How hard is my MDP?" The distribution-norm to the rescue"

Odalric-Ambrym Maillard , Timothy A Mann , Shie Mannor
neural information processing systems 27 1835 -1843

54
2014
Neural conduction delay forces the emergence of predictive function in simulated evolution

Timothy A Mann , Yoonsuck Choe
BMC Neuroscience 11 ( 1) 62

2
2010
Data augmentation can improve robustness

Sylvestre-Alvise Rebuffi , Sven Gowal , Dan Andrei Calian , Florian Stimberg
Advances in Neural Information Processing Systems 34 29935 -29948

66
2021
Improving robustness using generated data

Sven Gowal , Sylvestre-Alvise Rebuffi , Olivia Wiles , Florian Stimberg
Advances in Neural Information Processing Systems 34 4218 -4233

84
2021
Learning from Delayed Outcomes with Intermediate Observations

Timothy A Mann , Sven Gowal , Ray Jiang , Huiyi Hu
arXiv preprint arXiv:1807.09387

10
2018
Optimizing Slate Recommendations via Slate-CVAE

Ray Jiang , Sven Gowal , Timothy A Mann , Danilo J Rezende
arXiv preprint arXiv:1803.01682

4
2018
Directed exploration in reinforcement learning with transferred knowledge

Timothy A Mann , Yoonsuck Choe
European Workshop on Reinforcement Learning 59 -76

31
2013
Autonomous and interactive improvement of binocular visual depth estimation through sensorimotor interaction

Timothy A Mann , Yunjung Park , Sungmoon Jeong , Minho Lee
IEEE Transactions on Autonomous Mental Development 5 ( 1) 74 -84

12
2012
Evolution of time in neural networks: from the present to the past, and forward to the future

Ji Ryang Chung , Jaerock Kwon , Timothy A Mann , Yoonsuck Choe
The relevance of the time domain to neural network models 99 -115

8
2012
Adaptive lambda least-squares temporal difference learning

Timothy A Mann , Hugo Penedones , Shie Mannor , Todd Hester
arXiv preprint arXiv:1612.09465

14
2016
Iterative hierarchical optimization for misspecified problems (ihomp)

Daniel J Mankowitz , Timothy A Mann , Shie Mannor
arXiv preprint arXiv:1602.03348

11
2016
The advantage of planning with options

Timothy A Mann , Shie Mannor
RLDM 2013 9 -9

7
2013
Bootstrapping skills

Daniel J Mankowitz , Timothy A Mann , Shie Mannor
arXiv preprint arXiv:1506.03624

3
2015
Actively learning to attract followers on Twitter

Nir Levine , Timothy A Mann , Shie Mannor
arXiv preprint arXiv:1504.04114

3
2015
Non-Stationary Bandits with Intermediate Observations.

Claire Vernade , András György , Timothy A Mann
CoRR

2020
Iterative Hierarchical Optimization for Misspecified Problems

Daniel J Mankowitz , Timothy A Mann , Shie Mannor

Defending Against Image Corruptions Through Adversarial Augmentations

Dan Andrei Calian , Florian Stimberg , Olivia Wiles , Sylvestre-Alvise Rebuffi
International Conference on Learning Representations

2021