Multimodal Model Agnostic Meta-Learning via Task-Aware Modulation - - PowerPoint PPT Presentation

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multimodal model agnostic meta learning via task aware
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Multimodal Model Agnostic Meta-Learning via Task-Aware Modulation - - PowerPoint PPT Presentation

Oct 09, 2023 310 likes •510 views

05:00 -- 07:00 PM @ East Exhibition Hall B + C #31 Multimodal Model Agnostic Meta-Learning via Task-Aware Modulation Risto Vuorio* Shao-Hua Sun* Hexiang Hu Joseph J. Lim Data Sample Ground Truth Data Sample Ground Truth Data Sample

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SLIDE 1

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

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SLIDE 2
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SLIDE 3

Data Sample Ground Truth

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Data Sample Ground Truth

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SLIDE 5

Data Sample Ground Truth

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θ

Data Sample Ground Truth MAML

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SLIDE 7

Sinusoid Absolute Value Tanh

Data Sample Ground Truth

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SLIDE 8

Tanh

Data Sample Ground Truth

Sinusoid Absolute Value

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SLIDE 9

Tanh

θ

Data Sample Ground Truth MAML (1-mode)

Sinusoid Absolute Value

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SLIDE 10

θ3 θ2 θ1

Tanh

Data Sample Ground Truth MAML (1-mode) MAML (3-mode)

Sinusoid Absolute Value

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Task Network

x

ˆ y

y

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Task Network

x

ˆ y

y x

y

( (

Samples

× K

Modulation Network

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Evaluations: Regression

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Evaluations: Regression

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ProMP

Evaluations: Reinforcement Learning

Ours

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Evaluations: Classification

(a) Omniglot (e) Aircraft (c) FC100 (b) Mini-ImageNet (d) CUB

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SLIDE 17

Evaluations: Classification

(a) Omniglot (e) Aircraft (c) FC100 (b) Mini-ImageNet (d) CUB

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SLIDE 18

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