Aman Arora

Orcid: 0000-0003-2547-4424

According to our database1, Aman Arora authored at least 43 papers between 2004 and 2024.

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Bibliography

2024
Field-Programmable Gate Array Architecture for Deep Learning: Survey & Future Directions.
CoRR, 2024

LogicNets vs. ULEEN : Comparing two novel high throughput edge ML inference techniques on FPGA.
Proceedings of the 67th IEEE International Midwest Symposium on Circuits and Systems, 2024

HLSFactory: A Framework Empowering High-Level Synthesis Datasets for Machine Learning and Beyond.
Proceedings of the 2024 ACM/IEEE International Symposium on Machine Learning for CAD, 2024

Beyond the Surface: The Necessity for Detailed Metrics in Corporate Sustainability Reports.
Proceedings of the 15th IEEE International Green and Sustainable Computing Conference, 2024

Cross-FPGA Power Estimation from High Level Synthesis via Transfer-Learning.
Proceedings of the 2024 ACM/SIGDA International Symposium on Field Programmable Gate Arrays, 2024

Efficient Approaches for GEMM Acceleration on Leading AI-Optimized FPGAs.
Proceedings of the 32nd IEEE Annual International Symposium on Field-Programmable Custom Computing Machines, 2024

GreenFPGA: Evaluating FPGAs as Environmentally Sustainable Computing Solutions.
Proceedings of the 61st ACM/IEEE Design Automation Conference, 2024

2023
ULEEN: A Novel Architecture for Ultra-low-energy Edge Neural Networks.
ACM Trans. Archit. Code Optim., December, 2023

Koios 2.0: Open-Source Deep Learning Benchmarks for FPGA Architecture and CAD Research.
IEEE Trans. Comput. Aided Des. Integr. Circuits Syst., November, 2023

Landslide susceptibility mapping: application of novel hybridization of rotation forests (RF) and Java decision trees (J48).
Soft Comput., November, 2023

CoMeFa: Deploying Compute-in-Memory on FPGAs for Deep Learning Acceleration.
ACM Trans. Reconfigurable Technol. Syst., September, 2023

Hybridized neural network inspired behavioural modelling of pneumatic artificial muscles for assistive robotic applications.
Ind. Robot, 2023

PIMSAB: A Processing-In-Memory System with Spatially-Aware Communication and Bit-Serial-Aware Computation.
CoRR, 2023

HLSDataset: Open-Source Dataset for ML-Assisted FPGA Design using High Level Synthesis.
CoRR, 2023

MaxEVA: Maximizing the Efficiency of Matrix Multiplication on Versal AI Engine.
Proceedings of the International Conference on Field Programmable Technology, 2023

An FPGA-Based Weightless Neural Network for Edge Network Intrusion Detection.
Proceedings of the 2023 ACM/SIGDA International Symposium on Field Programmable Gate Arrays, 2023

Infinity Stream: Portable and Programmer-Friendly In-/Near-Memory Fusion.
Proceedings of the 28th ACM International Conference on Architectural Support for Programming Languages and Operating Systems, 2023

HLSDataset: Open-Source Dataset for ML-Assisted FPGA Design using High Level Synthesis.
Proceedings of the 34th IEEE International Conference on Application-specific Systems, 2023

COIN: Combinational Intelligent Networks.
Proceedings of the 34th IEEE International Conference on Application-specific Systems, 2023

A Neural Network assisted hybrid control scheme for a custom fabricated Pneumatic Artificial Muscle driven robotic joint: Neural Network assisted hybrid control for PAM driven robotic joint.
Proceedings of the 2023 6th International Conference on Advances in Robotics, 2023

2022
Tensor Slices: FPGA Building Blocks For The Deep Learning Era.
ACM Trans. Reconfigurable Technol. Syst., 2022

LogGen: A Parameterized Generator for Designing Floating-Point Logarithm Units for Deep Learning.
Proceedings of the 23rd International Symposium on Quality Electronic Design, 2022

Hardware-aware 3D Model Workload Selection and Characterization for Graphics and ML Applications.
Proceedings of the 23rd International Symposium on Quality Electronic Design, 2022

MathRAMs: Configurable Fused Compute-Memory Blocks for FPGAs.
Proceedings of the FPGA '22: The 2022 ACM/SIGDA International Symposium on Field-Programmable Gate Arrays, Virtual Event, USA, 27 February 2022, 2022

CoMeFa: Compute-in-Memory Blocks for FPGAs.
Proceedings of the 30th IEEE Annual International Symposium on Field-Programmable Custom Computing Machines, 2022


Development of an Autonomous UAV Integrated with a Manipulator and a Soft Gripper.
Proceedings of the 13th Asian Control Conference, 2022

LogicWiSARD: Memoryless Synthesis of Weightless Neural Networks.
Proceedings of the 33rd IEEE International Conference on Application-specific Systems, 2022

Weightless Neural Networks for Efficient Edge Inference.
Proceedings of the International Conference on Parallel Architectures and Compilation Techniques, 2022

2021
Flash-Flood Potential Mapping Using Deep Learning, Alternating Decision Trees and Data Provided by Remote Sensing Sensors.
Sensors, 2021

Koios: A Deep Learning Benchmark Suite for FPGA Architecture and CAD Research.
Proceedings of the 31st International Conference on Field-Programmable Logic and Applications, 2021

Tensor Slices to the Rescue: Supercharging ML Acceleration on FPGAs.
Proceedings of the FPGA '21: The 2021 ACM/SIGDA International Symposium on Field Programmable Gate Arrays, Virtual Event, USA, February 28, 2021

A Reinforced Soft Bending-type Actuator with Improved Performance and Force Sensing: Design, Analysis and Experiments.
Proceedings of the AIR 2021: Advances in Robotics - 5th International Conference of The Robotics Society, Kanpur, India, 30 June 2021, 2021

Compute RAMs: Adaptable Compute and Storage Blocks for DL-Optimized FPGAs.
Proceedings of the 55th Asilomar Conference on Signals, Systems, and Computers, 2021

2020
A Pneumatic Haptic Display for Collaborative Robotics applications.
Proceedings of the 2020 IEEE International Workshop on Metrology for Industry 4.0 & IoT, 2020

The Case for Hard Matrix Multiplier Blocks in an FPGA.
Proceedings of the FPGA '20: The 2020 ACM/SIGDA International Symposium on Field-Programmable Gate Arrays, 2020

Design Space Exploration for Softmax Implementations.
Proceedings of the 31st IEEE International Conference on Application-specific Systems, 2020

Hamamu: Specializing FPGAs for ML Applications by Adding Hard Matrix Multiplier Blocks.
Proceedings of the 31st IEEE International Conference on Application-specific Systems, 2020

2019
Performance evaluation of textural features in improving land use/land cover classification accuracy of heterogeneous landscape using multi-sensor remote sensing data.
Earth Sci. Informatics, 2019

2014
Development of a maneuverable flexible manipulator for minimally invasive surgery with varied stiffness.
Artif. Life Robotics, 2014

2007
Power-controlled medium access for ad hoc networks with directional antennas.
Ad Hoc Networks, 2007

2005
Interference-Limited MAC Protocol for MANETs with Directional Antennas.
Proceedings of the 2005 International Conference on a World of Wireless, 2005

2004
Directional medium access protocol (DMAP) with power control for wireless ad hoc networks.
Proceedings of the Global Telecommunications Conference, 2004. GLOBECOM '04, Dallas, Texas, USA, 29 November, 2004


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