Our paper (accepted at @CoLLAs_Conf) is out!
https://t.co/7GKg90dPZ2
We show that Meta-Learning generalization to novel OOD task distributions can be inferred from the neural activation dynamics from a few unlabeled examples, and we propose Activation-Based Early-Stopping (ABE).
Tu veux agir contre la crise climatique? Une grande campagne se met en branle à travers le Québec pour s’attaquer au premier problème climatique au pays : Les énergies fossiles.
Va sur https://t.co/V1kA8a1kvx pour faire pression sur ton élu.e fédéral.e en quelques clics.
Le Canada émet la majorité de ses GES par ses exportations de pétrole et de gaz vers l’étranger. Mais le gouvernement refuse de les prendre en compte.
Cette année : exigez, en trois clics, que ces émissions soient incluses dans le Plafonnement des GES👉https://t.co/5qDHAKwaj2
Our paper (accepted at @CoLLAs_Conf) is out!
https://t.co/7GKg90dPZ2
We show that Meta-Learning generalization to novel OOD task distributions can be inferred from the neural activation dynamics from a few unlabeled examples, and we propose Activation-Based Early-Stopping (ABE).
Scaling Laws for the Few-Shot Adaptation of Pre-trained Image Classifiers
abs: https://t.co/a1SCMxUgpV
scaling the training set size improves few-shot performance and can be well approximated via power laws
I am teaching a new graduate-level Machine Learning course @polymtl / @MILAMontreal in Fall 2020 - https://t.co/bkLPVdEqAT. The course is online. If you are a student in any of the Quebec Universities, you can register for the course here: https://t.co/ZY1p8AlelY
BREAKING: We're receiving reports that at least one protester was abducted off the streets today by unmarked “officers” — this time in New York City.
These dangerous, abusive, and indefensible actions must stop. Law enforcement must be held accountable.
Registrations are now open for our free virtual event:
https://t.co/5eyzFrJakp
Register to have access to the interactive poster session and webinar on September 11th!
I'm increasingly concerned about the exponential cost of #AI. #gpt3 from @openAI is amazing, but training it takes 355 years on a single GPU and costs $4.6M on current GPU cloud clusters. Do we really want a world where only a few rich companies can use SoA #AI?
#DeepLearning
Come tomorrow at #ICML 4th Lifelong Learning Workshop!
I'll be online all day from 7AM EDT, to present and discuss my work:
"Towards an Unsupervised Method for Model Selection in Few-Shot Learning"
See 5min video: https://t.co/LBJrG9LmVr
Looking forward to those discussions :)
Our paper is at #ICML2020 - Lifelong Learning Workshop!
Do we need labeled data from held-out classes for model selection in Few-shot Meta-Learning? Our method doesn’t. Using all available data for training, results show it can outperform meta-validation.
https://t.co/LBJrG9LmVr
Excited to release Torchmeta! A collection of extensions and data-loaders for few-shot learning & meta-learning in @PyTorch
https://t.co/FbTVb3OdZn / pip install torchmeta
Paper: https://t.co/RKC9Xe4jFQ