Rethinking Data Distillation: Do Not Overlook Calibration

1 code implementation • ICCV 2023 • Dongyao Zhu, Bowen Lei, Jie Zhang, Yanbo Fang, Ruqi Zhang, Yiqun Xie, Dongkuan Xu

Neural networks trained on distilled data often produce over-confident output and require correction by calibration methods.

Efficient Informed Proposals for Discrete Distributions via Newton's Series Approximation

no code implementations • 27 Feb 2023 • Yue Xiang, Dongyao Zhu, Bowen Lei, Dongkuan Xu, Ruqi Zhang

Gradients have been exploited in proposal distributions to accelerate the convergence of Markov chain Monte Carlo algorithms on discrete distributions.

Efficient Exploration Extractive Text Summarization +2