Petra Poklukar

5 papers · 2021–2024 · 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 · Bronze 🐣 Hot Topic Early Bird

Venues

ICML (2) ECCV (1) ICLR (1) JMLR (1)

Top co-authors

Danica Kragic (3) Anastasiia Varava (2) Vladislav Polianskii (1) Federico Tombari (1) Ville Kyrki (1) Amir Zamir (1) Achin Kulshrestha (1) Francisco S. Melo (1) Miguel Vasco (1) Ali Ghadirzadeh (1)

Research topics

Machine Learning (4) Core Methods (3) Learning Types · Machine Learning (3) Artificial Intelligence (1) Deep Learning (1) Reinforcement Learning (1) Applications (1) Core AI (1) Learning Types · Deep Learning (1) Methods (1) Optimization & Theory (1)

Keywords

contrastive learning (3) geometric analysis (2) representation learning (2) generative model (2) latent variable (1) multimodal representation learning (1) multimodal representation (1) missing modality (1) geometric alignment (1) clustering evaluation (1) safe exploration (1) topological property (1) modality-specific encoder (1) geometric component analysis (1) manifold estimation (1) dimensionality reduction (1) deep policy (1) reinforcement learning (1) topological data analysis (1) outlier detection (1)

Papers

BRAVE: Broadening the visual encoding of vision-language models ECCV 2024 Delaunay Component Analysis for Evaluation of Data Representations ICLR 2022 Geometric Multimodal Contrastive Representation Learning ICML 2022 Training and Evaluation of Deep Policies Using Reinforcement Learning and Generative Models JMLR 2022 GeomCA: Geometric Evaluation of Data Representations ICML 2021