research
∙
10/24/2022
NVIDIA FLARE: Federated Learning from Simulation to Real-World
Federated learning (FL) enables the building of robust and generalizable...
share
research
∙
10/29/2021
Better Lower Bounds for Shortcut Sets and Additive Spanners via an Improved Alternation Product
We obtain improved lower bounds for additive spanners, additive emulator...
research
∙
10/28/2021
URLB: Unsupervised Reinforcement Learning Benchmark
Deep Reinforcement Learning (RL) has emerged as a powerful paradigm to s...
research
∙
06/02/2021
Decision Transformer: Reinforcement Learning via Sequence Modeling
We present a framework that abstracts Reinforcement Learning (RL) as a s...
research
∙
03/09/2021
Pretrained Transformers as Universal Computation Engines
We investigate the capability of a transformer pretrained on natural lan...
research
∙
12/07/2020
Reset-Free Lifelong Learning with Skill-Space Planning
The objective of lifelong reinforcement learning (RL) is to optimize age...
research
∙
07/31/2020
Weakly supervised one-stage vision and language disease detection using large scale pneumonia and pneumothorax studies
Detecting clinically relevant objects in medical images is a challenge d...
research
∙
12/03/2019
Adaptive Online Planning for Continual Lifelong Learning
We study learning control in an online lifelong learning scenario, where...
research
∙
09/30/2019