Subject-Aware Contrastive Learning for Biosignals. - Joseph Y. Cheng; Hanlin Goh; Kaan Dogrusoz; Oncel Tuzel; Erdrin Azemi (CoRR, 2020)

Speech Emotion: Investigating Model Representations, Multi-Task Learning and Knowledge Distillation. - Vikramjit Mitra; Hsiang-Yun Sherry Chien; Vasudha Kowtha; Joseph Yitan Cheng; Erdrin Azemi (INTERSPEECH, 2022)

Pre-Trained Model Representations and Their Robustness Against Noise for Speech Emotion Analysis. - Vikramjit Mitra; Vasudha Kowtha; Hsiang-Yun Sherry Chien; Erdrin Azemi; Carlos Avendaño (ICASSP, 2023)

Frequency-Aware Masked Autoencoders for Multimodal Pretraining on Biosignals. - Ran Liu; Ellen L. Zippi; Hadi Pouransari; Christopher M. Sandino; Jingping Nie; Hanlin Goh; Erdrin Azemi; Ali Moin (CoRR, 2023)

Investigating Salient Representations and Label Variance in Dimensional Speech Emotion Analysis. - Vikramjit Mitra; Jingping Nie; Erdrin Azemi (ICASSP, 2024)

Pre-Trained Foundation Model representations to uncover Breathing patterns in Speech. - Vikramjit Mitra; Anirban Chatterjee; Ke Zhai 006; Helen Weng; Ayuko Hill; Nicole Hay; Christopher Webb; Jamie Cheng; Erdrin Azemi (CoRR, 2024)

Model-driven Heart Rate Estimation and Heart Murmur Detection based on Phonocardiogram. - Jingping Nie; Ran Liu; Behrooz Mahasseni; Erdrin Azemi; Vikramjit Mitra (CoRR, 2024)

Generalizable autoregressive modeling of time series through functional narratives. - Ran Liu; Wenrui Ma; Ellen L. Zippi; Hadi Pouransari; Jingyun Xiao; Christopher M. Sandino; Behrooz Mahasseni; Juri Minxha; Erdrin Azemi; Eva L. Dyer; Ali Moin (CoRR, 2024)

Promoting cross-modal representations to improve multimodal foundation models for physiological signals. - Ching Fang; Christopher M. Sandino; Behrooz Mahasseni; Juri Minxha; Hadi Pouransari; Erdrin Azemi; Ali Moin; Ellen L. Zippi (CoRR, 2024)

Efficient Source-Free Time-Series Adaptation via Parameter Subspace Disentanglement. - Gaurav Patel; Christopher Michael Sandino; Behrooz Mahasseni; Ellen L. Zippi; Erdrin Azemi; Ali Moin; Juri Minxha (ICLR, 2025)

Modeling speech emotion with label variance and analyzing performance across speakers and unseen acoustic conditions. - Vikramjit Mitra; Amrit Romana; Dung T. Tran; Erdrin Azemi (CoRR, 2025)

Foundation Model Hidden Representations for Heart Rate Estimation from Auscultation. - Jingping Nie; Dung T. Tran; Karan Thakkar; Vasudha Kowtha; Jonathan Huang; Carlos Avendaño; Erdrin Azemi; Vikramjit Mitra (CoRR, 2025)