7 citations · 9 across the 3 of their papers we have counts for
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cs.LG2025★ 1 cited
g-DPO: Scalable Preference Optimization for Protein Language Models
Constance Ferragu, Jonathan D. Ziegler, Nicolas Deutschmann +3
Direct Preference Optimization (DPO) is an effective approach for aligning protein language models with experimental design goals. However, DPO faces a scalability bottleneck: the…
cs.LG2023★ 1 cited
Conformal Autoregressive Generation: Beam Search with Coverage Guarantees
Nicolas Deutschmann, Marvin Alberts, María Rodríguez Martínez
We introduce two new extensions to the beam search algorithm based on conformal predictions (CP) to produce sets of sequences with theoretical coverage guarantees. The first method…