Post on 24-Sep-2020
Multimodal Model Agnostic Meta-Learning via Task-Aware Modulation
Risto Vuorio* Shao-Hua Sun* Hexiang Hu Joseph J. Lim
05:00 -- 07:00 PM @ East Exhibition Hall B + C #31
Data SampleGround Truth
Data SampleGround Truth
Data SampleGround Truth
θData SampleGround TruthMAML
Sinusoid
AbsoluteValue
Tanh
Data SampleGround Truth
Tanh
Data SampleGround Truth
Sinusoid
AbsoluteValue
Tanh
θData SampleGround TruthMAML (1-mode)
Sinusoid
AbsoluteValue
θ3θ2
θ1
Tanh
Data SampleGround TruthMAML (1-mode)MAML (3-mode)
Sinusoid
AbsoluteValue
Task Network
x
yy
Task Network
x
yy
x
y
( (Samples
× K
Modulation Network
Evaluations: Regression
Evaluations: Regression
ProMP
Evaluations: Reinforcement Learning
Ours
Evaluations: Classification(a) Omniglot (e) Aircraft(c) FC100(b) Mini-ImageNet (d) CUB
Evaluations: Classification(a) Omniglot (e) Aircraft(c) FC100(b) Mini-ImageNet (d) CUB
Multimodal Model Agnostic Meta-Learning via Task-Aware Modulation
Risto Vuorio* Shao-Hua Sun* Hexiang Hu Joseph J. Lim
05:00 -- 07:00 PM @ East Exhibition Hall B + C #31