Dominik Wagner
17 papers · 2022–2025 · 6 venues · across top CS/AI venues
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Research topics
Machine Learning
(12)
Deep Learning
(10)
Artificial Intelligence
(9)
Core AI
(8)
Speech & Audio
(7)
Application Areas
(5)
Architectures
(5)
Core Methods
(5)
Analysis
(4)
Learning Types Β· Deep Learning
(4)
Natural Language Processing
(3)
Learning Types Β· Machine Learning
(3)
Recognition
(3)
Healthcare & Medicine
(2)
Mathematics & Optimization
(2)
Keywords
large language model
(4)
multi-label classification
(2)
multi-task learning
(2)
stuttering detection
(2)
data augmentation
(2)
automatic speech recognition
(2)
dysarthric speech recognition
(2)
word error rate
(2)
knowledge distillation
(2)
model compression
(2)
cleft lip palate
(2)
speech recognition
(2)
wav2vec 2.0
(2)
support vector machine
(2)
multimodal learning
(1)
speech processing
(1)
transfer learning
(1)
binary classification
(1)
stochastic gradient descent
(1)
speaker embedding
(1)
Papers
HarmAug: Effective Data Augmentation for Knowledge Distillation of Safety Guard Models
ICLR 2025
Pathology-Aware Speech Encoding and Data Augmentation for Dysarthric Speech Recognition
Interspeech 2025
Personalized Fine-Tuning with Controllable Synthetic Speech from LLM-Generated Transcripts for Dysarthric Speech Recognition
Interspeech 2025
SafeRoute: Adaptive Model Selection for Efficient and Accurate Safety Guardrails in Large Language Models
ACL 2025
Automatic Evaluation of a Sentence Memory Test for Preschool Children
Interspeech 2024
Diagonalisation SGD: Fast & Convergent SGD for Non-Differentiable Models via Reparameterisation and Smoothing
AISTATS 2024
Large Language Models for Dysfluency Detection in Stuttered Speech
Interspeech 2024
MMUTF: Multimodal Multimedia Event Argument Extraction with Unified Template Filling
EMNLP 2024
Optimized Speculative Sampling for GPU Hardware Accelerators
EMNLP 2024
Outlier Reduction with Gated Attention for Improved Post-training Quantization in Large Sequence-to-sequence Speech Foundation Models
Interspeech 2024
Reinforcement Learning with LTL and Ο-Regular Objectives via Optimality-Preserving Translation to Average Rewards
NeurIPS 2024
Towards Self-Attention Understanding for Automatic Articulatory Processes Analysis in Cleft Lip and Palate Speech
Interspeech 2024
A Stutter Seldom Comes Alone β Cross-Corpus Stuttering Detection as a Multi-label Problem
Interspeech 2023
Influence of Utterance and Speaker Characteristics on the Classification of Children with Cleft Lip and Palate
Interspeech 2023
Multi-class Detection of Pathological Speech with Latent Features: How does it perform on unseen data?
Interspeech 2023
Detecting Dysfluencies in Stuttering Therapy Using wav2vec 2.0
Interspeech 2022
Nonwords Pronunciation Classification in Language Development Tests for Preschool Children
Interspeech 2022