Xingyou Song

is this you? claim profile

∙ 0 followers
Google ∙ berkeley college

Unlocking Pixels for Reinforcement Learning via Implicit Attention

There has recently been significant interest in training reinforcement l...
02/08/2021 ∙ by Krzysztof Choromanski, et al. ∙ 1 ∙ share

read it
ES-ENAS: Combining Evolution Strategies with Neural Architecture Search at No Extra Cost for Reinforcement Learning

We introduce ES-ENAS, a simple neural architecture search (NAS) algorith...
01/19/2021 ∙ by Xingyou Song, et al. ∙ 16 ∙ share

read it
Sub-Linear Memory: How to Make Performers SLiM

The Transformer architecture has revolutionized deep learning on sequent...
12/21/2020 ∙ by Valerii Likhosherstov, et al. ∙ 0 ∙ share

read it
Rethinking Attention with Performers

We introduce Performers, Transformer architectures which can estimate re...
09/30/2020 ∙ by Krzysztof Choromanski, et al. ∙ 5 ∙ share

read it
An Ode to an ODE

We present a new paradigm for Neural ODE algorithms, calledODEtoODE, whe...
06/19/2020 ∙ by Krzysztof Choromanski, et al. ∙ 18 ∙ share

read it
UFO-BLO: Unbiased First-Order Bilevel Optimization

Bilevel optimization (BLO) is a popular approach with many applications ...
06/05/2020 ∙ by Valerii Likhosherstov, et al. ∙ 7 ∙ share

read it
Masked Language Modeling for Proteins via Linearly Scalable Long-Context Transformers

Transformer models have achieved state-of-the-art results across a diver...
06/05/2020 ∙ by Krzysztof Choromanski, et al. ∙ 10 ∙ share

read it
Robotic Table Tennis with Model-Free Reinforcement Learning

We propose a model-free algorithm for learning efficient policies capabl...
03/31/2020 ∙ by Wenbo Gao, et al. ∙ 18 ∙ share

read it
Stochastic Flows and Geometric Optimization on the Orthogonal Group

We present a new class of stochastic, geometrically-driven optimization ...
03/30/2020 ∙ by Krzysztof Choromanski, et al. ∙ 2 ∙ share

read it
Rapidly Adaptable Legged Robots via Evolutionary Meta-Learning

Learning adaptable policies is crucial for robots to operate autonomousl...
03/02/2020 ∙ by Xingyou Song, et al. ∙ 6 ∙ share

read it
Observational Overfitting in Reinforcement Learning

A major component of overfitting in model-free reinforcement learning (R...
12/06/2019 ∙ by Xingyou Song, et al. ∙ 21 ∙ share

read it
Gradientless Descent: High-Dimensional Zeroth-Order Optimization

Zeroth-order optimization is the process of minimizing an objective f(x)...
11/14/2019 ∙ by Daniel Golovin, et al. ∙ 0 ∙ share

read it
ES-MAML: Simple Hessian-Free Meta Learning

We introduce ES-MAML, a new framework for solving the model agnostic met...
09/25/2019 ∙ by Xingyou Song, et al. ∙ 16 ∙ share

read it
Reinforcement Learning with Chromatic Networks

We present a new algorithm for finding compact neural networks encoding ...
07/10/2019 ∙ by Xingyou Song, et al. ∙ 6 ∙ share

read it
An Empirical Study on Hyperparameters and their Interdependence for RL Generalization

Recent results in Reinforcement Learning (RL) have shown that agents wit...
06/02/2019 ∙ by Xingyou Song, et al. ∙ 0 ∙ share

read it
The Principle of Unchanged Optimality in Reinforcement Learning Generalization

Several recent papers have examined generalization in reinforcement lear...
06/02/2019 ∙ by Alex Irpan, et al. ∙ 2 ∙ share

read it
Sentiment Predictability for Stocks

In this work, we present our findings and experiments for stock-market p...
12/15/2017 ∙ by Jordan Prosky, et al. ∙ 0 ∙ share

read it

Xingyou Song

Featured Co-authors

Chelsea Finn

Honglak Lee

Yuan Gao

Krzysztof Choromanski

Adrian Weller

Zhang

Vikas Sindhwani

Navdeep Jaitly

Aldo Pacchiano

Łukasz Kaiser

Behnam Neyshabur

Unlocking Pixels for Reinforcement Learning via Implicit Attention

ES-ENAS: Combining Evolution Strategies with Neural Architecture Search at No Extra Cost for Reinforcement Learning

Sub-Linear Memory: How to Make Performers SLiM

Rethinking Attention with Performers

An Ode to an ODE

UFO-BLO: Unbiased First-Order Bilevel Optimization

Masked Language Modeling for Proteins via Linearly Scalable Long-Context Transformers

Robotic Table Tennis with Model-Free Reinforcement Learning

Stochastic Flows and Geometric Optimization on the Orthogonal Group

Rapidly Adaptable Legged Robots via Evolutionary Meta-Learning

Observational Overfitting in Reinforcement Learning

Gradientless Descent: High-Dimensional Zeroth-Order Optimization

ES-MAML: Simple Hessian-Free Meta Learning

Reinforcement Learning with Chromatic Networks

An Empirical Study on Hyperparameters and their Interdependence for RL Generalization

The Principle of Unchanged Optimality in Reinforcement Learning Generalization

Sentiment Predictability for Stocks