research
∙
01/30/2023
MILO: Model-Agnostic Subset Selection Framework for Efficient Model Training and Tuning
Training deep networks and tuning hyperparameters on large datasets is c...
share
research
∙
01/11/2022
Neural Capacitance: A New Perspective of Neural Network Selection via Edge Dynamics
Efficient model selection for identifying a suitable pre-trained neural ...
research
∙
12/17/2021
Contrastive Explanations for Comparing Preferences of Reinforcement Learning Agents
In complex tasks where the reward function is not straightforward and co...
research
∙
09/14/2021
Building Accurate Simple Models with Multihop
Knowledge transfer from a complex high performing model to a simpler and...
research
∙
06/05/2020
Learning to Rank Learning Curves
Many automated machine learning methods, such as those for hyperparamete...
research
∙
02/19/2020
Learning Global Transparent Models from Local Contrastive Explanations
There is a rich and growing literature on producing local point wise con...
research
∙
10/22/2019
How can AI Automate End-to-End Data Science?
Data science is labor-intensive and human experts are scarce but heavily...
research
∙
05/31/2019
Model Agnostic Contrastive Explanations for Structured Data
Recently, a method [7] was proposed to generate contrastive explanations...
research
∙
05/04/2019
A Survey on Neural Architecture Search
The growing interest in both the automation of machine learning and deep...
research
∙
03/08/2019
Inductive Transfer for Neural Architecture Optimization
The recent advent of automated neural network architecture search led to...
research
∙
01/17/2019
NeuNetS: An Automated Synthesis Engine for Neural Network Design
Application of neural networks to a vast variety of practical applicatio...
research
∙
11/30/2018
Understanding Unequal Gender Classification Accuracy from Face Images
Recent work shows unequal performance of commercial face classification ...
research
∙
11/16/2017
Neurology-as-a-Service for the Developing World
Electroencephalography (EEG) is an extensively-used and well-studied tec...
research
∙
09/29/2017
Foresight: Rapid Data Exploration Through Guideposts
Current tools for exploratory data analysis (EDA) require users to manua...
research
∙
07/12/2017