68 citations · 273 across the 23 of their papers we have counts for
4 papers · 1 filter
Closed-Loop Transformers: Autoregressive Modeling as Iterative Latent Equilibrium
Akbar Anbar Jafari, Gholamreza Anbarjafari
Contemporary autoregressive transformers operate in open loop: each hidden state is computed in a single forward pass and never revised, causing errors to propagate uncorrected thr…
Dynamic Nested Hierarchies: Pioneering Self-Evolution in Machine Learning Architectures for Lifelong Intelligence
Akbar Anbar Jafari, Cagri Ozcinar, Gholamreza Anbarjafari
Contemporary machine learning models, including large language models, exhibit remarkable capabilities in static tasks yet falter in non-stationary environments due to rigid archit…
A Mathematical Framework for AI Singularity: Conditions, Bounds, and Control of Recursive Improvement
Akbar Anbar Jafari, Cagri Ozcinar, Gholamreza Anbarjafari
AI systems improve by drawing on more compute, data, energy, and better training methods. This paper asks a precise, testable version of the "runaway growth" question: under what m…
Mapping Emotions in the Brain: A Bi-Hemispheric Neural Model with Explainable Deep Learning
David Freire-Obregón, Agnieszka Dubiel, Prasoon Kumar Vinodkumar +3
Recent advances have shown promise in emotion recognition from electroencephalogram (EEG) signals by employing bi-hemispheric neural architectures that incorporate neuroscientific…