Claudia Clopath

Publication Activity (10 Years)

Years Active: 2007-2024
Publications (10 Years): 35

Top Topics

Functional Brain

Reinforcement Learning

Synaptic Plasticity

Top Venues

PLoS Comput. Biol.

Dagstuhl Reports

Publications

Claudia Clopath, Ruben De Winne, Mohammad Emtiyaz Khan, Jacopo Margutti
AI for Social Good (Dagstuhl Seminar 24082). Dagstuhl Reports 14 (2) (2024)
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)
Júlia V. Gallinaro, Benjamin Scholl, Claudia Clopath
Synaptic weights that correlate with presynaptic selectivity increase decoding performance. PLoS Comput. Biol. 19 (8) (2023)
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 (2022)
Claudia Clopath, Ruben De Winne, Tom Schaul
AI for the Social Good (Dagstuhl Seminar 22091). Dagstuhl Reports 12 (2) (2022)
Sheheryar Zaidi, Tudor Berariu, Hyunjik Kim, Jörg Bornschein, Claudia Clopath, Yee Whye Teh, Razvan Pascanu
When Does Re-initialization Work? CoRR (2022)
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)
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 (2022)
Sheheryar Zaidi, Tudor Berariu, Hyunjik Kim, Jörg Bornschein, Claudia Clopath, Yee Whye Teh, Razvan Pascanu
When Does Re-initialization Work? ICBINB (2022)
Barbara Feulner, Claudia Clopath
Neural manifold under plasticity in a goal driven learning behaviour. PLoS Comput. Biol. 17 (2) (2021)
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 (2021)
Florin Gogianu, Tudor Berariu, Mihaela Rosca, Claudia Clopath, Lucian Busoniu, Razvan Pascanu
Spectral Normalisation for Deep Reinforcement Learning: an Optimisation Perspective. CoRR (2021)
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)
Tudor Berariu, Wojciech Czarnecki, Soham De, Jörg Bornschein, Samuel L. Smith, Razvan Pascanu, Claudia Clopath
A study on the plasticity of neural networks. CoRR (2021)
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)
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)
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)
Florin Gogianu, Tudor Berariu, Mihaela Rosca, Claudia Clopath, Lucian Busoniu, Razvan Pascanu
Spectral Normalisation for Deep Reinforcement Learning: An Optimisation Perspective. ICML (2021)
Christos Kaplanis, Claudia Clopath, Murray Shanahan
Continual Reinforcement Learning with Multi-Timescale Replay. CoRR (2020)
Amadeus Maes, Mauricio Barahona, Claudia Clopath
Learning spatiotemporal signals using a recurrent spiking network that discretizes time. PLoS Comput. Biol. 16 (1) (2020)
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)
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)
Claudia Clopath, Ruben De Winne, Mohammad Emtiyaz Khan, Tom Schaul
AI for the Social Good (Dagstuhl Seminar 19082). Dagstuhl Reports 9 (2) (2019)
Jacopo Bono, Claudia Clopath
Synaptic plasticity onto inhibitory neurons as a mechanism for ocular dominance plasticity. PLoS Comput. Biol. 15 (3) (2019)
Amadeus Maes, Mauricio Barahona, Claudia Clopath
Learning spatiotemporal signals using a recurrent spiking network that discretizes time. CoRR (2019)
Christos Kaplanis, Murray Shanahan, Claudia Clopath
Policy Consolidation for Continual Reinforcement Learning. CoRR (2019)
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)
Christos Kaplanis, Murray Shanahan, Claudia Clopath
Policy Consolidation for Continual Reinforcement Learning. ICML (2019)
Guillaume Pernelle, Wilten Nicola, Claudia Clopath
Gap junction plasticity as a mechanism to regulate network-wide oscillations. PLoS Comput. Biol. 14 (3) (2018)
Christos Kaplanis, Murray Shanahan, Claudia Clopath
Continual Reinforcement Learning with Complex Synapses. ICML (2018)
Christos Kaplanis, Murray Shanahan, Claudia Clopath
Continual Reinforcement Learning with Complex Synapses. CoRR (2018)
Hamid Soleimani, Wilten Nicola, Claudia Clopath, Emmanuel M. Drakakis
A High GOPs/Slice Time Series Classifier for Portable and Embedded Biomedical Applications. CoRR (2018)
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)
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 (2016)
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 (2016)
Sadra Sadeh, Claudia Clopath, Stefan Rotter
Emergence of Functional Specificity in Balanced Networks with Synaptic Plasticity. PLoS Comput. Biol. 11 (6) (2015)
Claudia Clopath, Nicolas Brunel
Optimal Properties of Analog Perceptrons with Excitatory Weights. PLoS Comput. Biol. 9 (2) (2013)
Claudia Clopath, Jean-Pierre Nadal, Nicolas Brunel
Storage of Correlated Patterns in Standard and Bistable Purkinje Cell Models. PLoS Comput. Biol. 8 (4) (2012)
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)
Richard Naud, Nicolas Marcille, Claudia Clopath, Wulfram Gerstner
Firing patterns in the adaptive exponential integrate-and-fire model. Biol. Cybern. 99 (4-5) (2008)
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) (2007)
Claudia Clopath, André Longtin, Wulfram Gerstner
An online Hebbian learning rule that performs Independent Component Analysis. NIPS (2007)