Charles K. Assaad
7 papers · 2022–2025 · 5 conferences · across top CS/AI conferences
Achievements
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🌉
Interdisciplinary Bridge
🧭
Keyword Pioneer
🌍
Conference Polyglot
(5)
🐝
Cross-Pollinator
(13)
🐣
Hot Topic Early Bird
Conferences
AAAI (2)
UAI (2)
AISTATS (1)
CLEAR (1)
IJCAI (1)
Top co-authors
Keywords
causal inference
(3)
causal graph
(3)
summary causal graph
(2)
time series
(2)
causal discovery
(2)
causal adjustment
(1)
direct causal effect
(1)
root cause identification
(1)
pc algorithm
(1)
constraint-based method
(1)
fci algorithm
(1)
direct effect
(1)
latent confounding
(1)
macro causal effect
(1)
time series analysis
(1)
causation entropy
(1)
anomaly detection
(1)
granger causality
(1)
conditional independence
(1)
structural causal model
(1)
Papers
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