Takuya Takagi
10 papers · 2020–2026 · 6 conferences · across top CS/AI conferences
Achievements
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π£ Hot Topic Early Bird π Interdisciplinary Bridge π§ Keyword Pioneer π Conference Polyglot (6) π Academic Marathon (5)
π
Cross-Pollinator
(10)
πΊοΈ
Taxonomy Completionist
(13)
π
Conference Pioneer
π
Century Club
(10)
Conferences
AAAI (4)
ICML (2)
AISTATS (1)
CLEAR (1)
IJCAI (1)
NIPS (1)
Top co-authors
Keywords
causal discovery
(3)
decision tree
(3)
counterfactual explanation
(3)
actionable recourse
(2)
multivariate analysis
(1)
mahalanobis distance
(1)
variable importance
(1)
feature interaction
(1)
sparse additive model
(1)
sparse model
(1)
structural equation model
(1)
classification model
(1)
causal graph
(1)
mixed-integer programming
(1)
local outlier factor
(1)
post-nonlinear model
(1)
additive noise model
(1)
graph pruning
(1)
machine learning classifier
(1)
structural consistency
(1)
Papers
I-CAM-UV: Integrating Causal Graphs over Non-Identical Variable Sets Using Causal Additive Models with Unobserved Variables
AAAI 2026
Sparse Additive Model Pruning for Order-Based Causal Structure Learning
AAAI 2026
Algorithmic Recourse for Long-Term Improvement
ICML 2025
Learning Decision Trees and Forests with Algorithmic Recourse
ICML 2024
A Multivariate Causal Discovery based on Post-Nonlinear Model
CLEAR 2022
Exploring the Whole Rashomon Set of Sparse Decision Trees
NIPS 2022
Counterfactual Explanation Trees: Transparent and Consistent Actionable Recourse with Decision Trees
AISTATS 2022
Explainable and Local Correction of Classification Models Using Decision Trees
AAAI 2022
Ordered Counterfactual Explanation by Mixed-Integer Linear Optimization
AAAI 2021
DACE: Distribution-Aware Counterfactual Explanation by Mixed-Integer Linear Optimization
IJCAI 2020