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A list of all the posts and pages found on the site. For you robots out there is an XML version available for digesting as well.
Pages
About me
About me
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Posts
Future Blog Post
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Blog Post number 4
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This is a sample blog post. Lorem ipsum I can’t remember the rest of lorem ipsum and don’t have an internet connection right now. Testing testing testing this blog post. Blog posts are cool.
Blog Post number 3
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Blog Post number 2
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Blog Post number 1
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This is a sample blog post. Lorem ipsum I can’t remember the rest of lorem ipsum and don’t have an internet connection right now. Testing testing testing this blog post. Blog posts are cool.
portfolio
Portfolio item number 1
Short description of portfolio item number 1
Portfolio item number 2
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publications
A Genetic Programming Approach To Zero-Shot Neural Architecture Ranking
Published in AIPLANS@NeurIPS, 2019
We introduce a genetic programming inspired methodology to discover zero shot neural architecture scoring metrics which outperform existing human-designed metrics.
Download here
Exposing Hardware Building Blocks to Machine Learning Frameworks
Published in IEEE, 2019
In this thesis, we explore how niche domains can benefit vastly if we look at neurons as a unique boolean function of the form f:BI->BO, where B={0,1}.
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Hadanets: Flexible quantization strategies for neural networks
Published in IEEE, 2019
HadaNets introduce a flexible train-from-scratch tensor quantization scheme by pairing a full precision tensor to a binary tensor in the form of a Hadamard product.
Recommended citation: Akhauri, Y. (2019). HadaNets: Flexible Quantization Strategies for Neural Networks. 2019 IEEE/CVF Conference on Computer Vision and Pattern Recognition Workshops (CVPRW). https://ieeexplore.ieee.org/stamp/stamp.jsp?arnumber=9025370
LogicNets: Co-Designed Neural Networks and Circuits for Extreme-Throughput Applications
Published in IEEE, 2020
We present a novel method for designing neural network topologies that directly map to a highly efficient FPGA implementation.
Recommended citation: Y. Umuroglu, Y. Akhauri, N. J. Fraser and M. Blott, "LogicNets: Co-Designed Neural Networks and Circuits for Extreme-Throughput Applications," 2020 30th International Conference on Field-Programmable Logic and Applications (FPL), 2020, pp. 291-297, doi: 10.1109/FPL50879.2020.00055. https://ieeexplore.ieee.org/document/9221584
High-throughput dnn inference with logicnets
Published in IEEE, 2020
Some applications may require data processing rates in the millions of samples per second and sub-microsecond latency, which is possible with customized FPGA or ASIC implementations. We present a novel method called LogicNets for co-design of DNN topologies and hardware circuits that maps to a very efficient FPGA implementation to address the needs of such applications.
Recommended citation: Y. Umuroglu, Y. Akhauri, N. J. Fraser and M. Blott, "High-Throughput DNN Inference with LogicNets," 2020 IEEE 28th Annual International Symposium on Field-Programmable Custom Computing Machines (FCCM), 2020, pp. 238-238, doi: 10.1109/FCCM48280.2020.00071. https://ieeexplore.ieee.org/stamp/stamp.jsp?arnumber=9114869
RHNAS: Realizable Hardware and Neural Architecture Search
Published in arXiv, 2021
A realizable, efficient method of co-designing neural network accelerators and neural network architectures.
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talks
Talk 1 on Relevant Topic in Your Field
Published:
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Conference Proceeding talk 3 on Relevant Topic in Your Field
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This is a description of your conference proceedings talk, note the different field in type. You can put anything in this field.
teaching
Teaching experience 1
Undergraduate course, University 1, Department, 2014
This is a description of a teaching experience. You can use markdown like any other post.
Teaching experience 2
Workshop, University 1, Department, 2015
This is a description of a teaching experience. You can use markdown like any other post.