Publications

Articles in preparation

Animal2vec: Dynamical embedding methods for computational ethology
Ricci, M.G., Thackray, J., Tischfield, M., Abraira, V.

Spatial Phase2vec: Learning a PDE embedding space with applications to reaction-diffusion models
Ricci, M.G., Moriel, N., Nitzan, M.

Selected Articles

Multimodal sensory control of motor performance by glycinergic interneurons of the spinal cord deep dorsal horn.
(Submitted)
Gradwell, M., ..., Ricci, M.G., ..., Abraira, V. (2023)

Let's do the time-warp-attend: Learning topologically-invariant representations of dynamical systems.
(Submitted)
Moriel, N., Ricci, M.G., Nitzan, M. (2023)

Mapping the neuroethological signatures of pain, analgesia and recovery in mice
Neuron
Bohic, M., Pattison, L.A., Jhumka, Z.A., Rossi, H., Thackray, J.K., Ricci, M.G., Foster, W., Arnold, J., Mossazghi, N., Yttri, E.A., Tischfield, M.A., Smith, E. S-J, Abdus-Saboor, I., Abraira, V. (2023)

Phase2vec: Dynamical system embedding with a physics-informed convolutional neural network
ICLR (Spotlight)
Ricci, M.G., Moriel, N., Piran, Z, Nitzan, M. (2023)

Passage-of-time Model of the Cerebellar Purkinje Cell.
Frontiers in Computational Neuroscience
Ricci, M.G., Kim, J., Johansson, F. (2023)

Quantitative properties of the creation and activation of a cell-intrinsic duration-encoding engram.
Frontiers in Computational Neuroscience
Gallistel, C.R., Johansson, F., Jirenhed, D.A., Rasmussen, A., Ricci, M.G., Hesslow, G. (2022)

KuraNet: Systems of Coupled Oscillators that Learn to Synchronize
arXiv:2105.02838. [nlin.AO] [Github]
Ricci, M.G., Jung, M., Zhang, Y., Chalvidal, M., Soni, A., & Serre, T. (2021)

Go With the Flow: Adpative Control for Neural ODEs
ICLR
Chalvidal, M., Ricci, M., VanRullen, R., & Serre, T. (2021)

Differential involvement of EEG oscillatory components in identy vs. spatial relation reasoning tasks
eNeuro
Alamia, A., Luo, C., Ricci, M.G., Kim, J., Serre, T. and VanRullen, R. (2020)

Same-Different Conceptualization: A Machine Vision Perspective
Current Opinion in Behavior Sciences
Ricci, M., Cadène, R & Serre, T. (2020)

Hierarchical Models of the Visual System
Encyclopedia of Computational Neuroscience
Ricci, M., & Serre, T. (2020)

Not-so-CLEVR: Learning same-different relations strains feedforward neural networks
Journal of the Royal Society Interface
Kim, J., Ricci, M.G., and Serre, T. (2018)

Same-Different Problems Strain Convolutional Neural Networks
Proceedings of the 40th Annual Conference of the Cognitive Science Society
Ricci, M.G, Kim, J. and Serre, T. (2018)

Accurate Step-Hold Tracking of Smoothly Varying Periodic and Aperiodic Probability.
Atten. Percept. Psychophys.
Ricci, M.G., and Gallistel, R. (2017)

A Passage-of-time Model of the Cerebellar Purkinje Cell
arXiv:1605.03060v2 [q-bio.NC] .
Ricci, M.G., Kim, J and Johansson, F. (2016)