Joseph Le Roux
22 papers · 2006–2025 · 10 venues · across top CS/AI venues
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Research topics
Machine Learning
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Deep Learning
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Keywords
dependency parsing
(4)
graph neural network
(2)
text generation
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lagrangian relaxation
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variational autoencoder
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attention mechanism
(1)
text classification
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multi-task learning
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gradient descent
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sequence labeling
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kullback-leibler divergence
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variance reduction
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parallel inference
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graph optimization
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latent variable
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syntactic parsing
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continuous relaxation
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disentangled representation
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ensemble learning
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Papers
Bregman Conditional Random Fields: Sequence Labeling with Parallelizable Inference Algorithms
ACL 2025
Scaling Graph-Based Dependency Parsing with Arc Vectorization and Attention-Based Refinement
NAACL 2025
Predicting Lagrangian Multipliers for Mixed Integer Linear Programs
ICML 2024
AraBART: a Pretrained Arabic Sequence-to-Sequence Model for Abstractive Summarization
EMNLP 2022
Exploiting Inductive Bias in Transformers for Unsupervised Disentanglement of Syntax and Semantics with VAEs
NAACL 2022
Higher-Order Dependency Parsing for Arc-Polynomial Score Functions via Gradient-Based Methods and Genetic Algorithm
AACL 2022
Challenging the Semi-Supervised VAE Framework for Text Classification
EMNLP 2021
Strength in Numbers: Averaging and Clustering Effects in Mixture of Experts for Graph-Based Dependency Parsing
ACL 2021
Multitask Easy-First Dependency Parsing: Exploiting Complementarities of Different Dependency Representations
COLING 2020
Representation Learning and Dynamic Programming for Arc-Hybrid Parsing
CoNLL 2019
Efficient Discontinuous Phrase-Structure Parsing via the Generalized Maximum Spanning Arborescence
EMNLP 2017
Deep Lexical Segmentation and Syntactic Parsing in the Easy-First Dependency Framework
NAACL 2016
Dependency Parsing with Bounded Block Degree and Well-nestedness via Lagrangian Relaxation and Branch-and-Bound
ACL 2016
Foreebank: Syntactic Analysis of Customer Support Forums
EMNLP 2015
LIPN: Introducing a new Geographical Context Similarity Measure and a Statistical Similarity Measure based on the Bhattacharyya coefficient
SemEval 2014
Syntactic Parsing and Compound Recognition via Dual Decomposition: Application to French
COLING 2014
Combining PCFG-LA Models with Dual Decomposition: A Case Study with Function Labels and Binarization
EMNLP 2013
Semi-supervised Dependency Parsing using Lexical Affinities
ACL 2012
From News to Comment: Resources and Benchmarks for Parsing the Language of Web 2.0
IJCNLP 2011
MACAON An NLP Tool Suite for Processing Word Lattices
ACL 2011
A Toolchain for Grammarians
COLING 2008
XMG - An Expressive Formalism for Describing Tree-Based Grammars
EACL 2006