Magzhan Gabidolla
6 papers · 2021–2025 · 4 conferences · across top CS/AI conferences
Achievements
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🌍 Conference Polyglot (4) 🌉 Interdisciplinary Bridge 🧭 Keyword Pioneer 🐣 Hot Topic Early Bird 🐝 Cross-Pollinator (15)
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Unstoppable
(5)
Conferences
CVPR (2)
ICML (2)
EMNLP (1)
UAI (1)
Top co-authors
Keywords
ensemble learning
(2)
tree-based model
(2)
ensemble method
(2)
gradient boosting
(1)
supervised classification
(1)
alternating optimization
(1)
model training
(1)
decision tree
(1)
inference efficiency
(1)
random forest
(1)
decision forest
(1)
softmax classifier
(1)
tree optimization
(1)
loss optimization
(1)
oblique tree
(1)
feature learning
(1)
sparse hyperplane
(1)
hierarchical classification
(1)
large-scale classification
(1)
Papers
Generalized additive models via direct optimization of regularized decision stump forests
ICML 2025
Beyond the ROC Curve: Classification Trees Using Cost-Optimal Curves, with Application to Imbalanced Datasets
ICML 2024
Adaptive Softmax Trees for Many-Class Classification
UAI 2024
Towards Better Decision Forests: Forest Alternating Optimization
CVPR 2023
Pushing the Envelope of Gradient Boosting Forests via Globally-Optimized Oblique Trees
CVPR 2022
Softmax Tree: An Accurate, Fast Classifier When the Number of Classes Is Large
EMNLP 2021