Divergence Frontiers for Generative Models: Sample Complexity,
Quantization Effects, and Frontier Integrals

Divergence Frontiers for Generative Models: Sample Complexity, Quantization Effects, and Frontier Integrals

15 June 2021

Krishna Pillutla

Yejin Choi

Zaïd Harchaoui

Papers citing "Divergence Frontiers for Generative Models: Sample Complexity, Quantization Effects, and Frontier Integrals"

14 / 14 papers shown

Title
Remasking Discrete Diffusion Models with Inference-Time Scaling Guanghan Wang Yair Schiff S. Sahoo Volodymyr Kuleshov DiffM 43 2 0 01 Mar 2025
CorrSynth -- A Correlated Sampling Method for Diverse Dataset Generation from LLMs Suhas S Kowshik Abhishek Divekar Vijit Malik SyDa 37 0 0 13 Nov 2024
KnowledgeSG: Privacy-Preserving Synthetic Text Generation with Knowledge Distillation from Server Wenhao Wang Xiaoyu Liang Rui Ye Jingyi Chai Siheng Chen Yanfeng Wang SyDa 21 3 0 08 Oct 2024
SynthesizRR: Generating Diverse Datasets with Retrieval Augmentation Abhishek Divekar Greg Durrett 26 5 0 16 May 2024
DistiLLM: Towards Streamlined Distillation for Large Language Models Jongwoo Ko Sungnyun Kim Tianyi Chen SeYoung Yun 61 25 0 06 Feb 2024
Style-News: Incorporating Stylized News Generation and Adversarial Verification for Neural Fake News Detection Wei-Yao Wang Yu-Chieh Chang Wenjie Peng 10 0 0 27 Jan 2024
Does Writing with Language Models Reduce Content Diversity? Vishakh Padmakumar He He 20 79 0 11 Sep 2023
MAUVE Scores for Generative Models: Theory and Practice Krishna Pillutla Lang Liu John Thickstun Sean Welleck Swabha Swayamdipta Rowan Zellers Sewoong Oh Yejin Choi Zaïd Harchaoui EGVM 23 21 0 30 Dec 2022
RenyiCL: Contrastive Representation Learning with Skew Renyi Divergence Kyungmin Lee Jinwoo Shin SSL DRL 22 10 0 12 Aug 2022
On the Usefulness of Embeddings, Clusters and Strings for Text Generator Evaluation Tiago Pimentel Clara Meister Ryan Cotterell 35 7 0 31 May 2022
MAUVE: Measuring the Gap Between Neural Text and Human Text using Divergence Frontiers Krishna Pillutla Swabha Swayamdipta Rowan Zellers John Thickstun Sean Welleck Yejin Choi Zaïd Harchaoui 26 340 0 02 Feb 2021
On the Theoretical Equivalence of Several Trade-Off Curves Assessing Statistical Proximity Rodrigue Siry Ryan Webster Loïc Simon Julien Rabin 8 4 0 21 Jun 2020
A Style-Based Generator Architecture for Generative Adversarial Networks Tero Karras S. Laine Timo Aila 262 10,320 0 12 Dec 2018
Revisiting Classifier Two-Sample Tests David Lopez-Paz Maxime Oquab 65 389 0 20 Oct 2016