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ORCIDClaudia Clopath
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- affiliation: Imperial College London, UK
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2020 – today
- 2024
[i16]Sebastian Lee, Samuel Liebana Garcia, Claudia Clopath, Will Dabney:
Lifelong Reinforcement Learning via Neuromodulation. CoRR abs/2408.08446 (2024)- [i15]Claudia Clopath, Ruben De Winne, Mohammad Emtiyaz Khan, Jacopo Margutti:
AI for Social Good (Dagstuhl Seminar 24082). Dagstuhl Reports 14(2): 182-190 (2024) - 2023
- [j18]Júlia V. Gallinaro
, Benjamin Scholl, Claudia Clopath:
Synaptic weights that correlate with presynaptic selectivity increase decoding performance. PLoS Comput. Biol. 19(8) (2023) - [c9]Tom M. George, Kimberly L. Stachenfeld, Caswell Barry, Claudia Clopath, Tomoki Fukai:
A generative model of the hippocampal formation trained with theta driven local learning rules. NeurIPS 2023 - 2022
- [c8]Sheheryar Zaidi, Tudor Berariu, Hyunjik Kim, Jörg Bornschein, Claudia Clopath, Yee Whye Teh, Razvan Pascanu:
When Does Re-initialization Work? ICBINB 2022: 12-26 - [c7]Sebastian Lee, Stefano Sarao Mannelli, Claudia Clopath, Sebastian Goldt, Andrew M. Saxe:
Maslow's Hammer in Catastrophic Forgetting: Node Re-Use vs. Node Activation. ICML 2022: 12455-12477 - [i14]Sebastian Lee, Stefano Sarao Mannelli, Claudia Clopath, Sebastian Goldt, Andrew M. Saxe:
Maslow's Hammer for Catastrophic Forgetting: Node Re-Use vs Node Activation. CoRR abs/2205.09029 (2022) - [i13]Sheheryar Zaidi, Tudor Berariu, Hyunjik Kim, Jörg Bornschein, Claudia Clopath, Yee Whye Teh, Razvan Pascanu:
When Does Re-initialization Work? CoRR abs/2206.10011 (2022) - [i12]Anthony Zador, Blake A. Richards, Bence Ölveczky, Sean Escola, Yoshua Bengio, Kwabena Boahen, Matthew M. Botvinick, Dmitri B. Chklovskii, Anne Churchland, Claudia Clopath, James DiCarlo, Surya Ganguli, Jeff Hawkins, Konrad P. Körding, Alexei A. Koulakov, Yann LeCun, Timothy P. Lillicrap, Adam H. Marblestone, Bruno A. Olshausen, Alexandre Pouget, Cristina Savin, Terrence J. Sejnowski, Eero P. Simoncelli, Sara A. Solla, David Sussillo, Andreas S. Tolias, Doris Tsao:
Toward Next-Generation Artificial Intelligence: Catalyzing the NeuroAI Revolution. CoRR abs/2210.08340 (2022) - [i11]Claudia Clopath, Ruben De Winne, Tom Schaul:
AI for the Social Good (Dagstuhl Seminar 22091). Dagstuhl Reports 12(2): 134-142 (2022) - 2021
- [j17]Barbara Feulner, Claudia Clopath:
Neural manifold under plasticity in a goal driven learning behaviour. PLoS Comput. Biol. 17(2) (2021) - [j16]Amadeus Maes, Mauricio Barahona, Claudia Clopath:
Learning compositional sequences with multiple time scales through a hierarchical network of spiking neurons. PLoS Comput. Biol. 17(3) (2021) - [j15]Grace Wan Yu Ang, Clara S. Tang, Y. Audrey Hay, Sara Zannone, Ole Paulsen, Claudia Clopath:
The functional role of sequentially neuromodulated synaptic plasticity in behavioural learning. PLoS Comput. Biol. 17(6) (2021) - [j14]Luke Y. Prince, Travis Bacon, Rachel Humphries, Krasimira Tsaneva-Atanasova, Claudia Clopath, Jack R. Mellor:
Separable actions of acetylcholine and noradrenaline on neuronal ensemble formation in hippocampal CA3 circuits. PLoS Comput. Biol. 17(10) (2021) - [j13]Júlia V. Gallinaro, Claudia Clopath:
Memories in a network with excitatory and inhibitory plasticity are encoded in the spiking irregularity. PLoS Comput. Biol. 17(11) (2021) - [c6]Florin Gogianu, Tudor Berariu, Mihaela Rosca, Claudia Clopath, Lucian Busoniu, Razvan Pascanu:
Spectral Normalisation for Deep Reinforcement Learning: An Optimisation Perspective. ICML 2021: 3734-3744 - [i10]Florin Gogianu, Tudor Berariu, Mihaela Rosca, Claudia Clopath, Lucian Busoniu, Razvan Pascanu:
Spectral Normalisation for Deep Reinforcement Learning: an Optimisation Perspective. CoRR abs/2105.05246 (2021) - [i9]Luke Y. Prince, Ellen Boven, Roy Henha Eyono, Arna Ghosh, Joe Pemberton, Franz Scherr, Claudia Clopath, Rui Ponte Costa, Wolfgang Maass, Blake A. Richards, Cristina Savin, Katharina Anna Wilmes:
CCN GAC Workshop: Issues with learning in biological recurrent neural networks. CoRR abs/2105.05382 (2021) - [i8]Tudor Berariu, Wojciech Czarnecki, Soham De, Jörg Bornschein, Samuel L. Smith, Razvan Pascanu, Claudia Clopath:
A study on the plasticity of neural networks. CoRR abs/2106.00042 (2021) - 2020
- [j12]Amadeus Maes, Mauricio Barahona, Claudia Clopath:
Learning spatiotemporal signals using a recurrent spiking network that discretizes time. PLoS Comput. Biol. 16(1) (2020) - [j11]Victor Pedrosa, Claudia Clopath:
The interplay between somatic and dendritic inhibition promotes the emergence and stabilization of place fields. PLoS Comput. Biol. 16(7) (2020) - [i7]Christos Kaplanis, Claudia Clopath, Murray Shanahan:
Continual Reinforcement Learning with Multi-Timescale Replay. CoRR abs/2004.07530 (2020)
2010 – 2019
- 2019
- [j10]Jacopo Bono, Claudia Clopath:
Synaptic plasticity onto inhibitory neurons as a mechanism for ocular dominance plasticity. PLoS Comput. Biol. 15(3) (2019) - [c5]Christos Kaplanis, Murray Shanahan, Claudia Clopath:
Policy Consolidation for Continual Reinforcement Learning. ICML 2019: 3242-3251 - [c4]Cher Bass, Tianhong Dai, Benjamin Billot, Kai Arulkumaran, Antonia Creswell, Claudia Clopath, Vincenzo De Paola, Anil Anthony Bharath:
Image Synthesis with a Convolutional Capsule Generative Adversarial Network. MIDL 2019: 39-62 - [c3]Tianhong Dai, Magda Dubois, Kai Arulkumaran, Jonathan Campbell, Cher Bass, Benjamin Billot, Fatmatülzehra Uslu, Vincenzo De Paola, Claudia Clopath, Anil Anthony Bharath:
Deep Reinforcement Learning for Subpixel Neural Tracking. MIDL 2019: 130-150 - [i6]Christos Kaplanis, Murray Shanahan, Claudia Clopath:
Policy Consolidation for Continual Reinforcement Learning. CoRR abs/1902.00255 (2019) - [i5]Amadeus Maes, Mauricio Barahona, Claudia Clopath:
Learning spatiotemporal signals using a recurrent spiking network that discretizes time. CoRR abs/1907.08801 (2019) - [i4]Claudia Clopath, Ruben De Winne, Mohammad Emtiyaz Khan, Tom Schaul:
AI for the Social Good (Dagstuhl Seminar 19082). Dagstuhl Reports 9(2): 111-122 (2019) - 2018
- [j9]Guillaume Pernelle, Wilten Nicola, Claudia Clopath:
Gap junction plasticity as a mechanism to regulate network-wide oscillations. PLoS Comput. Biol. 14(3) (2018) - [c2]Christos Kaplanis, Murray Shanahan, Claudia Clopath:
Continual Reinforcement Learning with Complex Synapses. ICML 2018: 2502-2511 - [i3]Christos Kaplanis, Murray Shanahan, Claudia Clopath:
Continual Reinforcement Learning with Complex Synapses. CoRR abs/1802.07239 (2018) - [i2]Hamid Soleimani, Wilten Nicola, Claudia Clopath, Emmanuel M. Drakakis:
A High GOPs/Slice Time Series Classifier for Portable and Embedded Biomedical Applications. CoRR abs/1802.10458 (2018) - 2017
- [j8]Peter J. Hellyer, Claudia Clopath, Angie A. Kehagia, Federico E. Turkheimer, Robert Leech:
From homeostasis to behavior: Balanced activity in an exploration of embodied dynamic environmental-neural interaction. PLoS Comput. Biol. 13(8) (2017) - 2016
- [j7]Peter J. Hellyer, Barbara Jachs, Claudia Clopath, Robert Leech:
Local inhibitory plasticity tunes macroscopic brain dynamics and allows the emergence of functional brain networks. NeuroImage 124: 85-95 (2016) - [i1]James Kirkpatrick, Razvan Pascanu, Neil C. Rabinowitz, Joel Veness, Guillaume Desjardins, Andrei A. Rusu, Kieran Milan, John Quan, Tiago Ramalho, Agnieszka Grabska-Barwinska, Demis Hassabis, Claudia Clopath, Dharshan Kumaran, Raia Hadsell:
Overcoming catastrophic forgetting in neural networks. CoRR abs/1612.00796 (2016) - 2015
- [j6]Sadra Sadeh, Claudia Clopath, Stefan Rotter:
Emergence of Functional Specificity in Balanced Networks with Synaptic Plasticity. PLoS Comput. Biol. 11(6) (2015) - 2014
- [r1]Claudia Clopath:
Long-Term Plasticity, Biophysical Models. Encyclopedia of Computational Neuroscience 2014 - 2013
- [j5]Claudia Clopath, Nicolas Brunel:
Optimal Properties of Analog Perceptrons with Excitatory Weights. PLoS Comput. Biol. 9(2) (2013) - 2012
- [j4]Claudia Clopath, Jean-Pierre Nadal, Nicolas Brunel:
Storage of Correlated Patterns in Standard and Bistable Purkinje Cell Models. PLoS Comput. Biol. 8(4) (2012)
2000 – 2009
- 2008
- [j3]Richard Naud, Nicolas Marcille, Claudia Clopath, Wulfram Gerstner:
Firing patterns in the adaptive exponential integrate-and-fire model. Biol. Cybern. 99(4-5): 335-347 (2008) - [j2]Claudia Clopath, Lorric Ziegler, Eleni Vasilaki, Lars Büsing, Wulfram Gerstner:
Tag-Trigger-Consolidation: A Model of Early and Late Long-Term-Potentiation and Depression. PLoS Comput. Biol. 4(12) (2008) - 2007
- [j1]Claudia Clopath, Renaud Jolivet, Alexander Rauch, Hans-Rudolf Lüscher, Wulfram Gerstner:
Predicting neuronal activity with simple models of the threshold type: Adaptive Exponential Integrate-and-Fire model with two compartments. Neurocomputing 70(10-12): 1668-1673 (2007) - [c1]Claudia Clopath, André Longtin, Wulfram Gerstner:
An online Hebbian learning rule that performs Independent Component Analysis. NIPS 2007: 321-328
Coauthor Index
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