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Capture the Flag: Uncovering Data Insights with Large Language Models
The extraction of a small number of relevant insights from vast amounts of data is a crucial component of data-driven decision-making. …
Issam H. Laradji
,
Perouz Taslakian
,
Sai Rajeswar Mudumba
,
Valentina Zantedeschi
,
Alexandre Lacoste
,
Nicolas Chapados
,
David Vazquez
,
Christopher Pal
,
Alexandre Drouin
Workshop at the Neural Information Processing Systems (NeurIPS), 2023.
Article
Citation
Code
The Unsolved Challenges of LLMs in Open-Ended Web Tasks: A Case Study
In this work, we investigate the challenges associated with developing goal-driven AI agents capable of performing open-ended tasks in …
Rim Assouel
,
Tom Marty
,
Massimo Caccia
,
Issam H. Laradji
,
Alexandre Drouin
,
Sai Rajeswar Mudumba
,
Hector Palacios
,
Quentin Cappart
,
David Vazquez
,
Nicolas Chapados
,
Maxime Gasse
,
Alexandre Lacoste
Workshop at the Neural Information Processing Systems (NeurIPS), 2023.
Article
Citation
Vidéo
CADet: Fully Self-Supervised Out-Of-Distribution Detection With Contrastive Learning
Handling out-of-distribution (OOD) samples has become a major stake in the real-world deploy- ment of machine learning systems. This …
Charles Guille-Escuret
,
Pau Rodriguez
,
David Vazquez
,
Ioannis Mitliagkas
,
João Monteiro
Conference on Neural Information Processing Systems (NeurIPS), 2023.
Article
Citation
Code
Choreographer: Learning and Adapting Skills in Imagination
Unsupervised skill learning aims to learn a rich repertoire of behaviors without external supervision, providing artificial agents with …
Pietro Mazzaglia
,
Tim Verbelen
,
Bart Dhoedt
,
Alexandre Lacoste
,
Sai Rajeswar Mudumba
International Conference of Learning Representations (ICLR), 2023.
Article
Citation
Code
Haptics-based Curiosity for Sparse-reward Tasks
Robots in many real-world settings have access to force/torque sensors in their gripper and tactile sensing is often necessary in tasks …
Sai Rajeswar Mudumba
,
Cyril Ibrahim
,
Nitin Surya
,
Florian Golemo
,
David Vazquez
,
Aaron Courville
,
Pedro O. Pinheiro
Conference on Robot Learning (CoRL), 2022.
Article
Citation
Code
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
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
Finding and Visualizing Weaknesses of Deep Reinforcement Learning Agents
As deep reinforcement learning driven by visual perception becomes more widely used there is a growing need to better understand and …
Christian Rupprecht
,
Cyril Ibrahim
,
Christopher Pal
International Conference on Learning Representations (ICLR), 2020.
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