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cs.LG2026
Reading Calibrated Uncertainty from Language Model Trajectories
Aliai Eusebi, Alexander Herzog, Xiaoyu Liang +3
The maximum softmax probability (MSP) represents a default approach when evaluating uncertainty quantification for language model generation with structured output. Although cheap,…
cs.LG2025
Retrofit: Continual Learning with Controlled Forgetting for Binary Security Detection and Analysis
Yiling He, Junchi Lei, Hongyu She +5
Binary security has increasingly relied on deep learning to reason about malware behavior and program semantics. However, the performance often degrades as threat landscapes evolve…