Ilja Baumann
12 papers · 2022–2025 · 2 venues · across top CS/AI venues
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Achievements
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🌍 Conference Polyglot · Bronze 🌉 Interdisciplinary Bridge · Silver 🗺️ Taxonomy Completionist (32) 🐣 Hot Topic Early Bird 🤝 Dynamic Duo (12)
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Renaissance Researcher
(5)
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The Questioner
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Prolific Year · Productive
💎
Century Club · Bronze
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Keyword Collector
(68)
Venues
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Research topics
Deep Learning
(10)
Machine Learning
(8)
Speech & Audio
(7)
Artificial Intelligence
(5)
Architectures
(5)
Core Methods
(5)
Analysis
(4)
Core AI
(4)
Application Areas
(3)
Learning Types · Deep Learning
(3)
Recognition
(3)
Natural Language Processing
(2)
Learning Types · Machine Learning
(2)
Techniques
(2)
Healthcare & Medicine
(1)
Keywords
automatic speech recognition
(2)
dysarthric speech recognition
(2)
large language model
(2)
pre-trained model
(2)
multi-label classification
(2)
wav2vec 2.0
(2)
word error rate
(2)
cleft lip palate
(2)
natural language processing
(1)
domain adaptation
(1)
performance optimization
(1)
speech processing
(1)
clinical speech analysis
(1)
speaker embedding
(1)
speech recognition
(1)
transfer learning
(1)
acoustic representation
(1)
speech classification
(1)
phoneme classification
(1)
data augmentation
(1)
Papers
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
Automatic Evaluation of a Sentence Memory Test for Preschool Children
Interspeech 2024
It’s Time to Take Action: Acoustic Modeling of Motor Verbs to Detect Parkinson’s Disease
Interspeech 2024
Large Language Models for Dysfluency Detection in Stuttered Speech
Interspeech 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
Towards Self-Attention Understanding for Automatic Articulatory Processes Analysis in Cleft Lip and Palate Speech
Interspeech 2024
A Stutter Seldom Comes Alone – 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
Nonwords Pronunciation Classification in Language Development Tests for Preschool Children
Interspeech 2022