Neural programming

Publication

Dual Algorithmic Reasoning

Danilo Numeroso *, Davide Bacciu *, Petar Veličković

ICLR

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Publication

Continuous Neural Algorithmic Planners

Yu He *, Petar Veličković, Pietro Liò *, Andreea-Ioana Deac

LoG

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Publication

Reasoning-Modulated Representations

Petar Veličković, Matko Bošnjak, Thomas Kipf *, Alexander Lerchner, Raia Hadsell, Razvan Pascanu, Charles Blundell

LoG

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Publication

Learning Graph Search Heuristics

Michal Pándy *, Weikang Qiu *, Gabriele Corso *, Petar Veličković, Rex Ying *, Jure Leskovec *, Pietro Liò *

LoG

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Publication

A Generalist Neural Algorithmic Learner

Borja Ibarz, Vitaly Kurin, George Papamakarios, Kyriacos Nikiforou, Mehdi Bennani, Róbert Csordás, Andrew Dudzik, Matko Bošnjak, Alex Vitvitskyi, Yulia Rubanova, Andreea-Ioana Deac, Beatrice Bevilacqua, Yaroslav Ganin, Charles Blundell, Petar Veličković

LoG

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Publication

Graph Neural Networks are Dynamic Programmers

Andrew Dudzik, Petar Veličković

NeurIPS

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Publication

Competition-Level Code Generation using Deep Language Models

Yujia Li, David Choi, Junyoung Chung, Nate Kushman, Julian Schrittwieser, Rémi Leblond, Tom Eccles, James Keeling, Felix Gimeno, Agustin Dal Lago, Thomas Hubert, Peter Choy, Cyprien de Masson d'Autume, Igor Babuschkin, Po-Sen Huang, Johannes Welbl, Sven Gowal, Alexey Cherepanov, James Molloy, Daniel J. Mankowitz, Esme Sutherland Robson, Pushmeet Kohli, Nando de Freitas, Koray Kavukcuoglu, Oriol Vinyals

arXiv

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Publication

Learning Transferable Graph Exploration

Hanjun Dai *, Yujia Li, Chenglong Wang, R Singh *, Po-Sen Huang, Pushmeet Kohli

NeurIPS

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Publication

Neural Execution of Graph Algorithms

Petar Veličković, Rex Ying *, Matilde Padovano *, Raia Hadsell, Charles Blundell

ICLR 2021

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Publication

Meta-Learning Neural Bloom Filters

Jack Rae, S Bartunov, Timothy Lillicrap

ICML

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Publication

Learning Compositional Neural Programs with Recursive Tree Search and Planning

Thomas Pierrot *, Guillaume Ligner *, Scott Reed, Olivier Sigaud *, Nicolas Perrin *, Alexandre Laterre *, David Kas *, Karim Beguir *, Nando de Freitas

arXiv

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Publication

Neural Arithmetic Logic Units

Andrew Trask, Felix Hill, Scott Reed, Jack Rae, Chris Dyer, Phil Blunsom

arXiv

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Publication

Synthesizing Programs for Images using Reinforced Adversarial Learning

Yaroslav Ganin, Tejas Kulkarni, Igor Babuschkin, S M Ali Eslami, Oriol Vinyals

arXiv

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Publication

Learning Explanatory Rules from Noisy Data

Edward Grefenstette, Richard Evans

arXiv

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Publication

Hybrid computing using a neural network with dynamic external memory

Alexander Graves, Gregory Wayne, Malcolm Reynolds, Tim Harley, Ivo Danihelka, Agnieszka Grabska-Barwinska, Sergio Gómez Colmenarejo, Edward Grefenstette, Tiago Ramalho, John Agapiou, Adrià Puigdomènech, Karl Moritz Hermann, Yori Zwols, Georg Ostrovski, Adam Cain, Helen King, Christopher Summerfield, Phil Blunsom, Koray Kavukcuoglu, Demis Hassabis

Nature

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Publication

Latent Predictor Networks for Code Generation

Wang Ling, Edward Grefenstette, Karl Moritz Hermann, Tomas Kočiský, Andrew Senior, Fumin Wang, Phil Blunsom

ACL

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Publication

Adaptive Computation Time for Recurrent Neural Networks

Alexander Graves

arXiv

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