Home /
Research
Showing 589 - 594 / 904
Griddly: A platform for AI research in games
ChrisBamford, ShengyiHuang, SimonLucas....
Published date-11/12/2020
In recent years, there have been immense breakthroughs in Game AI research, particularly with Reinforcement Learning (RL). Despite their success, the underlying games are usually implemented with their own preset …
Towards NNGP-guided Neural Architecture Search
DanielS.Park, JaehoonLee, DaiyiPeng....
Published date-11/11/2020
NeuralArchitectureSearch
The predictions of wide Bayesian neural networks are described by a Gaussian process, known as the Neural Network Gaussian Process (NNGP). Analytic forms for NNGP kernels are known for many …
Efficient Neural Architecture Search for End-to-end Speech Recognition via Straight-Through Gradients
HuahuanZheng, KeyuAn, ZhijianOu....
Published date-11/11/2020
End-To-EndSpeechRecognition, GraphSampling, NeuralArchitectureSearch, SpeechRecognition
Neural Architecture Search (NAS), the process of automating architecture engineering, is an appealing next step to advancing end-to-end Automatic Speech Recognition (ASR), replacing expert-designed networks with learned, task-specific architectures. In …
Differentially Private Synthetic Data: Applied Evaluations and Enhancements
LucasRosenblatt, XiaoyanLiu, SamiraPouyanfar....
Published date-11/11/2020
Machine learning practitioners frequently seek to leverage the most informative available data, without violating the data owner's privacy, when building predictive models. Differentially private data synthesis protects personal details from …
Complex reaction processes in combustion unraveled by neural network-based molecular dynamics simulation
JinzheZeng, LiqunCao, MingyuanXu....
Published date-11/11/2020
Combustion is a complex chemical system which involves thousands of chemical reactions and generates hundreds of molecular species and radicals during the process. In this work, a neural network-based molecular …
IGSQL: Database Schema Interaction Graph Based Neural Model for Context-Dependent Text-to-SQL Generation
YitaoCai, XiaojunWan....
Published date-11/11/2020
Text-To-Sql
Context-dependent text-to-SQL task has drawn much attention in recent years. Previous models on context-dependent text-to-SQL task only concentrate on utilizing historical user inputs. In this work, in addition to using …