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20242026
most citedIs Model Collapse Inevitable? Breaking the Curse of Recursion by Accumulating Real and Synthetic Data

12 citations · 20 across the 8 of their papers we have counts for

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cs.LG2025

PARQ: Piecewise-Affine Regularized Quantization

Lisa Jin, Jianhao Ma, Zechun Liu +3

We develop a principled method for quantization-aware training (QAT) of large-scale machine learning models. Specifically, we show that convex, piecewise-affine regularization (PAR…

cs.LG2025★ 1 cited

Spectral Journey: How Transformers Predict the Shortest Path

Andrew Cohen, Andrey Gromov, Kaiyu Yang +1

Decoder-only transformers lead to a step-change in capability of large language models. However, opinions are mixed as to whether they are really planning or reasoning. A path to m…