Ian Colbert

Publication Activity (10 Years)

Years Active: 2019-2024
Publications (10 Years): 17

Top Topics

Evaluation Framework

Quantization Step

Top Venues

Publications

Ian Colbert, Alessandro Pappalardo, Jakoba Petri-Koenig, Yaman Umuroglu
A2Q+: Improving Accumulator-Aware Weight Quantization. CoRR (2024)
Ian Colbert, Alessandro Pappalardo, Jakoba Petri-Koenig
A2Q: Accumulator-Aware Quantization with Guaranteed Overflow Avoidance. CoRR (2023)
Ian Colbert, Alessandro Pappalardo, Jakoba Petri-Koenig
Quantized Neural Networks for Low-Precision Accumulation with Guaranteed Overflow Avoidance. CoRR (2023)
Ian Colbert, Alessandro Pappalardo, Jakoba Petri-Koenig
A2Q: Accumulator-Aware Quantization with Guaranteed Overflow Avoidance. ICCV (2023)
Alexander Cann, Ian Colbert, Ihab Amer
Robust Transferable Feature Extractors: Learning to Defend Pre-Trained Networks Against White Box Adversaries. CoRR (2022)
Ian Colbert, Mehdi Saeedi
Evaluating Navigation Behavior of Agents in Games using Non-Parametric Statistics. CoG (2022)
Ian Colbert, Mehdi Saeedi
Human-Like Navigation Behavior: A Statistical Evaluation Framework. CoRR (2022)
Ian Colbert, Kenneth Kreutz-Delgado, Srinjoy Das
An Energy-Efficient Edge Computing Paradigm for Convolution-Based Image Upsampling. IEEE Access 9 (2021)
Ian Colbert, Jake Daly, Kenneth Kreutz-Delgado, Srinjoy Das
A Competitive Edge: Can FPGAs Beat GPUs at DCNN Inference Acceleration in Resource-Limited Edge Computing Applications? CoRR (2021)
Xinyu Zhang, Ian Colbert, Kenneth Kreutz-Delgado, Srinjoy Das
Training Deep Neural Networks with Joint Quantization and Pruning of Weights and Activations. CoRR (2021)
Siqiao Ruan, Ian Colbert, Kenneth Kreutz-Delgado, Srinjoy Das
Generative and Discriminative Deep Belief Network Classifiers: Comparisons Under an Approximate Computing Framework. CoRR (2021)
Ian Colbert, Kenneth Kreutz-Delgado, Srinjoy Das
An Energy-Efficient Edge Computing Paradigm for Convolution-based Image Upsampling. CoRR (2021)
Ian Colbert, Jake Daly, Norm Rubin
Generating GPU Compiler Heuristics using Reinforcement Learning. CoRR (2021)
Ian Colbert, Kenneth Kreutz-Delgado, Srinjoy Das
AX-DBN: An Approximate Computing Framework for the Design of Low-Power Discriminative Deep Belief Networks. IJCNN (2019)
Alexander Potapov, Ian Colbert, Kenneth Kreutz-Delgado, Alexander Cloninger, Srinjoy Das
PT-MMD: A Novel Statistical Framework for the Evaluation of Generative Systems. CoRR (2019)
Ian Colbert, Kenneth Kreutz-Delgado, Srinjoy Das
AX-DBN: An Approximate Computing Framework for the Design of Low-Power Discriminative Deep Belief Networks. CoRR (2019)
Alexander Potapov, Ian Colbert, Kenneth Kreutz-Delgado, Alexander Cloninger, Srinjoy Das
PT-MMD: A Novel Statistical Framework for the Evaluation of Generative Systems. ACSSC (2019)