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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.LG2024
Enhancing Length Extrapolation in Sequential Models with Pointer-Augmented Neural Memory
Hung Le, Dung Nguyen, Kien Do +2
We propose Pointer-Augmented Neural Memory (PANM) to help neural networks understand and apply symbol processing to new, longer sequences of data. PANM integrates an external neura…