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Ian Colbert
Ian Colbert
Other namesIan Charles Colbert
Verified email at amd.com
Title
Cited by
Cited by
Year
A competitive edge: Can FPGAs beat GPUs at DCNN inference acceleration in resource-limited edge computing applications?
I Colbert, J Daly, K Kreutz-Delgado, S Das
arXiv preprint arXiv:2102.00294, 2021
192021
Training deep neural networks with joint quantization and pruning of weights and activations
X Zhang, I Colbert, K Kreutz-Delgado, S Das
arXiv preprint arXiv:2110.08271, 2021
92021
AX-DBN: An approximate computing framework for the design of low-power discriminative deep belief networks
I Colbert, K Kreutz-Delgado, S Das
2019 International Joint Conference on Neural Networks (IJCNN), 1-9, 2019
72019
An energy-efficient edge computing paradigm for convolution-based image upsampling
I Colbert, K Kreutz-Delgado, S Das
IEEE Access 9, 147967-147984, 2021
62021
A2Q: Accumulator-Aware Quantization with Guaranteed Overflow Avoidance
I Colbert, A Pappalardo, J Petri-Koenig
Proceedings of the IEEE/CVF International Conference on Computer Vision …, 2023
5*2023
Learning Low-Precision Structured Subnetworks Using Joint Layerwise Channel Pruning and Uniform Quantization
X Zhang, I Colbert, S Das
Applied Sciences 12 (15), 7829, 2022
52022
PT-MMD: A novel statistical framework for the evaluation of generative systems
A Potapov, I Colbert, K Kreutz-Delgado, A Cloninger, S Das
2019 53rd Asilomar Conference on Signals, Systems, and Computers, 2219-2223, 2019
42019
Generating GPU compiler heuristics using reinforcement learning
I Colbert, J Daly, N Rubin
arXiv preprint arXiv:2111.12055, 2021
32021
Machine learning-based technique for execution mode selection
IC Colbert, MJ Bedy
US Patent App. 16/584,750, 2021
32021
Shader source code performance prediction
A Ben-Moshe, IC Colbert
US Patent 11,868,759, 2024
22024
Evaluating Navigation Behavior of Agents in Games using Non-Parametric Statistics
I Colbert, M Saeedi
2022 IEEE Conference on Games (CoG), 544-547, 2022
1*2022
Systems and methods for generating remedy recommendations for power and performance issues within semiconductor software and hardware
MH Mousazadeh, A Patel, G Sines, O Irshad, PJL Yu, Z Yan, IC Colbert
US Patent App. 17/958,116, 2024
2024
Framework for compression-aware training of neural networks
M Saeedi, IC Colbert, IMA Amer
US Patent App. 17/949,082, 2024
2024
A2Q+: Improving Accumulator-Aware Weight Quantization
I Colbert, A Pappalardo, J Petri-Koenig, Y Umuroglu
arXiv preprint arXiv:2401.10432, 2024
2024
Detecting personal-space violations in artificial intelligence based non-player characters
M Saeedi, IC Colbert, TD Perry, G Sines
US Patent App. 17/709,904, 2023
2023
Quantifying the human-likeness of artificially intelligent agents using statistical methods and techniques
IC Colbert, M Saeedi, G Sines, TD Perry
US Patent App. 17/682,832, 2023
2023
End-to-End Inference Optimization for Deep Learning-based Image Upsampling Networks
I Colbert
University of California, San Diego, 2023
2023
Robust Transferable Feature Extractors: Learning to Defend Pre-Trained Networks Against White Box Adversaries
A Cann, I Colbert, I Amer
arXiv preprint arXiv:2209.06931, 2022
2022
Generative and Discriminative Deep Belief Network Classifiers: Comparisons Under an Approximate Computing Framework
S Ruan, I Colbert, K Kreutz-Delgado, S Das
arXiv preprint arXiv:2102.00534, 2021
2021
A2Q: Accumulator-Aware Quantization with Guaranteed Overflow Avoidance Supplementary Material
I Colbert, A Pappalardo, J Petri-Koenig
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