Yoshua Bengio
VERIFIED TECHNICAL DOSSIERSources checked

Yoshua Bengio

Turing Award Laureate | Scientific Director, Mila | Full Professor, Université de Montréal

2 Verified ArtifactsSource Checked & Attributed

Verified Proof of Work Artifacts

2 items cataloged

Each artifact below represents an authenticated research publication, production code repository, or technical architectural framework directly authored or co-created by Yoshua Bengio. Every entry undergoes editorial source verification.

#1
RESEARCH Checked Sep 23, 2026

Neural Machine Translation by Jointly Learning to Align and Translate (Additive Attention)

Co-authored the milestone paper introducing the attention mechanism into sequence-to-sequence translation, allowing decoders to dynamically attend to relevant input positions and directly inspiring the Transformer architecture.

Model & Execution Context:Bidirectional RNN encoder with Bahdanau additive attention decoder on WMT14.
Scope & Limitations

Recurrent sequential processing precluded massive cluster-scale parallelization.

#2
RESEARCH Checked Sep 23, 2026

A Neural Probabilistic Language Model

Introduced the seminal concept of learning continuous distributed word feature vectors alongside statistical language modeling, defeating the curse of dimensionality and establishing modern neural language modeling.

Model & Execution Context:Feed-forward neural network sharing distributed representation layers across context words.
Scope & Limitations

Computational bottleneck in softmax normalization over large vocabularies prior to hierarchical softmax and negative sampling.