Maciej Liśkiewicz
15 papers · 2015–2025 · 8 venues · across top CS/AI venues
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Achievements
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🗺️ Taxonomy Completionist (17) 🏃 Academic Marathon · Half 🌍 Conference Polyglot · Silver 🌉 Interdisciplinary Bridge · Silver 🐣 Hot Topic Early Bird
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Topic Evolution
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Deep Specialist
(11)
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Trend Setter
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Conference Pioneer
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Century Club · Bronze
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Unstoppable · Bronze
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Keyword Collector
(51)
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Research topics
Artificial Intelligence
(12)
Core AI
(11)
Machine Learning
(9)
Mathematics & Optimization
(8)
Mathematics
(8)
Knowledge & Reasoning
(6)
Optimization & Theory
(6)
Reasoning
(6)
Learning Types
(3)
Core Methods
(2)
Computer Science
(1)
Bayesian & Probabilistic
(1)
Foundations
(1)
Optimization
(1)
Representation
(1)
Keywords
graphical model
(6)
directed acyclic graph
(5)
markov equivalence
(5)
causal inference
(5)
causal discovery
(4)
computational complexity
(4)
conditional independence
(3)
causal effect
(3)
graphical causal analysis
(2)
probabilistic reasoning
(2)
dag extension
(2)
causal graph
(2)
structural causal model
(2)
algorithm design
(2)
satisfiability problem
(2)
causal identification
(2)
causal structure
(2)
instrumental variable
(2)
markov equivalence class
(2)
unobserved confounder
(1)
Papers
From Probability to Counterfactuals: the Increasing Complexity of Satisfiability in Pearl's Causal Hierarchy
ICLR 2025
Linear-Time Algorithms for Front-Door Adjustment in Causal Graphs
AAAI 2024
On the Complexity of Identification in Linear Structural Causal Models
NeurIPS 2024
Efficient Enumeration of Markov Equivalent DAGs
AAAI 2023
Polynomial-Time Algorithms for Counting and Sampling Markov Equivalent DAGs with Applications
JMLR 2023
Practical Algorithms for Orientations of Partially Directed Graphical Models
CLeaR 2023
The Hardness of Reasoning about Probabilities and Causality
IJCAI 2023
A new constructive criterion for Markov equivalence of MAGs
UAI 2022
Identification in Tree-shaped Linear Structural Causal Models
AISTATS 2022
Extendability of causal graphical models: Algorithms and computational complexity
UAI 2021
Polynomial-Time Algorithms for Counting and Sampling Markov Equivalent DAGs
AAAI 2021
Recovering Causal Structures from Low-Order Conditional Independencies
AAAI 2020
Finding Minimal d-separators in Linear Time and Applications
UAI 2019
On Searching for Generalized Instrumental Variables
AISTATS 2016
Efficiently Finding Conditional Instruments for Causal Inference
IJCAI 2015