Search Results for author: Gabriele Prato

Found 6 papers, 2 papers with code

EpiK-Eval: Evaluation for Language Models as Epistemic Models

1 code implementation23 Oct 2023 Gabriele Prato, Jerry Huang, Prasannna Parthasarathi, Shagun Sodhani, Sarath Chandar

In the age of artificial intelligence, the role of large language models (LLMs) is becoming increasingly central.

Question Answering

PatchBlender: A Motion Prior for Video Transformers

no code implementations11 Nov 2022 Gabriele Prato, Yale Song, Janarthanan Rajendran, R Devon Hjelm, Neel Joshi, Sarath Chandar

We show that our method is successful at enabling vision transformers to encode the temporal component of video data.

Scaling Laws for the Few-Shot Adaptation of Pre-trained Image Classifiers

no code implementations13 Oct 2021 Gabriele Prato, Simon Guiroy, Ethan Caballero, Irina Rish, Sarath Chandar

Empirical science of neural scaling laws is a rapidly growing area of significant importance to the future of machine learning, particularly in the light of recent breakthroughs achieved by large-scale pre-trained models such as GPT-3, CLIP and DALL-e.

Few-Shot Learning Image Classification

Out-of-Distribution Classification and Clustering

no code implementations1 Jan 2021 Gabriele Prato, Sarath Chandar

This includes left out classes from the same dataset, as well as entire datasets never trained on.

Classification Clustering +2

Towards Lossless Encoding of Sentences

1 code implementation ACL 2019 Gabriele Prato, Mathieu Duchesneau, Sarath Chandar, Alain Tapp

A lot of work has been done in the field of image compression via machine learning, but not much attention has been given to the compression of natural language.

Image Compression Sentence +2

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