activity
20242026
most citedBenchmarking Positional Encodings for GNNs and Graph Transformers

1 citations · 1 across the 3 of their papers we have counts for

collaborators
Showing cs.SDShow all

13 papers · 1 filter

cs.SD2026

VCNAC: A Variable-Channel Neural Audio Codec for Mono, Stereo, and Surround Sound

Florian Grötschla, Arunasish Sen, Alessandro Lombardi +2

We present VCNAC, a variable channel neural audio codec. Our approach features a single encoder and decoder parametrization that enables native inference for different channel setu…

cs.SD2025

Evaluating Objective Speech Quality Metrics for Neural Audio Codecs

Luca A. Lanzendörfer, Florian Grötschla

Neural audio codecs have gained recent popularity for their use in generative modeling as they offer high-fidelity audio reconstruction at low bitrates. While human listening studi…

cs.SD2025

SAO-Instruct: Free-form Audio Editing using Natural Language Instructions

Michael Ungersböck, Florian Grötschla, Luca A. Lanzendörfer +3

Generative models have made significant progress in synthesizing high-fidelity audio from short textual descriptions. However, editing existing audio using natural language has rem…

cs.SD2025

SALSA-V: Shortcut-Augmented Long-form Synchronized Audio from Videos

Amir Dellali, Luca A. Lanzendörfer, Luca A. Lanzendörfer +3

We propose SALSA-V, a multimodal video-to-audio generation model capable of synthesizing highly synchronized, high-fidelity long-form audio from silent video content. Our approach…

cs.SD2025

Multi-bit Audio Watermarking

Luca A. Lanzendörfer, Kyle Fearne, Florian Grötschla +1

We present Timbru, a post-hoc audio watermarking model that achieves state-of-the-art robustness and imperceptibility trade-offs without training an embedder-detector model. Given…

cs.SD2025

Bias beyond Borders: Global Inequalities in AI-Generated Music

Ahmet Solak, Florian Grötschla, Luca A. Lanzendörfer +1

While recent years have seen remarkable progress in music generation models, research on their biases across countries, languages, cultures, and musical genres remains underexplore…