Search Results for author: Guillaume Dumas

Found 9 papers, 1 papers with code

From Physics to Sentience: Deciphering the Semantics of the Free-Energy Principle and Evaluating its Claims

no code implementations16 Jan 2024 Zahra Sheikhbahaee, Adam Safron, Casper Hesp, Guillaume Dumas

The Free-Energy Principle (FEP) [1-3] has been adopted in a variety of ambitious proposals that aim to characterize all adaptive, sentient, and cognitive systems within a unifying framework.

Effective Latent Differential Equation Models via Attention and Multiple Shooting

no code implementations11 Jul 2023 Germán Abrevaya, Mahta Ramezanian-Panahi, Jean-Christophe Gagnon-Audet, Pablo Polosecki, Irina Rish, Silvina Ponce Dawson, Guillermo Cecchi, Guillaume Dumas

Scientific Machine Learning (SciML) is a burgeoning field that synergistically combines domain-aware and interpretable models with agnostic machine learning techniques.

Representation Learning

Predicting Grokking Long Before it Happens: A look into the loss landscape of models which grok

no code implementations23 Jun 2023 Pascal Jr. Tikeng Notsawo, Hattie Zhou, Mohammad Pezeshki, Irina Rish, Guillaume Dumas

In essence, by studying the learning curve of the first few epochs, we show that one can predict whether grokking will occur later on.

Memorization

Attention Schema in Neural Agents

no code implementations27 May 2023 Dianbo Liu, Samuele Bolotta, He Zhu, Yoshua Bengio, Guillaume Dumas

A strong prediction of this theory is that an agent can use its own AS to also infer the states of other agents' attention and consequently enhance coordination with other agents.

Descriptive Multi-agent Reinforcement Learning

Sources of Richness and Ineffability for Phenomenally Conscious States

no code implementations13 Feb 2023 Xu Ji, Eric Elmoznino, George Deane, Axel Constant, Guillaume Dumas, Guillaume Lajoie, Jonathan Simon, Yoshua Bengio

Conscious states (states that there is something it is like to be in) seem both rich or full of detail, and ineffable or hard to fully describe or recall.

Philosophy

The return of (I)DeFiX

no code implementations1 Apr 2022 Florentina Şoiman, Guillaume Dumas, Sonia Jimenez-Garces

We investigate four possible drivers of DeFi returns: exposure to cryptocurrency market, the network effect, the investor's attention, and the valuation ratio.

Social Neuro AI: Social Interaction as the "dark matter" of AI

no code implementations31 Dec 2021 Samuele Bolotta, Guillaume Dumas

First, neuroscientific theories of cognitive architecture, such as the global workspace theory and the attention schema theory, can enhance biological plausibility and help us understand how we could bridge individual and social theories of intelligence.

Generative Models of Brain Dynamics -- A review

no code implementations22 Dec 2021 Mahta Ramezanian Panahi, Germán Abrevaya, Jean-Christophe Gagnon-Audet, Vikram Voleti, Irina Rish, Guillaume Dumas

The principled design and discovery of biologically- and physically-informed models of neuronal dynamics has been advancing since the mid-twentieth century.

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