Agents

WorkArena: How Capable are Web Agents at Solving Common Knowledge Work Tasks?

We study the use of large language model-based agents for interacting with software via web browsers. Unlike prior work, we focus on …

Alexandre Drouin, Maxime Gasse, Massimo Caccia, Issam H. Laradji, Manuel Del Verme, Tom Marty, Léo Boisvert, Megh Thakkar, Quentin Cappart, David Vazquez, Nicolas Chapados, Alexandre Lacoste

International Conference on Machine Learning (ICML), 2024.

Evaluating In-Context Learning of Libraries for Code Generation

Contemporary Large Language Models (LLMs) exhibit a high degree of code generation and comprehension capability. A particularly …

Arkil Patel, Siva Reddy, Dzmitry Bahdanau, Pradeep Dasigi

North American Chapter of the Association for Computational Linguistics (NAACL), 2024.

Efficient Dynamics Modeling in Interactive Environments with Koopman Theory

The accurate modeling of dynamics in interactive environments is critical for successful long-range prediction. Such a capability could …

Arnab Mondal, Siba Smarak Panigrahi, Siamak Ravanbakhsh, Sai Rajeswar Mudumba

International Conference of Learning Representations (ICLR), 2024.

IntentGPT: Few-shot Intent Discovery with Large Language Models

In today’s digitally driven world, dialogue systems play a pivotal role in enhancing user interactions, from customer service to …

Juan A. Rodriguez, Nicholas Botzer, David Vazquez, Christopher Pal, Marco Pedersoli, Issam H. Laradji

Workshop at the International Conference of Learning Representation (ICLR), 2024.

WorkArena: How Capable are Web Agents at Solving Common Knowledge Work Tasks?

We study the use of large language model-based agents for interacting with software via web browsers. Unlike prior work, we focus on …

Alexandre Drouin, Maxime Gasse, Massimo Caccia, Issam H. Laradji, Manuel Del Verme, Tom Marty, David Vazquez, Nicolas Chapados, Alexandre Lacoste

Workshop at the International Conference of Learning Representation (ICLR), 2024.

Workflow discovery in low data regimes

Text-based dialogues are now widely used to solve real-world problems. In cases where solution strategies are already known, they can …

Amine El Hattami, Issam H. Laradji, Stefania Raimondo, David Vazquez, Pau Rodriguez, Christopher Pal

International Conference of Learning Representations (ICLR), 2024.

3rd Continual Learning Workshop Challenge on Egocentric Category and Instance Level Object Understanding

Continual Learning, also known as Lifelong or Incremental Learning, has recently gained renewed interest among the Artificial …

Lorenzo Pellegrini, Chenchen Zhu, Fanyi Xiao, Zhicheng Yan, Antonio Carta, Matthias De Lange, Vincenzo Lomonaco, Roshan Sumbaly, Pau Rodriguez, David Vazquez

ArXiv, 2024.