68 citations · 273 across the 23 of their papers we have counts for
4 papers · 1 filter
Complex-Valued Unitary Representations as Classification Heads for Improved Uncertainty Quantification in Deep Neural Networks
Akbar Anbar Jafari, Cagri Ozcinar, Gholamreza Anbarjafari
Modern deep neural networks achieve high predictive accuracy but remain poorly calibrated: their confidence scores do not reliably reflect the true probability of correctness. We p…
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…
Ensemble approach for detection of depression using EEG features
Egils Avots, Klavs Jermakovs, Maie Bachmann +3
Depression is a public health issue which severely affects one's well being and cause negative social and economic effect for society. To rise awareness of these problems, this pub…