Multi-agent cooperation through learning-aware policy gradients

Authors: Meulemans, Alexander, Kobayashi, Seijin, von Oswald, Johannes, Scherrer, Nino, Elmoznino, Eric, Richards, Blake, Lajoie, Guillaume, Arcas, Blaise Agüera y, Sacramento, João

Subject Terms: Computer Science - Artificial Intelligence

Access URL: http://arxiv.org/abs/2410.18636

A Complexity-Based Theory of Compositionality

Authors: Elmoznino, Eric, Jiralerspong, Thomas, Bengio, Yoshua, Lajoie, Guillaume

Subject Terms: Computer Science - Computation and Language, Computer Science - Artificial Intelligence, Computer Science - Machine Learning

Access URL: http://arxiv.org/abs/2410.14817

In-context learning and Occam's razor

Authors: Elmoznino, Eric, Marty, Tom, Kasetty, Tejas, Gagnon, Leo, Mittal, Sarthak, Fathi, Mahan, Sridhar, Dhanya, Lajoie, Guillaume

Subject Terms: Computer Science - Machine Learning, Computer Science - Artificial Intelligence

Access URL: http://arxiv.org/abs/2410.14086

Does learning the right latent variables necessarily improve in-context learning?

Authors: Mittal, Sarthak, Elmoznino, Eric, Gagnon, Leo, Bhardwaj, Sangnie, Sridhar, Dhanya, Lajoie, Guillaume

Subject Terms: Computer Science - Machine Learning, Computer Science - Artificial Intelligence

Access URL: http://arxiv.org/abs/2405.19162

Amortizing intractable inference in large language models

Authors: Hu, Edward J., Jain, Moksh, Elmoznino, Eric, Kaddar, Younesse, Lajoie, Guillaume, Bengio, Yoshua, Malkin, Nikolay

Subject Terms: Computer Science - Machine Learning, Computer Science - Computation and Language

Access URL: http://arxiv.org/abs/2310.04363

Discrete, compositional, and symbolic representations through attractor dynamics

Authors: Nam, Andrew, Elmoznino, Eric, Malkin, Nikolay, McClelland, James, Bengio, Yoshua, Lajoie, Guillaume

Subject Terms: Computer Science - Artificial Intelligence, Computer Science - Machine Learning

Access URL: http://arxiv.org/abs/2310.01807

Consciousness in Artificial Intelligence: Insights from the Science of Consciousness

Authors: Butlin, Patrick, Long, Robert, Elmoznino, Eric, Bengio, Yoshua, Birch, Jonathan, Constant, Axel, Deane, George, Fleming, Stephen M., Frith, Chris, Ji, Xu, Kanai, Ryota, Klein, Colin, Lindsay, Grace, Michel, Matthias, Mudrik, Liad, Peters, Megan A. K., Schwitzgebel, Eric, Simon, Jonathan, VanRullen, Rufin

Subject Terms: Computer Science - Artificial Intelligence, Computer Science - Computers and Society, Computer Science - Machine Learning, Quantitative Biology - Neurons and Cognition

Access URL: http://arxiv.org/abs/2308.08708

Sources of Richness and Ineffability for Phenomenally Conscious States

Authors: Ji, Xu, Elmoznino, Eric, Deane, George, Constant, Axel, Dumas, Guillaume, Lajoie, Guillaume, Simon, Jonathan, Bengio, Yoshua

Subject Terms: Quantitative Biology - Neurons and Cognition, Computer Science - Artificial Intelligence

Access URL: http://arxiv.org/abs/2302.06403

Scene context is predictive of unconstrained object similarity judgments

Authors: Magri, Caterina, Elmoznino, Eric, Bonner, Michael F.

Source: In Cognition October 2023 239

High-performing neural network models of visual cortex benefit from high latent dimensionality.

Authors: Elmoznino, Eric¹ (AUTHOR) eric.elmoznino@gmail.com, Bonner, Michael F.¹ (AUTHOR)

Source: PLoS Computational Biology. 1/10/2024, Vol. 20 Issue 1, p1-23. 23p.

Subject Terms: *ARTIFICIAL neural networks, *VISUAL cortex, *COMPUTATIONAL geometry, *NEURAL codes, *GEOMETRIC modeling, *COMPUTATIONAL neuroscience

Sources of richness and ineffability for phenomenally conscious states.

Authors: Ji, Xu, Elmoznino, Eric, Deane, George, Constant, Axel, Dumas, Guillaume, Lajoie, Guillaume, Simon, Jonathan, Bengio, Yoshua

Source: Neuroscience of Consciousness; 2024, Vol. 2024 Issue 1, p1-19, 19p

Subject Terms: COGNITIVE ability, SHORT-term memory, DYNAMICAL systems, CONSCIOUSNESS, MOTIVATION (Psychology)

A new procedure, free from human assessment that automatically grades some facial skin structural signs. Comparison with assessments by experts, using referential atlases of skin ageing.

Authors: Jiang, Ruowei, Kezele, Irina, Levinshtein, Alex, Flament, Frederic, Zhang, Jingyi, Elmoznino, Eric, Ma, Junwei, Ma, He, Coquide, Jerome, Arcin, Vincent, Omoyuri, Esohe, Aarabi, Parham

Source: International Journal of Cosmetic Science; Feb2019, Vol. 41 Issue 1, p67-78, 12p

Subject Terms: SKIN aging, SKIN physiology, SELFIES, SMARTPHONES, FACIAL expression, COSMETICS, DERMATOLOGISTS