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The Global Latent Workspace: towards AI models of flexible cognition

CORDIS provides links to public deliverables and publications of HORIZON projects.

Links to deliverables and publications from FP7 projects, as well as links to some specific result types such as dataset and software, are dynamically retrieved from OpenAIRE .

Deliverables

Publications

Zero-shot cross modal transfer of reinforcement learning policies through a Global Workspace (opens in new window)

Author(s): Leopold Maytié, Benjamin Devillers, Alexandre Arnold, Rufin Vanrullen
Published in: Reinforcement Learning Journal, 2025, ISSN 2996-8577
Publisher: arxiv
DOI: 10.48550/ARXIV.2403.04588

Enhancing deep neural networks through complex-valued representations and Kuramoto synchronization dynamics (opens in new window)

Author(s): Sabine Muzellec, Andrea Almia, Thomas Serre,Rufin Vanrullen
Published in: ransactions on Machine Learning Research, 2025, ISSN 2835-8856
Publisher: transactions on Machine Learning Research
DOI: 10.48550/ARXIV.2502.21077

Wave Propagation Phenomena in Nonlinear Hierarchical Neural Networks with Predictive Coding Feedback Dynamics (opens in new window)

Author(s): Andrea Alamia, Léa Dalliès, Grégory Faye, Rufin VanRullen
Published in: Bulletin of Mathematical Biology, Issue 87, 2025, ISSN 0092-8240
Publisher: Springer Science and Business Media LLC
DOI: 10.1007/S11538-025-01492-4

Natural scene reconstruction from fMRI signals using generative latent diffusion (opens in new window)

Author(s): Furkan Ozcelik, Rufin VanRullen
Published in: Scientific Reports, Issue 13, 2024, ISSN 2045-2322
Publisher: Springer Science and Business Media LLC
DOI: 10.1038/S41598-023-42891-8

Modality-Agnostic Decoding of Vision and Language from fMRI (opens in new window)

Author(s): Mitja Nikolaus, Milad Mozafari, Isabelle Berry, Nicholas Asher, Leila Reddy, Rufin Vanrullen
Published in: eLife, 2025, ISSN 2050-084X
Publisher: eLife Sciences Publications
DOI: 10.7554/ELIFE.107933.1

Semi-Supervised Multimodal Representation Learning Through a Global Workspace (opens in new window)

Author(s): Benjamin Devillers; Léopold aytié; Rufin Vanrullen
Published in: IEEE Transcations on Neural Networks and Learning Systems, 2024, ISSN 2162-2388
Publisher: IEEE
DOI: 10.1109/TNNLS.2024.3416701

Tracking objects that change in appearance with phase synchrony (opens in new window)

Author(s): Sabine Muzellec, Drew Linsley, Alekh Karkada Ashok, Ennio Mingolla, Girik Malik, Rufin VanRullen, Thomas Serre
Published in: ICLR, 2025
Publisher: ICLR
DOI: 10.48550/ARXIV.2410.02094

Latent Representation Matters: Human-like Sketches in One-shot Drawing Tasks (opens in new window)

Author(s): ictor Boutin, Rishav Mukherji, Aditya Agrawal, Sabine Muzellec, Thomas Fel, Thomas Serre, Rufin VanRullen
Published in: Advances in Neural Information Processing Systems 37, 2024
Publisher: NeurIps
DOI: 10.48550/ARXIV.2406.06079

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