activity
20242026
most citedDensity Adaptive Attention-based Speech Network: Enhancing Feature Understanding for Mental Health Disorders

1 citations · 1 across the 5 of their papers we have counts for

collaborators

5 papers

cs.IR2026

TASR: Training-Free Adaptive Stopping for Iterative Retrieval

Adrian Kieback, Uyiosa Philip Amadasun, Aman Chadha +1

Iterative retrieval-augmented generation agents commonly overspend by continuing to retrieve after the model has converged on an answer, incurring calls that change neither the pre…

cs.SD2026

S-JEPA : Soft Clustering Anchors for Self-Supervised Speech Representation Learning

Georgios Ioannides, Adrian Kieback, Judah Goldfeder +5

Self-supervised speech encoders are predominantly trained by predicting discrete hard cluster IDs at masked positions, a recipe that collapses acoustic ambiguity at category bounda…

eess.AS2026

Soft Clustering Anchors for Self-Supervised Speech Representation Learning in Joint Embedding Prediction Architectures

Georgios Ioannides, Adrian Kieback, Judah Goldfeder +5

Joint Embedding Predictive Architectures (JEPA) offer a promising approach to self-supervised speech representation learning, but suffer from representation collapse without explic…

cs.HC2025

DAWZY: A New Addition to AI powered "Human in the Loop" Music Co-creation

Aaron C Elkins, Sanchit Singh, Adrian Kieback +3

Digital Audio Workstations (DAWs) offer fine control, but mapping high-level intent (e.g., "warm the vocals") to low-level edits breaks creative flow. Existing artificial intellige…

cs.SD2024★ 1 cited

Density Adaptive Attention-based Speech Network: Enhancing Feature Understanding for Mental Health Disorders

Georgios Ioannides, Adrian Kieback, Aman Chadha +1

Speech-based depression detection poses significant challenges for automated detection due to its unique manifestation across individuals and data scarcity. Addressing these challe…