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Papers
A Relaxed Symmetric Non-negative Matrix Factorization Approach for Community Discovery (Extended Abstract)
IJCAI 2025
Constrained Non-negative Matrix Factorization for Guided Topic Modeling of Minority Topics
EMNLP 2025
Creating Coherence in Federated Non-Negative Matrix Factorization
AAAI 2025
Enhancing Uncertainty Estimation and Interpretability with Bayesian Non-negative Decision Layer
ICLR 2025
Get rid of your constraints and reparametrize: A study in NNLS and implicit bias
AISTATS 2025
AdaLomo: Low-memory Optimization with Adaptive Learning Rate
ACL 2024
An Autoencoder-Like Nonnegative Matrix Co-Factorization for Improved Student Cognitive Modeling
NeurIPS 2024
Explainable by-design Audio Segmentation through Non-Negative Matrix Factorization and Probing
Interspeech 2024
FactorizePhys: Matrix Factorization for Multidimensional Attention in Remote Physiological Sensing
NeurIPS 2024
FFAM: Feature Factorization Activation Map for Explanation of 3D Detectors
NeurIPS 2024
Historical Portrayal of Greek Tourism through Topic Modeling on International Newspapers
EACL 2024
Non-negative Contrastive Learning
ICLR 2024
Sparse NMF with Archetypal Regularization: Computational and Robustness Properties
JMLR 2024
Statistically Optimal K-means Clustering via Nonnegative Low-rank Semidefinite Programming
ICLR 2024
COCKATIEL: COntinuous Concept ranKed ATtribution with Interpretable ELements for explaining neural net classifiers on NLP
ACL 2023
Joint Blind Source Separation and Dereverberation for Automatic Speech Recognition using Delayed-Subsource MNMF with Localization Prior
Interspeech 2023
Orthogonal Non-negative Tensor Factorization based Multi-view Clustering
NeurIPS 2023
Scale Invariant Power Iteration
JMLR 2023
Unsupervised speech enhancement with deep dynamical generative speech and noise models
Interspeech 2023
A Lightweight Yet Robust Approach to Textual Anomaly Detection
COLING 2022
A sharp NMF result with applications in network modeling
NeurIPS 2022
Efficiently Factorizing Boolean Matrices using Proximal Gradient Descent
NeurIPS 2022
Fast Rank-1 NMF for Missing Data with KL Divergence
AISTATS 2022
Learning Sparse Interpretable Features For NAS Scoring From Liver Biopsy Images
IJCAI 2022
Listen to Interpret: Post-hoc Interpretability for Audio Networks with NMF
NeurIPS 2022