From the 6 of 6 linked papers with an AI index.
6 papers
Detecting Explanatory Insufficiency in Learned Representations: A Framework for Representational Vigilance
Jacques Raynal, Pierre Slangen, Elsa Raynal +1
The paper proposes VER, a conceptual framework for monitoring learned representations to detect unexplained residual structures that standard performance metrics miss, offering a d…
Bootstrap Theory of Representational Emergence (TBER): Explanatory Insufficiency, Transition Regimes, and the Emergence of New Representational Levels
Jacques Raynal, Pierre Slangen, Elsa Raynal +1
The paper introduces the Bootstrap Theory of Representational Emergence, a conceptual framework that explains how new internal representations are created when existing ones can no…
From Performance to Representational Adequacy: A Representational Bootstrap Framework for Adaptive Biological Systems
Jacques Raynal, Pierre Slangen, Elsa Raynal +1
The paper introduces a representational bootstrap framework that guides the progressive refinement of representations for adaptive biological systems when performance metrics becom…
From Observed Viability to Internal Predictive Approximation: A Single-Subject Latent-Space Analysis of Gait Dynamics Under Occlusal Constraint
Jacques Raynal, Pierre Slangen, Elsa Raynal +1
The paper introduces a proof‑of‑concept method (Level 5) that uses a simple feed‑forward neural network to approximate the transformation of gait patterns recorded from a Parkinson…
From Organization to Viability: A Multi-Level Analysis of Gait Dynamics Under Occlusal Constraint
Jacques Raynal, Pierre Slangen, Elsa Raynal +1
The paper presents an exploratory single‑case longitudinal study of a Parkinson's disease patient, analyzing how different occlusal conditions affect gait dynamics using instrument…
Observable Performance Does Not Fully Reflect Adaptive System Organization: A Multi-Level Analysis of Gait Dynamics Under Occlusal Constraint
Jacques Raynal, Pierre Slangen, Elsa Raynal +1
The paper investigates how different occlusal constraints affect gait dynamics in a Parkinson's patient, using scalar performance scores, a dynamical‑systems perspective, and UMAP…