Charles K. Assaad
10 papers · 2022–2026 · 5 venues · across top CS/AI venues
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Achievements
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🌉 Interdisciplinary Bridge · Silver 🌍 Conference Polyglot · Silver 🗺️ Taxonomy Completionist (11) 🐣 Hot Topic Early Bird 🏆 Keyword Champion (2)
🔥
Unstoppable · Bronze
💎
Century Club · Bronze
Venues
Top co-authors
Research topics
Keywords
causal discovery
(4)
causal inference
(4)
causal graph
(4)
summary causal graph
(3)
time series
(3)
pc algorithm
(2)
total effect
(2)
direct effect
(2)
directed acyclic graph
(2)
causal adjustment
(1)
direct causal effect
(1)
root cause identification
(1)
consistency score
(1)
constraint-based method
(1)
fci algorithm
(1)
large language model
(1)
causal order
(1)
latent confounding
(1)
macro causal effect
(1)
adjustment set
(1)
Papers
Average Controlled and Average Natural Micro Direct Effects in Summary Causal Graphs
UAI 2026
Local Markov Equivalence for PC-style Local Causal Discovery and Identification of Controlled Direct Effects
CLeaR 2026
Retrieving Classes of Causal Orders with Inconsistent Knowledge Bases
CLeaR 2026
Causal reasoning in difference graphs
CLeaR 2025
Identifying Macro Conditional Independencies and Macro Total Effects in Summary Causal Graphs with Latent Confounding
AAAI 2025
Identifiability of Direct Effects from Summary Causal Graphs
AAAI 2024
Identifiability of total effects from abstractions of time series causal graphs
UAI 2024
Root Cause Identification for Collective Anomalies in Time Series given an Acyclic Summary Causal Graph with Loops
AISTATS 2023
Survey and Evaluation of Causal Discovery Methods for Time Series (Extended Abstract)
IJCAI 2023
Discovery of extended summary graphs in time series
UAI 2022