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Generative AI
ServiceNow IA recherche
Generative AI
A Planning based Neural-Symbolic Approach for Embodied Instruction Following
The ALFRED environment features an embodied agent following instructions and accomplishing tasks in simulated home environments. …
Xiaotian Liu
,
Hector Palacios
,
Christian Muise
Montreal AI Symposium (MAIS), 2022.
Article
Citation
Data Augmentation for Intent Classification with Off-the-shelf Large Language Models
Data augmentation is a widely employed technique to alleviate the problem of data scarcity. In this work, we propose a prompting-based …
Gaurav Sahu
,
Pau Rodriguez
,
Issam H. Laradji
,
Parmida Atighhehchian
,
David Vazquez
,
Dzmitry Bahdanau
Montreal AI Symposium (MAIS), 2022.
Article
Citation
Explainable, Sensible and Virtuous Workplace Chatbots
We outline three research directions towards the practical implementation of explainable, sensible and virtuous chatbots for the …
Gabriel Huang
,
Valérie Bécaert
,
David Vazquez
Montreal AI Symposium (MAIS), 2022.
Citation
S-LLM: Semi-Supervised Large Language Model for Chat Summarization
As producing high-quality summaries of chat dialogues currently requires large labeled datasets, we propose a method to efficiently …
Issam H. Laradji
,
Sathwik Tejaswi Madhusudhan
,
Orlando Marquez
,
Pau Rodriguez
,
David Vazquez
Montreal AI Symposium (MAIS), 2022.
Citation
TACTiS: Transformer-Attentional Copulas for Time Series
The estimation of time-varying quantities is a fundamental component of decision making in fields such as healthcare and finance. …
Alexandre Drouin
,
Étienne Marcotte
,
Nicolas Chapados
Montreal AI Symposium (MAIS), 2022.
Article
Citation
Code
Model card
Diapositives
Vidéo
RaVAEn: Unsupervised Change Detection of Extreme Events Using ML On-Board Satellites
Applications such as disaster management enormously benefit from rapid availability of satellite observations. Traditionally, data …
Vít Růžička
,
Anna Vaughan
,
Daniele De Martini
,
James Fulton
,
Valentina Salvatelli
,
Chris Bridges
,
Gonzalo Mateo-Garcia
,
Valentina Zantedeschi
Nature Scientific Reports, 2022.
Article
Citation
Code
Overcoming challenges in leveraging GANs for few-shot data augmentation
In this paper, we explore the use of GAN-based few-shot data augmentation as a method to improve few-shot classification performance. …
Christopher Beckham
,
Issam H. Laradji
,
Pau Rodriguez
,
David Vazquez
,
Derek Nowrouzezahrai
,
Christopher Pal
Workshop at the Conference on Lifelong Learning Agents (CoLLAs), 2022.
Article
Citation
TACTiS: Transformer-Attentional Copulas for Time Series
The estimation of time-varying quantities is a fundamental component of decision making in fields such as healthcare and finance. …
Alexandre Drouin
,
Étienne Marcotte
,
Nicolas Chapados
International Conference on Machine Learning (ICML), 2022.
Article
Citation
Code
Model card
Diapositives
Vidéo
Kubric: A scalable dataset generator
Data is the driving force of machine learning, with the amount and quality of training data often being more important for the …
Klaus Greff
,
Francois Belletti
,
Lucas Beyer
,
Carl Doersch
,
Yilun Du
,
Daniel Duckworth
,
David J. Fleet
,
Dan Gnanapragasam
,
Florian Golemo
,
Charles Herrmann
,
Thomas Kipf
,
Abhijit Kundu
,
Dmitry Lagun
,
Issam H. Laradji
,
Hsueh-Ti (Derek)Liu
,
Henning Meyer
,
Yishu Miao
,
Derek Nowrouzezahrai
,
Cengiz Oztireli
,
Etienne Pot
,
Noha Radwan
,
Daniel Rebain
,
Sara Sabour
,
Mehdi S. M. Sajjadi
,
Matan Sela
,
Vincent Sitzmann
,
Austin Stone
,
Deqing Sun
,
Suhani Vora
,
Ziyu Wang
,
Tianhao Wu
,
Kwang Moo Yi
,
Fangcheng Zhong
,
Andrea Tagliasacchi
Computer Vision and Pattern Recognition (CVPR), 2022.
Article
Citation
Code
Visual Question Answering From Another Perspective: CLEVR Mental Rotation Tests
Different types of mental rotation tests have been used extensively in psychology to understand human visual reasoning and perception. …
Christopher Beckham
,
Martin Weiss
,
Florian Golemo
,
Sina Honari
,
Derek Nowrouzezahrai
,
Christopher Pal
Pattern Recognition (PR), 2022.
Article
Citation
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