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cs.LG2026
Mean-Field Parallel Decoding for Discrete Diffusion Language Models
Tamim Zoabi, Ameen Ali, Liran Ringel +1
Discrete diffusion language models enable parallel token generation, offering a pathway to low-latency decoding. However, selecting tokens independently by marginal confidence limi…
cs.LG2025
Semi-Supervised Risk Control via Prediction-Powered Inference
Bat-Sheva Einbinder, Liran Ringel, Yaniv Romano
The risk-controlling prediction sets (RCPS) framework is a general tool for transforming the output of any machine learning model to design a predictive rule with rigorous error ra…