Ninad, Urmi

1. Discovering Causal Relations and Equations from Data
   2023/05/21 by Gustau Camps‐Valls, Camps-Valls, Gustau, Andreas Gerhardus +17 · 14 citations
   Computer Science · Decision Sciences · Engineering · #Artificial Intelligence (cs.AI) #Computational Physics and Python Applications #Data Analysis #FOS: Computer and information sciences #FOS: Physical sciences #Machine Learning (cs.LG) #Methodology (stat.ME) #Reservoir Engineering and Simulation Methods #Scientific Computing and Data Management #Statistics and Probability (physics.data-an)
2. Foundations of Causal Discovery on Groups of Variables
   2023/06/12 by Jonas Wahl, Wahl, Jonas, Urmi Ninad +3 · 6 citations
   Computer Science · #Bayesian Modeling and Causal Inference #FOS: Computer and information sciences #FOS: Mathematics #Methodology (stat.ME) #Statistics Theory (math.ST)
3. Vector causal inference between two groups of variables
   2022/09/28 by Jonas Wahl, Wahl, Jonas, Urmi Ninad +3 · 5 citations
   Computer Science · #Advanced Graph Neural Networks #Bayesian Modeling and Causal Inference #Data Management and Algorithms #FOS: Computer and information sciences #Methodology (stat.ME)
4. Causal discovery for time series from multiple datasets with latent contexts
   2023/06/22 by Günther, Wiebke, Ninad, Urmi, Runge, Jakob · 4 citations
   #FOS: Computer and information sciences #Methodology (stat.ME)
5. Identifying Linearly-Mixed Causal Representations from Multi-Node Interventions
   2023/11/05 by Simon Bing, Bing, Simon, Urmi Ninad +5 · 4 citations
   Computer Science · #Bayesian Modeling and Causal Inference #Domain Adaptation and Few-Shot Learning #Explainable Artificial Intelligence (XAI) #FOS: Computer and information sciences #FOS: Mathematics #Machine Learning (cs.LG) #Machine Learning (stat.ML) #Methodology (stat.ME) #Statistics Theory (math.ST)
6. Unitless Unrestricted Markov-Consistent SCM Generation: Better Benchmark Datasets for Causal Discovery
   2025/03/21 by Rebecca Herman, Jonas Wahl, Herman, Rebecca J. +5 · 3 citations
   Computer Science · #Bayesian Modeling and Causal Inference #Explainable Artificial Intelligence (XAI) #Cognitive Science and Mapping
7. Invariance & Causal Representation Learning: Prospects and Limitations
   2023/12/06 by Bing, Simon, Wahl, Jonas, Ninad, Urmi +1 · 1 citation
   #Artificial Intelligence (cs.AI) #FOS: Computer and information sciences #Machine Learning (cs.LG) #Machine Learning (stat.ML)
8. SpaceTime: Causal Discovery from Non-Stationary Time Series
   2025/01/17 by Sarah Mameche, Mameche, Sarah, Lénaïg Cornanguer +5 · 2 citations
   Business, Management and Accounting · Computer Science · Decision Sciences · #Big Data and Business Intelligence #Data Quality and Management #FOS: Computer and information sciences #Geochemistry and Geologic Mapping #Machine Learning (cs.LG)
9. Causal discovery on vector-valued variables and consistency-guided aggregation
   2025/05/15 by Urmi Ninad, Ninad, Urmi, Jonas Wahl +5 · 2 citations
   Computer Science · #Bayesian Modeling and Causal Inference #Data Mining Algorithms and Applications #FOS: Computer and information sciences #Methodology (stat.ME)