Weichwald, Sebastian

1. Beware of the Simulated DAG! Causal Discovery Benchmarks May Be Easy To Game
   2021/02/26 by Alexander G. Reisach, Christof Seiler, Reisach, Alexander G. +3 · 18 citations
   Computer Science · Mathematics · #Bayesian Modeling and Causal Inference #Statistical Methods and Bayesian Inference #Advanced Causal Inference Techniques
2. A Scale-Invariant Sorting Criterion to Find a Causal Order in Additive Noise Models
   2023/03/31 by Alexander G. Reisach, Reisach, Alexander G., Myriam Tami +7 · 6 citations
   Computer Science · Decision Sciences · #Bayesian Modeling and Causal Inference #Data Quality and Management #FOS: Computer and information sciences #Machine Learning (cs.LG) #Machine Learning (stat.ML) #Methodology (stat.ME) #Topic Modeling
3. Adjustment Identification Distance: A gadjid for Causal Structure Learning
   2024/02/13 by Henckel, Leonard, Würtzen, Theo, Weichwald, Sebastian · 8 citations
   #FOS: Computer and information sciences #Machine Learning (cs.LG) #Machine Learning (stat.ML) #Methodology (stat.ME)
4. Compositional Abstraction Error and a Category of Causal Models
   2021/03/29 by Eigil Fjeldgren Rischel, Rischel, Eigil F., Sebastian Weichwald +1 · 3 citations
   Computer Science · Decision Sciences · #Artificial Intelligence (cs.AI) #Bayesian Modeling and Causal Inference #Category Theory (math.CT) #FOS: Computer and information sciences #FOS: Mathematics #Logic in Computer Science (cs.LO) #Machine Learning (cs.LG) #Machine Learning (stat.ML) #Scientific Computing and Data Management #Semantic Web and Ontologies
5. All or None: Identifiable Linear Properties of Next-Token Predictors in Language Modeling
   2024/10/30 by Emanuele Marconato, Marconato, Emanuele, Sébastien Lachapelle +5 · 1 voice · 3 citations
   Computer Science · #Natural Language Processing Techniques #Topic Modeling #cs.AI #cs.CL #cs.LG #stat.ML
6. Identifying Causal Effects using Instrumental Time Series: Nuisance IV and Correcting for the Past
   2022/03/11 by Nikolaj Thams, Thams, Nikolaj, Søndergaard, Rikke +4 · 1 citation
   Mathematics · Economics, Econometrics and Finance · #Statistical Methods and Inference #Monetary Policy and Economic Impact #Advanced Causal Inference Techniques
7. What is causal about causal models and representations?
   2025/01/31 by Frederik Hytting Jørgensen, Luigi Gresele, Jørgensen, Frederik Hytting +3 · 3 citations
   Arts and Humanities · #Artificial Intelligence (cs.AI) #FOS: Computer and information sciences #FOS: Mathematics #Machine Learning (cs.LG) #Machine Learning (stat.ML) #Philosophy and History of Science #Statistics Theory (math.ST)
8. The Case for Time in Causal DAGs
   2025/01/31 by Reisach, Alexander G., Suárez, Alberto, Weichwald, Sebastian +1 · 1 citation
   #FOS: Computer and information sciences #Methodology (stat.ME)