Provably Improving Generalization of Few-Shot Models with Synthetic Data

Provably Improving Generalization of Few-Shot Models with Synthetic Data

30 May 2025

Lan-Cuong Nguyen

Quan Nguyen-Tri

Bang Tran Khanh

Long Tran-Thanh

Papers citing "Provably Improving Generalization of Few-Shot Models with Synthetic Data"

11 / 11 papers shown

Title
MMRL: Multi-Modal Representation Learning for Vision-Language Models Yuncheng Guo Xiaodong Gu VLM OffRL 364 3 0 11 Mar 2025
High-dimensional Analysis of Knowledge Distillation: Weak-to-Strong Generalization and Scaling Laws M. E. Ildiz Halil Alperen Gozeten Ege Onur Taga Marco Mondelli Samet Oymak 79 5 0 24 Oct 2024
Towards a Theoretical Understanding of Synthetic Data in LLM Post-Training: A Reverse-Bottleneck Perspective Zeyu Gan Yong Liu SyDa 58 3 0 02 Oct 2024
PromptKD: Unsupervised Prompt Distillation for Vision-Language Models Zheng Li Xiang Li Xinyi Fu Xing Zhang Weiqiang Wang Shuo Chen Jian Yang VLM 69 40 0 05 Mar 2024
A Bias-Variance Decomposition for Ensembles over Multiple Synthetic Datasets Ossi Raisa Antti Honkela 92 1 0 06 Feb 2024
Diversified in-domain synthesis with efficient fine-tuning for few-shot classification Victor G. Turrisi da Costa Nicola Dall’Asen Yiming Wang N. Sebe Elisa Ricci 58 5 0 05 Dec 2023
Visual Prompt Tuning Menglin Jia Luming Tang Bor-Chun Chen Claire Cardie Serge Belongie Bharath Hariharan Ser-Nam Lim VLM VPVLM 105 1,576 0 23 Mar 2022
Learning to Prompt for Vision-Language Models Kaiyang Zhou Jingkang Yang Chen Change Loy Ziwei Liu VPVLM CLIP VLM 440 2,340 0 02 Sep 2021
Learning Transferable Visual Models From Natural Language Supervision Alec Radford Jong Wook Kim Chris Hallacy Aditya A. Ramesh Gabriel Goh ... Amanda Askell Pamela Mishkin Jack Clark Gretchen Krueger Ilya Sutskever CLIP VLM 681 28,659 0 26 Feb 2021
CutMix: Regularization Strategy to Train Strong Classifiers with Localizable Features Sangdoo Yun Dongyoon Han Seong Joon Oh Sanghyuk Chun Junsuk Choe Y. Yoo OOD 581 4,735 0 13 May 2019
Fine-Grained Visual Classification of Aircraft Subhransu Maji Esa Rahtu Arno Solin Matthew Blaschko Andrea Vedaldi 86 2,227 0 21 Jun 2013