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cs.LG2026
Trees from Marginals: Autoregressive drafting with factorized priors
Yuma Oda, Ryan Mathieu, Roman Knyazhitskiy +1
Speculative decoding greatly increases the interactivity of autoregressive language models by trading off computation for extra tokens generated in a single forward pass. Factorize…
cs.LG2026
Early-Exit Graph Neural Networks for Link Prediction
Roman Knyazhitskiy, Andrea Giuseppe Di Francesco
Graph Neural Networks are great for link prediction in various network-like structures; however, the question of their speed/quality tradeoff has been barely studied. While in prac…