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Works (27)

A SIMPLE CONNECTION FROM LOSS FLATNESS TO COMPRESSED REPRESENTATIONS IN NEURAL NETWORKS

arXiv
2023 | Other
EID:

2-s2.0-85174668727

Part of ISSN: 23318422
Contributors: Chen, S.; Recanatesi, S.; Shea-Brown, E.
Source: Self-asserted source
stefano recanatesi via Scopus - Elsevier

From lazy to rich to exclusive task representations in neural networks and neural codes

Current Opinion in Neurobiology
2023 | Journal article
EID:

2-s2.0-85172402446

Part of ISSN: 18736882 09594388
Contributors: Farrell, M.; Recanatesi, S.; Shea-Brown, E.
Source: Self-asserted source
stefano recanatesi via Scopus - Elsevier

A scale-dependent measure of system dimensionality

Patterns
2022 | Journal article
EID:

2-s2.0-85135512570

Part of ISSN: 26663899
Contributors: Recanatesi, S.; Bradde, S.; Balasubramanian, V.; Steinmetz, N.A.; Shea-Brown, E.
Source: Self-asserted source
stefano recanatesi via Scopus - Elsevier

Author Correction: Gradient-based learning drives robust representations in recurrent neural networks by balancing compression and expansion (Nature Machine Intelligence, (2022), 4, 6, (564-573), 10.1038/s42256-022-00498-0)

Nature Machine Intelligence
2022 | Journal article
EID:

2-s2.0-85140127670

Part of ISSN: 25225839
Contributors: Farrell, M.; Recanatesi, S.; Moore, T.; Lajoie, G.; Shea-Brown, E.
Source: Self-asserted source
stefano recanatesi via Scopus - Elsevier

Gradient-based learning drives robust representations in recurrent neural networks by balancing compression and expansion

Nature Machine Intelligence
2022 | Journal article
EID:

2-s2.0-85132433333

Part of ISSN: 25225839
Contributors: Farrell, M.; Recanatesi, S.; Moore, T.; Lajoie, G.; Shea-Brown, E.
Source: Self-asserted source
stefano recanatesi via Scopus - Elsevier

Metastable attractors explain the variable timing of stable behavioral action sequences

Neuron
2022 | Journal article
EID:

2-s2.0-85121727151

Part of ISSN: 10974199 08966273
Contributors: Recanatesi, S.; Pereira-Obilinovic, U.; Murakami, M.; Mainen, Z.; Mazzucato, L.
Source: Self-asserted source
stefano recanatesi via Scopus - Elsevier

Path vectors: a neural code for sequential memory

bioRxiv
2022 | Other
EID:

2-s2.0-85128930496

Part of ISSN: 26928205
Contributors: Pang, R.; Recanatesi, S.
Source: Self-asserted source
stefano recanatesi via Scopus - Elsevier

Single Circuit in V1 Capable of Switching Contexts During Movement Using an Inhibitory Population as a Switch

Neural Computation
2022 | Journal article
EID:

2-s2.0-85125211914

Part of ISSN: 1530888X 08997667
Contributors: Voina, D.; Recanatesi, S.; Hu, B.; Shea-Brown, E.; Mihalas, S.
Source: Self-asserted source
stefano recanatesi via Scopus - Elsevier

Untangling network information flow

Nature Computational Science
2022 | Journal article
EID:

2-s2.0-85136890961

Part of ISSN: 26628457
Contributors: Recanatesi, S.
Source: Self-asserted source
stefano recanatesi via Scopus - Elsevier

Autoencoder networks extract latent variables and encode these variables in their connectomes

Neural Networks
2021 | Journal article
EID:

2-s2.0-85105097088

Part of ISSN: 18792782 08936080
Contributors: Farrell, M.; Recanatesi, S.; Reid, R.C.; Mihalas, S.; Shea-Brown, E.
Source: Self-asserted source
stefano recanatesi via Scopus - Elsevier

Predictive learning as a network mechanism for extracting low-dimensional latent space representations

Nature Communications
2021 | Journal article
EID:

2-s2.0-85102013790

Part of ISSN: 20411723
Contributors: Recanatesi, S.; Farrell, M.; Lajoie, G.; Deneve, S.; Rigotti, M.; Shea-Brown, E.
Source: Self-asserted source
stefano recanatesi via Scopus - Elsevier

A scale-dependent measure of system dimensionality

bioRxiv
2020 | Other
EID:

2-s2.0-85100131431

Part of ISSN: 26928205
Contributors: Recanatesi, S.; Bradde, S.; Balasubramanian, V.; Steinmetz, N.A.; Shea-Brown, E.
Source: Self-asserted source
stefano recanatesi via Scopus - Elsevier

Autoencoder networks extract latent variables and encode these variables in their connectomes

bioRxiv
2020 | Other
EID:

2-s2.0-85098898893

Part of ISSN: 26928205
Contributors: Farrell, M.; Recanatesi, S.; Reid, R.C.; Mihalas, S.; Shea-Brown, E.
Source: Self-asserted source
stefano recanatesi via Scopus - Elsevier

Metastable attractors explain the variable timing of stable behavioral action sequences

bioRxiv
2020 | Other
EID:

2-s2.0-85095636642

Part of ISSN: 26928205
Contributors: Recanatesi, S.; Pereira, U.; Murakami, M.; Mainen, Z.; Mazzucato, L.
Source: Self-asserted source
stefano recanatesi via Scopus - Elsevier

Metastable attractors explain the variable timing of stable behavioral action sequences

arXiv
2020 | Other
EID:

2-s2.0-85169980434

Part of ISSN: 23318422
Contributors: Recanatesi, S.; Pereira, U.; Murakami, M.; Mainen, Z.; Mazzucato, L.
Source: Self-asserted source
stefano recanatesi via Scopus - Elsevier

Single circuit in V1 capable of switching contexts during movement using VIP population as a switch

bioRxiv
2020 | Other
EID:

2-s2.0-85098905535

Part of ISSN: 26928205
Contributors: Voina, D.; Recanatesi, S.; Hu, B.; Shea-Brown, E.; Mihalas, S.
Source: Self-asserted source
stefano recanatesi via Scopus - Elsevier

Strong and localized recurrence controls dimensionality of neural activity across brain areas

bioRxiv
2020 | Other
EID:

2-s2.0-85127153561

Part of ISSN: 26928205
Contributors: Dahmen, D.; Recanatesi, S.; Jia, X.; Ocker, G.K.; Campagnola, L.; Seeman, S.; Jarsky, T.; Helias, M.; Shea-Brown, E.
Source: Self-asserted source
stefano recanatesi via Scopus - Elsevier

Dimensionality compression and expansion in deep neural networks

arXiv
2019 | Other
EID:

2-s2.0-85171113082

Part of ISSN: 23318422
Contributors: Recanatesi, S.; Farrell, M.; Advani, M.; Moore, T.; Lajoie, G.; Shea-Brown, E.
Source: Self-asserted source
stefano recanatesi via Scopus - Elsevier

Dimensionality in recurrent spiking networks: Global trends in activity and local origins in connectivity

PLoS Computational Biology
2019 | Journal article
EID:

2-s2.0-85071231444

Part of ISSN: 15537358 1553734X
Contributors: Recanatesi, S.; Ocker, G.K.; Buice, M.A.; Shea-Brown, E.
Source: Self-asserted source
stefano recanatesi via Scopus - Elsevier

Emergence of hierarchical organization in memory for random material

bioRxiv
2019 | Other
EID:

2-s2.0-85093634299

Part of ISSN: 26928205
Contributors: Naim, M.; Katkov, M.; Recanatesi, S.; Tsodyks, M.
Source: Self-asserted source
stefano recanatesi via Scopus - Elsevier

Emergence of hierarchical organization in memory for random material

Scientific Reports
2019 | Journal article
EID:

2-s2.0-85069475435

Part of ISSN: 20452322
Contributors: Naim, M.; Katkov, M.; Recanatesi, S.; Tsodyks, M.
Source: Self-asserted source
stefano recanatesi via Scopus - Elsevier

Recurrent neural networks learn robust representations by dynamically balancing compression and expansion

bioRxiv
2019 | Other
EID:

2-s2.0-85095655094

Part of ISSN: 26928205
Contributors: Farrell, M.; Recanatesi, S.; Moore, T.; Lajoie, G.; Shea-Brown, E.
Source: Self-asserted source
stefano recanatesi via Scopus - Elsevier

Dimensionality in recurrent spiking networks: Global trends in activity and local origins in connectivity

bioRxiv
2018 | Other
EID:

2-s2.0-85094230665

Part of ISSN: 26928205
Contributors: Recanatesi, S.; Ocker, G.K.; Buice, M.A.; Shea-Brown, E.
Source: Self-asserted source
stefano recanatesi via Scopus - Elsevier

Predictive learning extracts latent space representations from sensory observations

bioRxiv
2018 | Other
EID:

2-s2.0-85095619946

Part of ISSN: 26928205
Contributors: Recanatesi, S.; Farrell, M.; Lajoie, G.; Deneve, S.; Rigotti, M.; Shea-Brown, E.
Source: Self-asserted source
stefano recanatesi via Scopus - Elsevier

Memory states and transitions between them in attractor neural networks

Neural Computation
2017 | Journal article
EID:

2-s2.0-85029325330

Part of ISSN: 1530888X 08997667
Contributors: Recanatesi, S.; Katkov, M.; Tsodyks, M.
Source: Self-asserted source
stefano recanatesi via Scopus - Elsevier

Neural network model of memory retrieval

Frontiers in Computational Neuroscience
2015 | Journal article
EID:

2-s2.0-84955279569

Part of ISSN: 16625188
Contributors: Recanatesi, S.; Katkov, M.; Romani, S.; Tsodyks, M.
Source: Self-asserted source
stefano recanatesi via Scopus - Elsevier

A non-Hebbian code for episodic memory

Other | Author
Contributors: Rich Pang; stefano recanatesi
Source: Self-asserted source
stefano recanatesi via Crossref Metadata Search

Peer review (3 reviews for 3 publications/grants)

Review activity for Nature communications (1)
Review activity for Nature computational science. (1)
Review activity for PLoS computational biology. (1)