Search Results for author: Barry Boehm

Found 5 papers, 4 papers with code

Multimodal Phased Transformer for Sentiment Analysis

1 code implementation EMNLP 2021 Junyan Cheng, Iordanis Fostiropoulos, Barry Boehm, Mohammad Soleymani

We evaluate our model with three sentiment analysis datasets and achieve comparable or superior performance compared with the existing methods, with a 90% reduction in the number of parameters.

Sentiment Analysis

Implicit Feature Decoupling with Depthwise Quantization

1 code implementation CVPR 2022 Iordanis Fostiropoulos, Barry Boehm

We use DQ in the context of Hierarchical Auto-Encoder and train end-to-end on an image feature representation.

Quantization

Graph Conditioned Sparse-Attention for Improved Source Code Understanding

1 code implementation1 Dec 2021 Junyan Cheng, Iordanis Fostiropoulos, Barry Boehm

The fusion between a graph representation like Abstract Syntax Tree (AST) and a source code sequence makes the use of current approaches computationally intractable for large input sequence lengths.

Code Summarization Variable misuse

GN-Transformer: Fusing AST and Source Code information in Graph Networks

no code implementations1 Jan 2021 Junyan Cheng, Iordanis Fostiropoulos, Barry Boehm

As opposed to natural languages, source code understanding is influenced by grammar relations between tokens regardless of their identifier name.

Code Summarization Source Code Summarization

Cannot find the paper you are looking for? You can Submit a new open access paper.