3 papers
cs.LG2026
Score-based Integrated Gradient for Root Cause Explanations of Outliers
Phuoc Nguyen, Truyen Tran, Sunil Gupta +1
Identifying the root causes of outliers is a fundamental problem in causal inference and anomaly detection. Traditional approaches based on heuristics or counterfactual reasoning o…
cs.LG2026
Robust SDE Parameter Estimation Under Missing Time Information Setting
Long Van Tran, Truyen Tran, Phuoc Nguyen
Recent advances in stochastic differential equations (SDEs) have enabled robust modeling of real-world dynamical processes across diverse domains, such as finance, health, and syst…
cs.CV2025
Finding the Trigger: Causal Abductive Reasoning on Video Events
Thao Minh Le, Vuong Le, Kien Do +3
This paper introduces a new problem, Causal Abductive Reasoning on Video Events (CARVE), which involves identifying causal relationships between events in a video and generating hy…