no code implementations • DeeLIO (ACL) 2022 • Angus Brayne, Maciej Wiatrak, Dane Corneil
In the real world, many relational facts require context; for instance, a politician holds a given elected position only for a particular timespan.
1 code implementation • 6 Feb 2024 • Ravi Patel, Angus Brayne, Rogier Hintzen, Daniel Jaroslawicz, Georgiana Neculae, Dane Corneil
R2E is a retrieval-based language model that prioritizes amongst a pre-defined set of possible answers to a research question based on the evidence in a document corpus, using Shapley values to identify the relative importance of pieces of evidence to the final prediction.
1 code implementation • NeurIPS Workshop Neuro_AI 2019 • Roman Pogodin, Dane Corneil, Alexander Seeholzer, Joseph Heng, Wulfram Gerstner
Reservoir computing is a powerful tool to explain how the brain learns temporal sequences, such as movements, but existing learning schemes are either biologically implausible or too inefficient to explain animal performance.
1 code implementation • ICML 2018 • Dane Corneil, Wulfram Gerstner, Johanni Brea
Modern reinforcement learning algorithms reach super-human performance on many board and video games, but they are sample inefficient, i. e. they typically require significantly more playing experience than humans to reach an equal performance level.