Aman Arora

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Aman Arora

Assistant Professor

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20162025

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  • 2025

    Out-of-the-Box Performance of FPGAs for ML Workloads Using Vitis AI

    Athur, D. K., Pawar, R. & Arora, A., 2025, Applied Reconfigurable Computing. Architectures, Tools, and Applications - 21st International Symposium, ARC 2025, Proceedings. Giorgi, R., Stojilovic, M., Stroobandt, D., Brox Jiménez, P. & Barriga Barros, Á. (eds.). Springer Science and Business Media Deutschland GmbH, p. 123-139 17 p. (Lecture Notes in Computer Science; vol. 15594 LNCS).

    Research output: Chapter in Book/Report/Conference proceeding › Conference contribution

  • Systolic Sparse Tensor Slices: FPGA Building Blocks for Sparse and Dense AI Acceleration

    Taka, E., Huang, N. C., Chang, C. C., Wu, K. C., Arora, A. & Marculescu, D., Feb 27 2025, FPGA 2025 - Proceedings of the 2025 ACM/SIGDA International Symposium on Field Programmable Gate Arrays. Association for Computing Machinery, Inc, p. 159-171 13 p. (FPGA 2025 - Proceedings of the 2025 ACM/SIGDA International Symposium on Field Programmable Gate Arrays).

    Research output: Chapter in Book/Report/Conference proceeding › Conference contribution

    Open Access
  • 2024

    Beyond the Surface: The Necessity for Detailed Metrics in Corporate Sustainability Reports

    Sudarshan, C. C., Arora, A. & Chhabria, V. A., 2024, Proceedings - 15th International Green and Sustainable Computing Conference, IGSC 2024. Zhou, P., Chen, F., Yang, X., Hester, J. & Qiu, Q. (eds.). Institute of Electrical and Electronics Engineers Inc., p. 145-150 6 p. (Proceedings - 15th International Green and Sustainable Computing Conference, IGSC 2024).

    Research output: Chapter in Book/Report/Conference proceeding › Conference contribution

  • Efficient Approaches for GEMM Acceleration on Leading AI-Optimized FPGAs

    Taka, E., Gourounas, D., Gerstlauer, A., Marculescu, D. & Arora, A., 2024, Proceedings - 2024 IEEE 32nd Annual International Symposium on Field-Programmable Custom Computing Machines, FCCM 2024. Institute of Electrical and Electronics Engineers Inc., p. 54-65 12 p. (Proceedings - 2024 IEEE 32nd Annual International Symposium on Field-Programmable Custom Computing Machines, FCCM 2024).

    Research output: Chapter in Book/Report/Conference proceeding › Conference contribution

    Open Access
    1 Scopus citations

  • GreenFPGA: Evaluating FPGAs as Environmentally Sustainable Computing Solutions

    Sudarshan, C. C., Arora, A. & Chhabria, V. A., Nov 7 2024, Proceedings of the 61st ACM/IEEE Design Automation Conference, DAC 2024. Institute of Electrical and Electronics Engineers Inc., 320. (Proceedings - Design Automation Conference).

    Research output: Chapter in Book/Report/Conference proceeding › Conference contribution

    Open Access
    2 Scopus citations

  • HLSFactory: A Framework Empowering High-Level Synthesis Datasets for Machine Learning and Beyond

    Abi-Karam, S., Sarkar, R., Seigler, A., Lowe, S., Wei, Z., Chen, H., Rao, N., John, L., Arora, A. & Hao, C., Sep 9 2024, MLCAD 2024 - Proceedings of the 2024 ACM/IEEE International Symposium on Machine Learning for CAD. Association for Computing Machinery, Inc, 23. (MLCAD 2024 - Proceedings of the 2024 ACM/IEEE International Symposium on Machine Learning for CAD).

    Research output: Chapter in Book/Report/Conference proceeding › Conference contribution

    Open Access
    1 Scopus citations

  • LogicNets vs. ULEEN: Comparing two novel high throughput edge ML inference techniques on FPGA

    Nag, S., Susskind, Z., Arora, A., Bacellar, A. T. L., Dutra, D. L. C., Miranda, I. D. S., Kailas, K., John, E. B., Breternitz, M., Lima, P. M. V., Franca, F. M. G. & John, L. K., 2024, 2024 IEEE 67th International Midwest Symposium on Circuits and Systems, MWSCAS 2024. Institute of Electrical and Electronics Engineers Inc., p. 1206-1211 6 p. (Midwest Symposium on Circuits and Systems).

    Research output: Chapter in Book/Report/Conference proceeding › Conference contribution

  • 2023

    COIN: Combinational Intelligent Networks

    Miranda, I. D. S., Arora, A., Susskind, Z., Souza, J. S. A., Jadhao, M. P., Villon, L. A. Q., Dutra, D. L. C., Lima, P. M. V., Franca, F. M. G., Breternitz, M. & John, L. K., 2023, Proceedings - 2023 IEEE 34th International Conference on Application-Specific Systems, Architectures and Processors, ASAP 2023. Institute of Electrical and Electronics Engineers Inc., p. 27-28 2 p. (Proceedings of the International Conference on Application-Specific Systems, Architectures and Processors; vol. 2023-July).

    Research output: Chapter in Book/Report/Conference proceeding › Conference contribution

    1 Scopus citations

  • HLSDataset: Open-Source Dataset for ML-Assisted FPGA Design using High Level Synthesis

    Wei, Z., Arora, A., Li, R. & John, L., 2023, Proceedings - 2023 IEEE 34th International Conference on Application-Specific Systems, Architectures and Processors, ASAP 2023. Institute of Electrical and Electronics Engineers Inc., p. 197-204 8 p. (Proceedings of the International Conference on Application-Specific Systems, Architectures and Processors; vol. 2023-July).

    Research output: Chapter in Book/Report/Conference proceeding › Conference contribution

    Open Access
    3 Scopus citations

  • Infinity Stream: Portable and Programmer-Friendly In-/Near-Memory Fusion

    Wang, Z., Liu, C., Arora, A., John, L. & Nowatzki, T., Mar 25 2023, ASPLOS 2023 - Proceedings of the 28th ACM International Conference on Architectural Support for Programming Languages and Operating Systems. Aamodt, T. M., Jerger, N. E. & Swift, M. (eds.). Association for Computing Machinery, p. 359-375 17 p. (International Conference on Architectural Support for Programming Languages and Operating Systems - ASPLOS; vol. 3).

    Research output: Chapter in Book/Report/Conference proceeding › Conference contribution

    Open Access
    10 Scopus citations

  • MaxEVA: Maximizing the Efficiency of Matrix Multiplication on Versal AI Engine

    Taka, E., Arora, A., Wu, K. C. & Marculescu, D., 2023, Proceedings - 2023 International Conference on Field-Programmable Technology, ICFPT 2023. Institute of Electrical and Electronics Engineers Inc., p. 96-105 10 p. (Proceedings - International Conference on Field-Programmable Technology, ICFPT).

    Research output: Chapter in Book/Report/Conference proceeding › Conference contribution

    Open Access
    9 Scopus citations
  • 2022

    CoMeFa: Compute-in-Memory Blocks for FPGAs

    Arora, A., Anand, T., Borda, A., Sehgal, R., Hanindhito, B., Kulkarni, J. & John, L. K., 2022, Proceedings - 2022 IEEE 30th International Symposium on Field-Programmable Custom Computing Machines, FCCM 2022. Institute of Electrical and Electronics Engineers Inc., (Proceedings - 2022 IEEE 30th International Symposium on Field-Programmable Custom Computing Machines, FCCM 2022).

    Research output: Chapter in Book/Report/Conference proceeding › Conference contribution

    Open Access
    14 Scopus citations

  • Hardware-aware 3D Model Workload Selection and Characterization for Graphics and ML Applications

    Li, R., Arora, A., Li, S., Wu, Q. & John, L. K., 2022, Proceedings of the 23rd International Symposium on Quality Electronic Design, ISQED 2022. IEEE Computer Society, (Proceedings - International Symposium on Quality Electronic Design, ISQED; vol. 2022-April).

    Research output: Chapter in Book/Report/Conference proceeding › Conference contribution

    2 Scopus citations

  • LogGen: A Parameterized Generator for Designing Floating-Point Logarithm Units for Deep Learning

    Patel, P., Arora, A., Swartzlander, E. & John, L., 2022, Proceedings of the 23rd International Symposium on Quality Electronic Design, ISQED 2022. IEEE Computer Society, (Proceedings - International Symposium on Quality Electronic Design, ISQED; vol. 2022-April).

    Research output: Chapter in Book/Report/Conference proceeding › Conference contribution

    1 Scopus citations

  • LogicWiSARD: Memoryless Synthesis of Weightless Neural Networks

    Miranda, I. D. S., Arora, A., Susskind, Z., Villon, L. A. Q., Katopodis, R. F., Dutra, D. L. C., De Araujo, L. S., Lima, P. M. V., Franca, F. M. G., John, L. K. & Breternitz, M., 2022, Proceedings - 2022 IEEE 33rd International Conference on Application-Specific Systems, Architectures and Processors, ASAP 2022. Pericas, M., Pnevmatikatos, D. N., Trancoso, P. P. M. & Sourdis, I. (eds.). Institute of Electrical and Electronics Engineers Inc., p. 19-26 8 p. (Proceedings of the International Conference on Application-Specific Systems, Architectures and Processors; vol. 2022-July).

    Research output: Chapter in Book/Report/Conference proceeding › Conference contribution

    Open Access
    12 Scopus citations

  • Weightless Neural Networks for Efficient Edge Inference

    Susskind, Z., Arora, A., Miranda, I. D. S., Villon, L. A. Q., Katopodis, R. F., De Araújo, L. S., Dutra, D. L. C., Lima, P. M. V., França, F. M. G., Breternitz, M. & John, L. K., Oct 8 2022, PACT 2022 - Proceedings of the 2022 International Conference on Parallel Architectures and Compilation Techniques. Institute of Electrical and Electronics Engineers Inc., p. 279-290 12 p. (Parallel Architectures and Compilation Techniques - Conference Proceedings, PACT).

    Research output: Chapter in Book/Report/Conference proceeding › Conference contribution

    Open Access
    13 Scopus citations
  • 2021

    Compute RAMs: Adaptable Compute and Storage Blocks for DL-Optimized FPGAs

    Arora, A., Hanindhito, B. & John, L. K., 2021, 55th Asilomar Conference on Signals, Systems and Computers, ACSSC 2021. Matthews, M. B. (ed.). IEEE Computer Society, p. 1156-1163 8 p. (Conference Record - Asilomar Conference on Signals, Systems and Computers; vol. 2021-October).

    Research output: Chapter in Book/Report/Conference proceeding › Conference contribution

    Open Access
    1 Scopus citations

  • KoiOs: A deep learning benchmark suite for FPGA architecture and CAD research

    Arora, A., Boutros, A., Rauch, D., Rajen, A., Borda, A., Damghani, S. A., Mehta, S., Kate, S., Patel, P., Kent, K. B., Betz, V. & John, L. K., 2021, Proceedings - 2021 31st International Conference on Field-Programmable Logic and Applications, FPL 2021. Institute of Electrical and Electronics Engineers Inc., p. 355-362 8 p. (Proceedings - 2021 31st International Conference on Field-Programmable Logic and Applications, FPL 2021).

    Research output: Chapter in Book/Report/Conference proceeding › Conference contribution

    Open Access
    27 Scopus citations

  • Tensor slices to the rescue: Supercharging ml acceleration on fpgas

    Arora, A., Mehta, S., Betz, V. & John, L. K., Feb 17 2021, FPGA 2021 - 2021 ACM/SIGDA International Symposium on Field-Programmable Gate Arrays. Association for Computing Machinery, Inc, p. 23-33 11 p. (FPGA 2021 - 2021 ACM/SIGDA International Symposium on Field-Programmable Gate Arrays).

    Research output: Chapter in Book/Report/Conference proceeding › Conference contribution

    Open Access
    18 Scopus citations
  • 2020

    Design space exploration for softmax implementations

    Wei, Z., Arora, A., Patel, P. & John, L., Jul 2020, Proceedings - 2020 IEEE 31st International Conference on Application-Specific Systems, Architectures and Processors, ASAP 2020. Hannig, F., Navaridas, J., Koch, D. & Abdelhadi, A. (eds.). Institute of Electrical and Electronics Engineers Inc., p. 45-52 8 p. 9153236. (Proceedings of the International Conference on Application-Specific Systems, Architectures and Processors; vol. 2020-July).

    Research output: Chapter in Book/Report/Conference proceeding › Conference contribution

    19 Scopus citations

  • Hamamu: Specializing FPGAs for ML applications by adding hard matrix multiplier blocks

    Arora, A., Wei, Z. & John, L. K., Jul 2020, Proceedings - 2020 IEEE 31st International Conference on Application-Specific Systems, Architectures and Processors, ASAP 2020. Hannig, F., Navaridas, J., Koch, D. & Abdelhadi, A. (eds.). Institute of Electrical and Electronics Engineers Inc., p. 53-60 8 p. 9153278. (Proceedings of the International Conference on Application-Specific Systems, Architectures and Processors; vol. 2020-July).

    Research output: Chapter in Book/Report/Conference proceeding › Conference contribution

    14 Scopus citations
  • 2016

    Image steganography using enhanced LSB substitution technique

    Arora, A., Singh, M. P., Thakral, P. & Jarwal, N., 2016, 2016 4th International Conference on Parallel, Distributed and Grid Computing, PDGC 2016. Ghrera, S. P., Kumar, P. & Singh, A. K. (eds.). Institute of Electrical and Electronics Engineers Inc., p. 386-389 4 p. 7913225. (2016 4th International Conference on Parallel, Distributed and Grid Computing, PDGC 2016).

    Research output: Chapter in Book/Report/Conference proceeding › Conference contribution

    15 Scopus citations