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researcher

Aaron Elkins

9 papers hereh-index 212 citations10 works total

Matching runs newest-first, so older work may not be attached to this profile yet.

author position
  • first author1
  • middle author4
  • last author4

Across the 9 of 9 papers where every author was matched, so the position is known.

fields
  • cs.SD3
  • cs.AI2
  • cs.HC1
  • cs.IR1
  • cs.LG1
  • eess.AS1

identity via Semantic Scholar / OpenAlex

activity
20242026
most citedDensity Adaptive Attention is All You Need: Robust Parameter-Efficient Fine-Tuning Across Multiple Modalities

2 citations · 3 across the 9 of their papers we have counts for

collaborators
Showing 2025Show all

3 papers · 1 filter

cs.SD2025

JEPA as a Neural Tokenizer: Learning Robust Speech Representations with Density Adaptive Attention

Georgios Ioannides, Christos Constantinou, Aman Chadha +4

We introduce a two-stage self-supervised framework that combines the Joint-Embedding Predictive Architecture (JEPA) with a Density Adaptive Attention Mechanism (DAAM) for learning…

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.AI2025

MOD-X: A Modular Open Decentralized eXchange Framework proposal for Heterogeneous Interoperable Artificial Intelligence Agents

Georgios Ioannides, Christos Constantinou, Vinija Jain +2

As Artificial Intelligence systems evolve from monolithic models to ecosystems of specialized agents, the need for standardized communication protocols becomes increasingly critica…

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Not affiliated with arXiv. Researcher data from Semantic Scholar (ODC-BY) and OpenAlex.