Author

Ahanaf Hasan Ariq

2 papers indexed here

We haven’t gathered this author’s papers yet. Follow them and we’ll fetch their work.

Not the right person? Other researchers publish under this name.

Preprint Oct 2026

World Models Need Not Be Right to Rank Policies Right: Relative Bounds and Audit Limits

Selecting a reinforcement-learning (RL) policy usually requires additional environment interaction, while learned world models offer cheap but potentially biased evaluations. This raises two distinct questions: can shared model errors preserve pairwise rankings despite poor absolute values, and do they make a small num...

Ahanaf Hasan Ariq, Hasaan Ahmad · 0 citations

#machine learning Preprint Oct 2026

Kernelized Parameter Sensitivity Atlases for Amortized Conditional Interpretability

Gradient-based attribution provides input-specific information about model parameters, but computing it via backpropagation for many samples is expensive, while static importance scores discard input dependence. We derive KPSA (Kernelized Parameter Sensitivity Atlas) from a block decomposition of the empirical neural t...

Davide Wiest, Ahanaf Hasan Ariq, Abdul Monaf Chowdhury · 0 citations