Andrew Saxe
University of Oxford
H-index: 23
Europe-United Kingdom
Top articles of Andrew Saxe
Title | Journal | Author(s) | Publication Date |
---|---|---|---|
What needs to go right for an induction head? A mechanistic study of in-context learning circuits and their formation | arXiv preprint arXiv:2404.07129 | Aaditya K Singh Ted Moskovitz Felix Hill Stephanie CY Chan Andrew M Saxe | 2024/4/10 |
Why Do Animals Need Shaping? A Theory of Task Composition and Curriculum Learning | arXiv preprint arXiv:2402.18361 | Jin Hwa Lee Stefano Sarao Mannelli Andrew Saxe | 2024/2/28 |
When Representations Align: Universality in Representation Learning Dynamics | arXiv preprint arXiv:2402.09142 | Loek van Rossem Andrew M Saxe | 2024/2/14 |
NeuralPlayground: A Standardised Environment for Evaluating Models of Hippocampus and Entorhinal Cortex | bioRxiv | Clementine CJ Domine Rodrigo Antonio Carrasco Davis Luke Hollingsworth Nikoloz Sirmpilatze Adam L Tyson | 2024 |
A Theory of Unimodal Bias in Multimodal Learning | arXiv preprint arXiv:2312.00935 | Yedi Zhang Peter E Latham Andrew Saxe | 2023/12/1 |
Regularised neural networks mimic human insight | arXiv preprint arXiv:2302.11351 | Anika T Löwe Léo Touzo Paul S Muhle-Karbe Andrew M Saxe Christopher Summerfield | 2023/2/22 |
Mice identify subgoal locations through an action-driven mapping process | Neuron | Philip Shamash Sebastian Lee Andrew M Saxe Tiago Branco | 2023/6/21 |
Exact learning dynamics of deep linear networks with prior knowledge | Journal of Statistical Mechanics: Theory and Experiment | Clémentine CJ Dominé Lukas Braun James E Fitzgerald Andrew M Saxe | 2023/11/15 |
Strategically managing learning during perceptual decision making | Elife | Javier Masís Travis Chapman Juliana Y Rhee David D Cox Andrew M Saxe | 2023/2/14 |
The RL Perceptron: Dynamics of Policy Learning in High Dimensions | Nishil Patel Sebastian Lee Stefano Sarao Mannelli Sebastian Goldt Andrew M Saxe | 2023/5/7 | |
Meta-Learning Strategies through Value Maximization in Neural Networks | arXiv preprint arXiv:2310.19919 | Rodrigo Carrasco-Davis Javier Masís Andrew M Saxe | 2023/10/30 |
Modelling continual learning in humans with Hebbian context gating and exponentially decaying task signals | PLOS Computational Biology | Timo Flesch David G Nagy Andrew Saxe Christopher Summerfield | 2023/1/19 |
Neural knowledge assembly in humans and neural networks | Neuron | Stephanie Nelli Lukas Braun Tsvetomira Dumbalska Andrew Saxe Christopher Summerfield | 2023/5/3 |
The Transient Nature of Emergent In-context Learning in Transformers | Aaditya K Singh Stephanie CY Chan Ted Moskovitz Erin Grant Andrew M Saxe | 2023/12/13 | |
Striatal dopamine reflects individual long-term learning trajectories | bioRxiv | Samuel Liebana Garcia Aeron Laffere Chiara Toschi Louisa Schilling Jacek Podlaski | 2023 |
On The Specialization of Neural Modules | Devon Jarvis Richard Klein Benjamin Rosman Andrew Saxe | 2023/5/5 | |
Organizing memories for generalization in complementary learning systems | Nature neuroscience | Weinan Sun Madhu Advani Nelson Spruston Andrew Saxe James E Fitzgerald | 2023/8 |
Continual task learning in natural and artificial agents | Timo Flesch Andrew Saxe Christopher Summerfield | 2023/3/1 | |
Are task representations gated in macaque prefrontal cortex? | arXiv preprint arXiv:2306.16733 | Timo Flesch Valerio Mante William Newsome Andrew Saxe Christopher Summerfield | 2023/6/29 |
Probing transfer learning with a model of synthetic correlated datasets | Machine Learning: Science and Technology | Federica Gerace Luca Saglietti Stefano Sarao Mannelli Andrew Saxe Lenka Zdeborová | 2022/2/23 |