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Pehuen Moure

3 accepted papers

2026

Variational Low-Rank Adaptation for Personalized Impaired Speech Recognition

ICASSP 2026poster

Speech impairments resulting from congenital disorders, such as cerebral palsy, down syndrome, or apert syndrome, as well as acquired brain injuries due to stroke, traumatic accidents, or tumors, present major challenges to automatic speech recognition (ASR) systems. Despite recent advancements, sta…

Cited by 0SourcePDFScholar
2024

DeltaDEQ: Exploiting Heterogeneous Convergence for Accelerating Deep Equilibrium Iterations

NeurIPS 2024poster

Implicit neural networks including deep equilibrium models have achieved superior task performance with better parameter efficiency in various applications. However, it is often at the expense of higher computation costs during inference. In this work, we identify a phenomenon named $\textbf{heterog…

Cited by 1SourcePDFScholar
2024

Regularized Parameter Uncertainty for Improving Generalization in Reinforcement Learning

CVPR 2024poster

In order for reinforcement learning (RL) agents to be deployed in real-world environments they must be able to generalize to unseen environments. However RL struggles with out-of-distribution generalization often due to over-fitting the particulars of the training environment. Although regularizatio…

Cited by 2SourcePDFScholar