Shrestha, Sumit Bam

1. Scalable MatMul-free Language Modeling
   2024/06/04 by Rui-Jie Zhu, Ruijie Zhu, Zhu, Rui-Jie +19 · 14 voices · 2 citations
   Computer Science · #Model-Driven Software Engineering Techniques
2. SLAYER: Spike Layer Error Reassignment in Time
   2018/09/05 by Sumit Bam Shrestha, Shrestha, Sumit Bam, Garrick Orchard +1 · 39 citations
   Earth and Planetary Sciences · #FOS: Computer and information sciences #Machine Learning (cs.LG) #Machine Learning (stat.ML) #Neural and Evolutionary Computing (cs.NE) #Seismic Imaging and Inversion Techniques
3. Efficient Neuromorphic Signal Processing with Loihi 2
   2021/11/05 by Orchard, Garrick, Frady, E. Paxon, Rubin, Daniel Ben Dayan +4 · 21 citations
   #Emerging Technologies (cs.ET) #FOS: Computer and information sciences #Hardware Architecture (cs.AR) #Neural and Evolutionary Computing (cs.NE)
4. Efficient Video and Audio processing with Loihi 2
   2023/10/05 by Sumit Bam Shrestha, Shrestha, Sumit Bam, Jonathan Timcheck +7 · 13 citations
   Computer Science · Engineering · Neuroscience · #Advanced Memory and Neural Computing #Emerging Technologies (cs.ET) #FOS: Computer and information sciences #Neural Networks and Reservoir Computing #Neural and Evolutionary Computing (cs.NE) #Neural dynamics and brain function
5. NeuroBench: A Framework for Benchmarking Neuromorphic Computing Algorithms and Systems
   2023/04/10 by Jason Yik, Yik, Jason, Korneel Van den Berghe +208 · 1 voice · 7 citations
   Computer Science · Engineering · #Advanced Memory and Neural Computing #Ferroelectric and Negative Capacitance Devices #Neural Networks and Reservoir Computing #cs.AI
6. A Diagonal Structured State Space Model on Loihi 2 for Efficient Streaming Sequence Processing
   2024/09/23 by Svea Marie Meyer, Meyer, Svea Marie, Philipp Weidel +11 · 4 citations
   Computer Science · #Algorithms and Data Compression #Advanced Data Storage Technologies #Neural Networks and Applications
7. The Intel Neuromorphic DNS Challenge
   2023/03/16 by Timcheck, Jonathan, Sumit Bam Shrestha, Daniel Ben Dayan Rubin +12 · 2 citations
   Computer Science · Engineering · #Advanced Memory and Neural Computing #FOS: Computer and information sciences #Ferroelectric and Negative Capacitance Devices #Neural Networks and Reservoir Computing #Neural and Evolutionary Computing (cs.NE)
8. Neuromorphic Principles for Efficient Large Language Models on Intel Loihi 2
   2025/02/12 by Abreu, Steven, Shrestha, Sumit Bam, Zhu, Rui-Jie +1 · 4 citations
   #Artificial Intelligence (cs.AI) #FOS: Computer and information sciences #Hardware Architecture (cs.AR) #Machine Learning (cs.LG) #Neural and Evolutionary Computing (cs.NE)
9. Online Few-shot Gesture Learning on a Neuromorphic Processor
   2020/08/03 by Stewart, Kenneth, Orchard, Garrick, Shrestha, Sumit Bam +1 · 1 citation
   #FOS: Computer and information sciences #Neural and Evolutionary Computing (cs.NE)
10. Spikemax: Spike-based Loss Methods for Classification
    2022/05/19 by Shrestha, Sumit Bam, Zhu, Longwei, Sun, Pengfei · 1 citation
    #FOS: Computer and information sciences #Neural and Evolutionary Computing (cs.NE)
11. Accelerating Linear Recurrent Neural Networks for the Edge with Unstructured Sparsity
    2025/02/03 by A.R. De Pierro, Steven Abreu, Pierro, Alessandro +9 · 1 citation
    Computer Science · #Neural Networks and Applications
12. Autonomous Reinforcement Learning Robot Control with Intel's Loihi 2 Neuromorphic Hardware
    2025/12/03 by Stewart, Kenneth, Leontie, Roxana, Chapin, Samantha +3 · 1 citation
    #Artificial Intelligence (cs.AI) #FOS: Computer and information sciences #Machine Learning (cs.LG) #Robotics (cs.RO)