Jose Peña

4 papers · 2014–2026 · 2 venues · across top CS/AI venues

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Achievements

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🌍 Conference Polyglot · Bronze 🏃 Academic Marathon · Half 🌉 Interdisciplinary Bridge · Bronze 🐣 Hot Topic Early Bird

Venues

CLeaR (3) AISTATS (1)

Top co-authors

Adel Daoud (1) Jens Nielsen (1) Dag Sonntag (1) Marc Braun (1)

Research topics

Artificial Intelligence (3) Core AI (3) Knowledge & Reasoning (2) Mathematics & Optimization (2) Mathematics (2) Reasoning (2) Deep Learning (1) Machine Learning (1) Learning Types (1) Optimization & Theory (1)

Keywords

causal inference (1) structure learning (1) probabilistic inference (1) path analysis (1) sensitivity analysis (1) bayesian network (1) graphical model (1) normalizing flow (1) counterfactual inference (1) instrumental variable (1) potential outcome (1) missing not at random (1) chain graph (1) simpson paradox (1) partial covariance (1) path diagram (1) nonseparable outcome model (1) confounding (1) bounds (1) outcome-independent (1)

Papers

Flow IV: Counterfactual Inference In Nonseparable Outcome Models Using Instrumental Variables CLeaR 2026 Bounds and Sensitivity Analysis of the Causal Effect Under Outcome-Independent MNAR Confounding CLeaR 2025 Factorization of the Partial Covariance in Singly-Connected Path Diagrams CLeaR 2023 An inclusion optimal algorithm for chain graph structure learning AISTATS 2014