Magzhan Gabidolla

6 papers · 2021–2025 · 4 venues · across top CS/AI venues

Authors are matched by name, so researchers who share a name ("Yang Liu", "Wei Wang") appear as a single profile and their paper counts, venues and achievements are combined. How identity is handled.

Achievements

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🌍 Conference Polyglot · Bronze 🌉 Interdisciplinary Bridge · Silver 🗺️ Taxonomy Completionist (10) 🐣 Hot Topic Early Bird 🔥 Unstoppable · Bronze

Venues

CVPR (2) ICML (2) EMNLP (1) UAI (1)

Top co-authors

Miguel Á. Carreira-Perpiñán (5) Arman Zharmagambetov (3) Rasul Kairgeldin (1) Miguel Carreira-Perpinan (1)

Research topics

Machine Learning (6) Core Methods (6) Mathematics & Optimization (3) Optimization (3) Optimization & Theory · Machine Learning (3) Natural Language Processing (2) Applications (2) Deep Learning (1) Application Areas (1) Optimization & Theory · Deep Learning (1)

Keywords

ensemble learning (2) decision tree (2) ensemble method (2) alternating optimization (2) tree-based model (2) oblique tree (2) supervised classification (1) false positive (1) model training (1) language model (1) inference efficiency (1) generalized additive model (1) random forest (1) decision forest (1) decision stump (1) classification tree (1) false negative (1) imbalanced dataset (1) convex problem (1) softmax classifier (1)

Papers

Generalized additive models via direct optimization of regularized decision stump forests ICML 2025 Adaptive Softmax Trees for Many-Class Classification UAI 2024 Beyond the ROC Curve: Classification Trees Using Cost-Optimal Curves, with Application to Imbalanced Datasets ICML 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