Author

Md Mofijul Islam

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#machine learning Preprint Sep 2026

Teach Yourself Where to Look: On-Policy Attention Self-Distillation for Reasoning

On-Policy Attention Self-Distillation (OPASD), which complements token-level supervision with solution-conditioned attention distillation, shows that solution-conditioned attention provides a complementary supervision signal that makes on-policy self-distillation more accurate, stable, and compute-efficient.

Safaeid Hossain Arib, Rabeya Akter, I. N. Swapnil et al. · 0 citations

Review Aug 2026

Can You Trust the Confidence? ConfBench for Vision-Language Models on Document Extraction

ConfBench is introduced, the first calibration-specific benchmark for key information extraction (KIE), built by applying 20 controlled degradation pipelines to a diverse document set, yielding 1,346 variants and 70K+ entity-level evaluations spanning the full accuracy spectrum.

P. Roy, Sujitha Martin, Mohammad Rostami et al. · 0 citations