Search Results for author: Horace He

Found 11 papers, 7 papers with code

Torch.fx: Practical Program Capture and Transformation for Deep Learning in Python

no code implementations15 Dec 2021 James K. Reed, Zachary DeVito, Horace He, Ansley Ussery, Jason Ansel

Modern deep learning frameworks provide imperative, eager execution programming interfaces embedded in Python to provide a productive development experience.

Edge Proposal Sets for Link Prediction

2 code implementations30 Jun 2021 Abhay Singh, Qian Huang, Sijia Linda Huang, Omkar Bhalerao, Horace He, Ser-Nam Lim, Austin R. Benson

Here, we demonstrate how simply adding a set of edges, which we call a \emph{proposal set}, to the graph as a pre-processing step can improve the performance of several link prediction algorithms.

Experimental Design Link Prediction +1

Measuring Coding Challenge Competence With APPS

3 code implementations20 May 2021 Dan Hendrycks, Steven Basart, Saurav Kadavath, Mantas Mazeika, Akul Arora, Ethan Guo, Collin Burns, Samir Puranik, Horace He, Dawn Song, Jacob Steinhardt

Recent models such as GPT-Neo can pass approximately 20% of the test cases of introductory problems, so we find that machine learning models are now beginning to learn how to code.

BIG-bench Machine Learning Code Generation

The Pile: An 800GB Dataset of Diverse Text for Language Modeling

18 code implementations31 Dec 2020 Leo Gao, Stella Biderman, Sid Black, Laurence Golding, Travis Hoppe, Charles Foster, Jason Phang, Horace He, Anish Thite, Noa Nabeshima, Shawn Presser, Connor Leahy

Recent work has demonstrated that increased training dataset diversity improves general cross-domain knowledge and downstream generalization capability for large-scale language models.

Language Modelling

Value Function Based Performance Optimization of Deep Learning Workloads

no code implementations30 Nov 2020 Benoit Steiner, Chris Cummins, Horace He, Hugh Leather

As machine learning techniques become ubiquitous, the efficiency of neural network implementations is becoming correspondingly paramount.


Better Set Representations For Relational Reasoning

1 code implementation NeurIPS 2020 Qian Huang, Horace He, Abhay Singh, Yan Zhang, Ser-Nam Lim, Austin Benson

Incorporating relational reasoning into neural networks has greatly expanded their capabilities and scope.

Relational Reasoning

Enhancing Adversarial Example Transferability with an Intermediate Level Attack

1 code implementation ICCV 2019 Qian Huang, Isay Katsman, Horace He, Zeqi Gu, Serge Belongie, Ser-Nam Lim

We show that we can select a layer of the source model to perturb without any knowledge of the target models while achieving high transferability.

Adversarial Example Decomposition

no code implementations4 Dec 2018 Horace He, Aaron Lou, Qingxuan Jiang, Isay Katsman, Serge Belongie, Ser-Nam Lim

Research has shown that widely used deep neural networks are vulnerable to carefully crafted adversarial perturbations.

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