Mathias Berglund
6 papers · 2015–2025 · 3 conferences · across top CS/AI conferences
Achievements
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π£ Hot Topic Early Bird π Conference Polyglot (3) π Academic Marathon (10) πΊοΈ Taxonomy Completionist (22) π§ Keyword Pioneer
π
Cross-Pollinator
(8)
π
Interdisciplinary Bridge
π₯
Mega-Team
(24)
π
Trend Setter
Conferences
NIPS (4)
ICML (1)
NAACL (1)
Top co-authors
Keywords
unsupervised learning
(3)
semi-supervised learning
(2)
image classification
(1)
image segmentation
(1)
sample efficiency
(1)
benchmark evaluation
(1)
feature learning
(1)
neural network training
(1)
probabilistic modeling
(1)
hyperparameter optimization
(1)
gradient-based optimization
(1)
time series
(1)
trajectory optimization
(1)
model-based reinforcement learning
(1)
generative model
(1)
denoising autoencoder
(1)
missing data imputation
(1)
deep neural network
(1)
tool use
(1)
motion control
(1)
Papers
MMAU: A Holistic Benchmark of Agent Capabilities Across Diverse Domains
NAACL 2025
Regularizing Trajectory Optimization with Denoising Autoencoders
NIPS 2019
Tagger: Deep Unsupervised Perceptual Grouping
NIPS 2016
Scalable Gradient-Based Tuning of Continuous Regularization Hyperparameters
ICML 2016
Semi-supervised Learning with Ladder Networks
NIPS 2015
Bidirectional Recurrent Neural Networks as Generative Models
NIPS 2015