Seminars and Invited Talks
A Tensor Perspective on 2nd-order RNNs [slides]
October 2024 - RIKEN Center for Advanced Intelligence Project (AIP), Tokyo, Japan
(credits to M. Lizaire for slides 7-68 and to M. Rizvi-Martel for slides 68-103)
Simulating Weighted Automata with Transformers [slides]
June 2024 - TAUDos workshop, Marseille, France (credits to M. Rizvi-Martel for the slides)
Tensor Networks, Machine Learning and Quantum [slides]
June 2024 - Rencontre des membres de l'Institut Courtois, Montreal, Canada
January 2024 - Quantum and AI day @ Mila, Montreal, Canada
Upper and Lower Bounds on the VC-Dimension of Tensor Network Models [slides] [video]
November 2022 - CRM seminar series “Tensors: Quantum Information, Complexity and Combinatorics”, Montreal, Canada
Connections between Weighted Automata, Spectral Learning and Tensor Networks [slides] [video]
August 2021 - Invited Talk at the 15th International Conference on Grammatical Inference (ICGI 2021), online
Tensorized Random Projections [slides]
May 2021 - Invited Talk at the SIAM conference on applied Linear algebra (LA21),
mini-symposium on Tensor Methods: Theory and Applications, online
Learning and Planning in POMDP with Weighted Automata [slides]
May 2021 - Invited Talk at the Theoreticallay inclined Machine Learning seminar, online
Tensor Network Models for Structured Data [slides]
December 2020 - Invited Talk at the NeurIPS 2020 Workshop on Quantum Tensor Networks in Machine Learning, online
Adpative Tensor Learning with Tensor Networks [slides]
November 2020 - Talk at the Huawei Montreal Research Centre, Montreal
Tensor Networks for Machine Learning [slides] [video]
November 2020 - Mila Tea Talk, Montreal
January 2021 - Talk at the Séminaire Signal et Apprentissage, Groupe ALEA , Marseille
Tensorized Random Projections & Adaptive Tensor Learning [slides]
October 2020 - RIKEN / AIP
Spectral Learning of Weighted Automata and Connections with RNNs and Tensor Neworks [slides]
March 2020 - Montreal Computational and Qualitative Linguistics Lab Meeting - McGill University
Connecting Weighted Automata and Recurrent Neural Networks through Spectral Learning [slides]
May 2019 - IACS Seminar - Stony Brook University
Multitask Spectral Learning of Weighted Automata [slides]
July 2018 - Seminar of the MAGNET team - INRIA Lille
Machine Learning with Tensors for Structured Data [slides]
Jun. 2018 - RIKEN Center for Advanced Intelligence Project (AIP)
Mar. 2018 - Séminaire de doctorat en infomatique cognitive, Université du Québec à Montréal
Feb. 2018 - Colloque du DIRO, Université de Montréal
Higher-order Low-rank Regression
May 2016 - Mathematics and Statistics Seminar, Lancaster University
Nov. 2015 - Workshop on Tensor Decomposition and Covariance Matrix Estimation, Aix-Marseille University