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09/11/2023
Large Language Models for Compiler Optimization
We explore the novel application of Large Language Models to code optimi...
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01/09/2023
Learning to compile smartly for program size reduction
Compiler optimization passes are an important tool for improving program...
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10/24/2022
OLLA: Decreasing the Memory Usage of Neural Networks by Optimizing the Lifetime and Location of Arrays
The size of deep neural networks has grown exponentially in recent years...
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07/18/2022
MLGOPerf: An ML Guided Inliner to Optimize Performance
For the past 25 years, we have witnessed an extensive application of Mac...
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10/15/2021
Fire Together Wire Together: A Dynamic Pruning Approach with Self-Supervised Mask Prediction
Dynamic model pruning is a recent direction that allows for the inferenc...
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07/11/2020
To filter prune, or to layer prune, that is the question
Recent advances in pruning of neural networks have made it possible to r...
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09/10/2019
Accelerating Training using Tensor Decomposition
Tensor decomposition is one of the well-known approaches to reduce the l...
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05/30/2019