awslabs/aws-cv-task2vec

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Official code for the paper "Task2Vec: Task Embedding for Meta-Learning" (https://arxiv.org/abs/1902.03545, ICCV 2019)

Stars: 126
Forks: 31
Open beginner issues: 0
Indexed issues: 22

Dominant language: Python
License: Apache-2.0
Last GitHub push: Jul 13, 2023
Latest indexed: Sep 14, 2026
Contributing guide: Contributing guide
Code of conduct: Code of conduct
Beginner labels: No beginner labels indexed
PR merge metrics: No merged PRs in 30d

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22 open issues indexed

Failed to Get Trivial Embedding Open

awslabs/aws-cv-task2vec#1 · 1 comment · 0 reactions · 0 assignees · Indexed Sep 14, 2026
Computing Norm of Embedding Open

awslabs/aws-cv-task2vec#2 · 0 comments · 1 reaction · 0 assignees · Indexed Sep 14, 2026
Missing taxonomical txt files? Open

awslabs/aws-cv-task2vec#3 · 3 comments · 4 reactions · 0 assignees · Indexed Sep 14, 2026
cannot compute distance matrix for only mnist Open

awslabs/aws-cv-task2vec#5 · 1 comment · 0 reactions · 0 assignees · Indexed Sep 14, 2026
speeding up FIM computation Open

awslabs/aws-cv-task2vec#6 · 0 comments · 0 reactions · 0 assignees · Indexed Sep 14, 2026
Are task2vec embeddings valid when the network used doesn't perfectly fit the data? Open

awslabs/aws-cv-task2vec#7 · 1 comment · 0 reactions · 0 assignees · Indexed Sep 14, 2026
Replication Open

awslabs/aws-cv-task2vec#8 · 0 comments · 0 reactions · 0 assignees · Indexed Sep 14, 2026
Can the true entropy of the distribution of a task be computed using task2vec? Open

awslabs/aws-cv-task2vec#9 · 0 comments · 0 reactions · 0 assignees · Indexed Sep 14, 2026
Missing Files Open

awslabs/aws-cv-task2vec#10 · 0 comments · 0 reactions · 0 assignees · Indexed Sep 14, 2026
Missing txt files Open

awslabs/aws-cv-task2vec#11 · 0 comments · 0 reactions · 0 assignees · Indexed Sep 14, 2026
Why is task2vec agnostic to the model? Open

awslabs/aws-cv-task2vec#12 · 6 comments · 0 reactions · 0 assignees · Indexed Sep 14, 2026
Reproducing semantic clustering and taxonomical correlation Open

awslabs/aws-cv-task2vec#13 · 1 comment · 0 reactions · 0 assignees · Indexed Sep 14, 2026
what would a task2vec (cosine) distance of -1 mean? Open

awslabs/aws-cv-task2vec#14 · 1 comment · 0 reactions · 0 assignees · Indexed Sep 14, 2026
How to add new dataset, Open

awslabs/aws-cv-task2vec#15 · 0 comments · 0 reactions · 0 assignees · Indexed Sep 14, 2026
task2vec complexity using normalized/standardized values Open

awslabs/aws-cv-task2vec#16 · 0 comments · 0 reactions · 0 assignees · Indexed Sep 14, 2026
probe network need to re-train head for each task? Open

awslabs/aws-cv-task2vec#17 · 0 comments · 0 reactions · 0 assignees · Indexed Sep 14, 2026
why are task2vec embeddings using diagonal of FIM better than using raw activations? Open

awslabs/aws-cv-task2vec#18 · 2 comments · 0 reactions · 0 assignees · Indexed Sep 14, 2026
How to handle single data points? how does task2vec work in this setting? Open

awslabs/aws-cv-task2vec#19 · 0 comments · 0 reactions · 0 assignees · Indexed Sep 14, 2026
Strengths and weaknesses of task2vec? Open

awslabs/aws-cv-task2vec#20 · 0 comments · 0 reactions · 0 assignees · Indexed Sep 14, 2026
readme missing citation Open

awslabs/aws-cv-task2vec#21 · 0 comments · 0 reactions · 0 assignees · Indexed Sep 14, 2026
What is the exact relationship of Task2Vec (FIM) and Kolmogorov Complexity? Open

awslabs/aws-cv-task2vec#22 · 1 comment · 0 reactions · 0 assignees · Indexed Sep 14, 2026
Are you sure .train() puts batch norm in eval mode? I'd assume that means train... Open

awslabs/aws-cv-task2vec#23 · 2 comments · 0 reactions · 0 assignees · Indexed Sep 14, 2026

awslabs/aws-cv-task2vec

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