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Nimish Shah
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Runtime programmable and memory bandwidth optimized FPGA-based coprocessor for deep convolutional neural network
N Shah, P Chaudhari, K Varghese
IEEE Transactions on Neural Networks and Learning Systems 29 (12), 5922-5934, 2018
512018
Problp: A framework for low-precision probabilistic inference
N Shah, LIG Olascoaga, W Meert, M Verhelst
Proceedings of the 56th Annual Design Automation Conference 2019, 1-6, 2019
232019
Towards hardware-aware tractable learning of probabilistic models
LI Galindez Olascoaga, W Meert, N Shah, M Verhelst, G Van den Broeck
Advances in Neural Information Processing Systems 32, 2019
20*2019
Acceleration of probabilistic reasoning through custom processor architecture
N Shah, LIG Olascoaga, W Meert, M Verhelst
2020 Design, Automation & Test in Europe Conference & Exhibition (DATE), 322-325, 2020
142020
9.4 piu: A 248gops/w stream-based processor for irregular probabilistic inference networks using precision-scalable posit arithmetic in 28nm
N Shah, LIG Olascoaga, S Zhao, W Meert, M Verhelst
2021 IEEE International Solid-State Circuits Conference (ISSCC) 64, 150-152, 2021
92021
DPU: DAG processing unit for irregular graphs with precision-scalable posit arithmetic in 28 nm
N Shah, LIG Olascoaga, S Zhao, W Meert, M Verhelst
IEEE Journal of Solid-State Circuits 57 (8), 2586-2596, 2021
82021
GraphOpt: Constrained-Optimization-Based Parallelization of Irregular Graphs
N Shah, W Meert, M Verhelst
IEEE Transactions on Parallel and Distributed Systems 33 (12), 3321-3332, 2022
62022
Discriminative bias for learning probabilistic sentential decision diagrams
LI Galindez Olascoaga, W Meert, N Shah, G Van den Broeck, M Verhelst
Advances in Intelligent Data Analysis XVIII: 18th International Symposium on …, 2020
52020
DPU-v2: Energy-efficient execution of irregular directed acyclic graphs
N Shah, W Meert, M Verhelst
2022 55th IEEE/ACM International Symposium on Microarchitecture (MICRO …, 2022
32022
On hardware-aware probabilistic frameworks for resource constrained embedded applications
LIG Olascoaga, W Meert, N Shah, G Van den Broeck, M Verhelst
2019 Fifth Workshop on Energy Efficient Machine Learning and Cognitive …, 2019
32019
Dynamic complexity tuning for hardware-aware probabilistic circuits
LI Galindez Olascoaga, W Meert, N Shah, M Verhelst
IoT Streams for Data-Driven Predictive Maintenance and IoT, Edge, and Mobile …, 2020
22020
Discrete samplers for approximate inference in probabilistic machine learning
S Zhao, N Shah, W Meert, M Verhelst
2022 Design, Automation & Test in Europe Conference & Exhibition (DATE …, 2022
12022
Pru: Probabilistic reasoning processing unit for resource-efficient ai
NS Shah, LI Galindez Olascoaga, W Meert, M Verhelst
Hot Chips: A Symposium on High Performance Chips, Date: 2019/08/18-2019/08 …, 2019
12019
Optimising GPGPU Execution Through Runtime Micro-Architecture Parameter Analysis
GM Sarda, N Shah, D Bhattacharjee, P Debacker, M Verhelst
2023 IEEE International Symposium on Workload Characterization (IISWC), 226-228, 2023
2023
Efficient Execution of Irregular Dataflow Graphs: Hardware/Software Co-optimization for Probabilistic AI and Sparse Linear Algebra
N Shah, W Meert, M Verhelst
Springer Nature, 2023
2023
Suitable Data Representation: A Study of Fixed-Point, Floating-Point, and PositTM Formats for Probabilistic AI
N Shah, W Meert, M Verhelst
Efficient Execution of Irregular Dataflow Graphs: Hardware/Software Co …, 2023
2023
GraphOpt: Constrained-Optimization- Based Parallelization of Irregular Workloads for Multicore Processors
N Shah, W Meert, M Verhelst
Efficient Execution of Irregular Dataflow Graphs: Hardware/Software Co …, 2023
2023
DAG Processing Unit Version 1 (DPU): Efficient Execution of Irregular Workloads on a Multicore Processor
N Shah, W Meert, M Verhelst
Efficient Execution of Irregular Dataflow Graphs: Hardware/Software Co …, 2023
2023
DAG Processing Unit Version 2 (DPU-v2): Efficient Execution of Irregular Workloads on a Spatial Datapath
N Shah, W Meert, M Verhelst
Efficient Execution of Irregular Dataflow Graphs: Hardware/Software Co …, 2023
2023
Irregular Workloads at Risk of Losing the Hardware Lottery
N Shah, W Meert, M Verhelst
Efficient Execution of Irregular Dataflow Graphs: Hardware/Software Co …, 2023
2023
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