Multimodal AI Research: From Benchmarks to Product
Dolby Laboratories • Invited Research Talk • January 2025
Presented research on unified multimodal systems and spatial audio generation to industry research team.
AVVA: Audio-Video Vector Alignment on Unlabeled Data
SANE 2024 – Speech and Audio in the Northeast • Poster • 2024
Demonstrated unified audiovisual encoder and LLM-gated curation approach for large-scale multimodal learning.
Learning Audio Concepts from Counterfactual Natural Language
SANE 2024 – Speech and Audio in the Northeast • Poster • 2024
Presented counterfactual audio-language methodology and patent-pending approach for zero-shot audio classification.
Unified Audiovisual Understanding
Microsoft Research – Audio/Acoustics Team • Research Presentation • August 2024
Technical presentation on cross-modal attention mechanisms and large-scale audiovisual data curation.
Leveraging Pre-Images to Discover Nonlinear Relationships in Multivariate Environments
European Signal Processing Conference (EUSIPCO) • Dublin, Ireland • August 2021
Conference presentation on nonlinear relationship discovery in high-dimensional time-series data.