Volker Fischer
13 papers · 2017–2025 · 7 venues · across top CS/AI venues
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Achievements
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π Interdisciplinary Bridge Β· Bronze πΊοΈ Taxonomy Completionist (21) π Conference Polyglot Β· Silver π£ Hot Topic Early Bird π Academic Marathon Β· Sprint
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Unstoppable Β· Bronze
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Research topics
Machine Learning
(10)
Core Methods
(7)
Deep Learning
(4)
Computer Vision
(3)
Analysis
(3)
Optimization & Theory
(3)
Artificial Intelligence
(2)
Speech & Audio
(2)
Application Areas
(2)
Core AI
(2)
Learning Types Β· Deep Learning
(2)
Learning Types Β· Machine Learning
(2)
Recognition
(2)
Natural Language Processing
(1)
Architectures
(1)
Keywords
contrastive learning
(1)
shortcut learning
(1)
semantic segmentation
(1)
domain generalization
(1)
embedding space
(1)
hierarchical learning
(1)
data augmentation
(1)
transformer
(1)
context understanding
(1)
visual explanation
(1)
corruption robustness
(1)
neural network optimization
(1)
speaker embedding
(1)
speaker recognition
(1)
linear discriminant analysis
(1)
real-time processing
(1)
softmax
(1)
visual object recognition
(1)
speaker diarization
(1)
unsupervised learning
(1)
Papers
Two Effects, One Trigger: On the Modality Gap, Object Bias, and Information Imbalance in Contrastive Vision-Language Models
ICLR 2025
Eureka-Moments in Transformers: Multi-Step Tasks Reveal Softmax Induced Optimization Problems
ICML 2024
Contrasting Quadratic Assignments for Set-Based Representation Learning
ECCV 2022
Overcoming Shortcut Learning in a Target Domain by Generalizing Basic Visual Factors from a Source Domain
ECCV 2022
DiagViB-6: A Diagnostic Benchmark Suite for Vision Models in the Presence of Shortcut and Generalization Opportunities
ICCV 2021
Does enhanced shape bias improve neural network robustness to common corruptions?
ICLR 2021
EML Online Speech Activity Detection for the Fearless Steps Challenge Phase-III
Interspeech 2021
Fostering Generalization in Single-View 3D Reconstruction by Learning a Hierarchy of Local and Global Shape Priors
CVPR 2021
SE(3)-Transformers: 3D Roto-Translation Equivariant Attention Networks
NeurIPS 2020
Grid Saliency for Context Explanations of Semantic Segmentation
NeurIPS 2019
Speaker-Corrupted Embeddings for Online Speaker Diarization
Interspeech 2019
The streaming rollout of deep networks - towards fully model-parallel execution
NeurIPS 2018
Universal Adversarial Perturbations Against Semantic Image Segmentation
ICCV 2017