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cs.LG2026
When Does Longer Reasoning Help? Predicting Mathematical Reasoning Through Discovery and Execution
Adib Hasan, Lay Jain, Thanic Nur Samin
Test-time compute can improve mathematical reasoning, but can short-budget runs predict how mathematical reasoning scales with additional compute? We introduce a Discovery--Executi…
cs.LG2025
VITA: Variational Pretraining of Transformers for Climate-Robust Crop Yield Forecasting
Adib Hasan, Mardavij Roozbehani, Munther Dahleh
Accurate crop yield forecasting is essential for global food security. However, current AI models systematically underperform when yields deviate from historical trends. We attribu…
cs.LG2024★ 3 cited
Pruning for Protection: Increasing Jailbreak Resistance in Aligned LLMs Without Fine-Tuning
Adib Hasan, Ileana Rugina, Alex Wang
This paper investigates the impact of model compression on the way Large Language Models (LLMs) process prompts, particularly concerning jailbreak resistance. We show that moderate…