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• Identification of Causal Structure with Latent Variables Based on Higher Order Cumulants

  Wei Chen, Zhiyi Huang, Ruichu Cai, Zhifeng Hao, Kun Zhang

  20353-20361

  2024-03-24

• Direct Amortized Likelihood Ratio Estimation

  Adam D. Cobb, Brian Matejek, Daniel Elenius, Anirban Roy, Susmit Jha

  20362-20369

  2024-03-24

• Probabilistic Offline Policy Ranking with Approximate Bayesian Computation

  Longchao Da, Porter Jenkins, Trevor Schwantes, Jeffrey Dotson, Hua Wei

  20370-20378

  2024-03-24

• Generalized Bradley-Terry Models for Score Estimation from Paired Comparisons

  Julien Fageot, Sadegh Farhadkhani, Lê-Nguyên Hoang, Oscar Villemaud

  20379-20386

  2024-03-24

• Identifiability of Direct Effects from Summary Causal Graphs

  Simon Ferreira, Charles K. Assaad

  20387-20394

  2024-03-24

• Model Counting and Sampling via Semiring Extensions

  Andreas Goral, Joachim Giesen, Mark Blacher, Christoph Staudt, Julien Klaus

  20395-20403

  2024-03-24

• Identification for Tree-Shaped Structural Causal Models in Polynomial Time

  Aaryan Gupta, Markus Bläser

  20404-20411

  2024-03-24

• Learning GAI-Decomposable Utility Models for Multiattribute Decision Making

  Margot Herin, Patrice Perny, Nataliya Sokolovska

  20412-20419

  2024-03-24

• Uncertainty Quantification in Heterogeneous Treatment Effect Estimation with Gaussian-Process-Based Partially Linear Model

  Shunsuke Horii, Yoichi Chikahara

  20420-20429

  2024-03-24

• Learning Diffusions under Uncertainty

  Hao Huang, Qian Yan, Keqi Han, Ting Gan, Jiawei Jiang, Quanqing Xu, Chuanhui Yang

  20430-20437

  2024-03-24

• Robustly Improving Bandit Algorithms with Confounded and Selection Biased Offline Data: A Causal Approach

  Wen Huang, Xintao Wu

  20438-20446

  2024-03-24

• Effectiveness of Constant Stepsize in Markovian LSA and Statistical Inference

  Dongyan (Lucy) Huo, Yudong Chen, Qiaomin Xie

  20447-20455

  2024-03-24

• Piecewise Linear Transformation – Propagating Aleatoric Uncertainty in Neural Networks

  Thomas Krapf, Michael Hagn, Paul Miethaner, Alexander Schiller, Lucas Luttner, Bernd Heinrich

  20456-20464

  2024-03-24

• Probabilities of Causation with Nonbinary Treatment and Effect

  Ang Li, Judea Pearl

  20465-20472

  2024-03-24

• Unit Selection with Nonbinary Treatment and Effect

  Ang Li, Judea Pearl

  20473-20480

  2024-03-24

• Solving Satisfiability Modulo Counting for Symbolic and Statistical AI Integration with Provable Guarantees

  Jinzhao Li, Nan Jiang, Yexiang Xue

  20481-20490

  2024-03-24

• TNPAR: Topological Neural Poisson Auto-Regressive Model for Learning Granger Causal Structure from Event Sequences

  Yuequn Liu, Ruichu Cai, Wei Chen, Jie Qiao, Yuguang Yan, Zijian Li, Keli Zhang, Zhifeng Hao

  20491-20499

  2024-03-24

• Colour Passing Revisited: Lifted Model Construction with Commutative Factors

  Malte Luttermann, Tanya Braun, Ralf Möller, Marcel Gehrke

  20500-20507

  2024-03-24

• Root Cause Explanation of Outliers under Noisy Mechanisms

  Phuoc Nguyen, Truyen Tran, Sunil Gupta, Thin Nguyen, Svetha Venkatesh

  20508-20515

  2024-03-24

• Identification of Causal Structure in the Presence of Missing Data with Additive Noise Model

  Jie Qiao, Zhengming Chen, Jianhua Yu, Ruichu Cai, Zhifeng Hao

  20516-20523

  2024-03-24

• Causal Discovery from Poisson Branching Structural Causal Model Using High-Order Cumulant with Path Analysis

  Jie Qiao, Yu Xiang, Zhengming Chen, Ruichu Cai, Zhifeng Hao

  20524-20531

  2024-03-24

• A Fixed-Parameter Tractable Algorithm for Counting Markov Equivalence Classes with the Same Skeleton

  Vidya Sagar Sharma

  20532-20539

  2024-03-24

• Learning Bayesian Network Classifiers to Minimize the Class Variable Parameters

  Shouta Sugahara, Koya Kato, Maomi Ueno

  20540-20549

  2024-03-24

• Bayesian Inference with Complex Knowledge Graph Evidence

  Armin Toroghi, Scott Sanner

  20550-20558

  2024-03-24

• Exact, Fast and Expressive Poisson Point Processes via Squared Neural Families

  Russell Tsuchida, Cheng Soon Ong, Dino Sejdinovic

  20559-20566

  2024-03-24