Lukas Balles
7 papers · 2018–2025 · 4 conferences · across top CS/AI conferences
Achievements
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🌍 Conference Polyglot (4) 🏃 Academic Marathon (7) 🌉 Interdisciplinary Bridge 🗺️ Taxonomy Completionist (10) 🧭 Keyword Pioneer
🐝
Cross-Pollinator
(15)
Conferences
ICLR (4)
CVPR (1)
ICML (1)
NIPS (1)
Top co-authors
Keywords
unsupervised learning
(1)
stochastic gradient
(1)
stochastic gradient descent
(1)
neural network optimization
(1)
natural gradient
(1)
fisher information
(1)
gradient descent
(1)
natural gradient descent
(1)
motion segmentation
(1)
fisher information matrix
(1)
optical flow
(1)
second-order optimization
(1)
adam optimizer
(1)
second-order method
(1)
gradient variance
(1)
geometric constraint
(1)
depth prediction
(1)
camera motion estimation
(1)
empirical fisher
(1)
variance adaptation
(1)
Papers
Hierarchical Autoregressive Transformers: Combining Byte- and Word-Level Processing for Robust, Adaptable Language Models
ICLR 2025
u-$\mu$P: The Unit-Scaled Maximal Update Parametrization
ICLR 2025
PASHA: Efficient HPO and NAS with Progressive Resource Allocation
ICLR 2023
Limitations of the empirical Fisher approximation for natural gradient descent
NIPS 2019
DeepOBS: A Deep Learning Optimizer Benchmark Suite
ICLR 2019
Competitive Collaboration: Joint Unsupervised Learning of Depth, Camera Motion, Optical Flow and Motion Segmentation
CVPR 2019
Dissecting Adam: The Sign, Magnitude and Variance of Stochastic Gradients
ICML 2018