing: A Structural Characterization Case Study.” Presented by A. Tumeo at the 2025 International Conference on Computer-Aided Design, Munich, Germany, October 28, 2025. PNNL-SA-217716.

Ang, J. A. 2025. “Generative AI for Chip Design: Are We There Yet?” Presented by J. A. Ang at Supercomputing 2025/Panel: Generative AI for Chip Design: Are We There Yet?, Saint Louis, MO, November 20, 2025. PNNL-SA-218058.

Song, R., C. Liu, C. Wu, A. Li, D. Liu, Y. Wu, and T. Geng. 2025. “DS-LLM: Leveraging Dynamical Systems to Enhance Both Training and Inference of Large Language Models.” In 13th International Conference on Learning Representations, 65379–65394. ICLR, Singapore, April 24–28, 2025. PNNL-SA-208428.