Vankadara, Leena Chennuru

1. Insights into Ordinal Embedding Algorithms: A Systematic Evaluation
   2019/12/03 by Leena Chennuru Vankadara, Vankadara, Leena Chennuru, Siavash Haghiri +7 · 5 citations
   Computer Science · #Advanced Graph Neural Networks #FOS: Computer and information sciences #Face and Expression Recognition #Imbalanced Data Classification Techniques #Machine Learning (cs.LG) #Machine Learning (stat.ML)
2. The Amazon Nova Family of Models: Technical Report and Model Card
   2025/03/17 by Amazon AGI, AGI, Amazon, Langford, Aaron +867 · 20 citations
   Computer Science · Engineering · #3D Modeling in Geospatial Applications #Artificial Intelligence (cs.AI) #BIM and Construction Integration #Computers and Society (cs.CY) #FOS: Computer and information sciences #Machine Learning (cs.LG) #Model-Driven Software Engineering Techniques
3. Learning Theory Can (Sometimes) Explain Generalisation in Graph Neural Networks
   2021/12/07 by Pascal Esser, Esser, Pascal Mattia, Leena Chennuru Vankadara +3 · 4 citations
   Computer Science · #Advanced Graph Neural Networks #Neural Networks and Applications #Face and Expression Recognition
4. μP²: Effective Sharpness Aware Minimization Requires Layerwise Perturbation Scaling
   2024/10/31 by Moritz Haas, Haas, Moritz, Jin Xu +5 · 1 voice · 2 citations
   Computer Science · Mathematics · #FOS: Computer and information sciences #Machine Learning (cs.LG) #Machine Learning (stat.ML) #cs.LG #stat.ML
5. Recovery Guarantees for Kernel-based Clustering under Non-parametric Mixture Models
   2021/10/18 by Vankadara, Leena Chennuru, Bordt, Sebastian, von Luxburg, Ulrike +1 · 1 citation
   #FOS: Computer and information sciences #Machine Learning (cs.LG) #Machine Learning (stat.ML)
6. Interpolation and Regularization for Causal Learning
   2022/02/18 by Vankadara, Leena Chennuru, Rendsburg, Luca, von Luxburg, Ulrike +1 · 1 citation
   #FOS: Computer and information sciences #Machine Learning (cs.LG) #Machine Learning (stat.ML)
7. Self-Compatibility: Evaluating Causal Discovery without Ground Truth
   2023/07/18 by Faller, Philipp M., Vankadara, Leena Chennuru, Mastakouri, Atalanti A. +2 · 1 citation
   #FOS: Computer and information sciences #Machine Learning (cs.LG) #Machine Learning (stat.ML) #Methodology (stat.ME)
8. On the Surprising Effectiveness of Large Learning Rates under Standard Width Scaling
   2025/05/28 by Moritz Haas, Haas, Moritz, Sebastian Bordt +5 · 1 voice · 2 citations
   Computer Science · Mathematics · #Artificial Intelligence (cs.AI) #Domain Adaptation and Few-Shot Learning #FOS: Computer and information sciences #Machine Learning (cs.LG) #Machine Learning (stat.ML) #Neural Networks and Reservoir Computing #Stochastic Gradient Optimization Techniques #cs.AI #cs.LG #stat.ML