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Collaborations and top research areas from the last five years
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Energy Efficient and Fault Tolerant Acceleration of Deep Neural Networks
Salman, E. (PI), Ferdman, M. (CoPI), Milder, P. A. (CoPI), Robertazzi, T. (CoPI), Shterengas, L. (CoPI) & Stanacevic, M. (CoPI)
02/26/25 → 02/26/27
Project: Research
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SUNY-IBM AI Collaborative Research Alliance
Balasubramanian, A. (CoI), Balasubramanian, N. (CoI), Ferdman, M. (CoI), Kaufman, A. (CoI), Zadok, E. (CoI), Iacabucci, J. (PI), Beckmann, K. (CoI), Cady, N. (CoI), Cho, J. (CoI), D'Cruz, J. (CoI), Dunn, K. (CoI), Ghose, K. (CoI), Kosar, T. (CoI), Mazumder, B. (CoI), Park, S. (CoI), Xiong, J. (CoI), Yin, P. (CoI), Yu, K. (CoI), Ma, T. (CoI), Milder, P. A. (CoI), Qin, H. (CoI), Dimitrov, N. (CoI), Hu, H. (CoI), Imran, A. (CoI), Li, H. (CoI), Tarkesh Esfahani, E. (CoI), Bichuch, M. (CoI), Chowdhury, S. (CoI), Kojaku, S. (CoI), Perebeinos, V. (CoI), Yang, Z. (CoI), Yao, F. (CoI) & Wang, Z. (CoI)
01/1/22 → 12/31/28
Project: Research
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Artificial Intelligence Collaborative Research Alliance
Balasubramanian, A. (CoI), Balasubramanian, N. (CoI), Ferdman, M. (CoI), Kaufman, A. (CoI), Zadok, E. (CoI), Iacabucci, J. (PI), Beckmann, K. (CoI), Cady, N. (CoI), Cho, J. (CoI), D'Cruz, J. (CoI), Dunn, K. (CoI), Ghose, K. (CoI), Kosar, T. (CoI), Mazumder, B. (CoI), Park, S. (CoI), Xiong, J. (CoI), Yin, P. (CoI), Yu, K. (CoI), Ma, T. (CoI), Milder, P. A. (CoI), Qin, H. (CoI), Dimitrov, N. (CoI), Hu, H. (CoI), Imran, A. (CoI), Li, H. (CoI), Tarkesh Esfahani, E. (CoI), Bichuch, M. (CoI), Chowdhury, S. (CoI), Kojaku, S. (CoI), Perebeinos, V. (CoI), Yang, Z. (CoI), Yao, F. (CoI) & Wang, Z. (CoI)
05/14/19 → 09/30/27
Project: Research
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SHF: Small: Sparsity-Aware Hardware Accelerators for Natural Language Processing with Transformers
Milder, P. A. (PI), Balasubramanian, N. (CoPI), Ferdman, M. (CoPI) & Schwartz, H. A. (CoPI)
10/1/20 → 09/30/24
Project: Research
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Enabling Efficient SpMM for Sparse Attention on GEMM-Optimized Hardware with Block Aggregation
Ji, T., Balasubramanian, N., Ferdman, M. & Milder, P., Feb 21 2026, Proceedings of the 2026 ACM/SIGDA International Symposium on Field Programmable Gate Arrays, FPGA 2026. Association for Computing Machinery, Inc, p. 67-78 12 p. (Proceedings of the 2026 ACM/SIGDA International Symposium on Field Programmable Gate Arrays, FPGA 2026).Research output: Chapter in Book/Report/Conference proceeding › Conference contribution › peer-review
Open Access -
Wireless Multicast Rate Control Adaptive to Application Goodput and Loss Requirements
Elbadry, M., Ye, F. & Milder, P., 2024, Proceedings - 9th ACM/IEEE Conference on Internet-of-Things Design and Implementation, IoTDI 2024. Institute of Electrical and Electronics Engineers Inc., p. 25-36 12 p. (Proceedings - 9th ACM/IEEE Conference on Internet-of-Things Design and Implementation, IoTDI 2024).Research output: Chapter in Book/Report/Conference proceeding › Conference contribution › peer-review
2 Scopus citations -
Efficient Methods for Natural Language Processing: A Survey
Treviso, M., Lee, J. U., Ji, T., van Aken, B., Cao, Q., Ciosici, M. R., Hassid, M., Heafield, K., Hooker, S., Raffel, C., Martins, P. H., Martins, A. F. T., Forde, J. Z., Milder, P., Simpson, E., Slonim, N., Dodge, J., Strubell, E., Balasubramanian, N. & Derczynski, L. & 2 others, , 2023, In: Transactions of the Association for Computational Linguistics. 11, p. 826-860 35 p.Research output: Contribution to journal › Article › peer-review
Open Access100 Scopus citations -
Precision and Performance-Aware Voltage Scaling in DNN Accelerators
Rathore, M., Milder, P. & Salman, E., Jun 5 2023, GLSVLSI 2023 - Proceedings of the Great Lakes Symposium on VLSI 2023. Association for Computing Machinery, p. 237-242 6 p. (Proceedings of the ACM Great Lakes Symposium on VLSI, GLSVLSI).Research output: Chapter in Book/Report/Conference proceeding › Conference contribution › peer-review
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Waverunner: An Elegant Approach to Hardware Acceleration of State Machine Replication
Alimadadi, M., Mai, H., Cho, S., Ferdman, M., Milder, P. & Mu, S., 2023, Proceedings of the 20th USENIX Symposium on Networked Systems Design and Implementation, NSDI 2023. USENIX Association, p. 357-374 18 p. (Proceedings of the 20th USENIX Symposium on Networked Systems Design and Implementation, NSDI 2023).Research output: Chapter in Book/Report/Conference proceeding › Conference contribution › peer-review
9 Scopus citations