Precise High-Dimensional Asymptotics for Quantifying Heterogeneous Transfers

Precise High-Dimensional Asymptotics for Quantifying Heterogeneous Transfers

22 October 2020

Hongyang R. Zhang

Christopher Ré

Papers citing "Precise High-Dimensional Asymptotics for Quantifying Heterogeneous Transfers"

12 / 12 papers shown

Title
Spurious Correlations in High Dimensional Regression: The Roles of Regularization, Simplicity Bias and Over-Parameterization Simone Bombari Marco Mondelli 113 0 0 03 Feb 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 54 2 0 24 Oct 2024
Scalable Fine-tuning from Multiple Data Sources:A First-Order Approximation Approach Dongyue Li Ziniu Zhang Lu Wang Hongyang R. Zhang 38 0 0 28 Sep 2024
Scalable Multitask Learning Using Gradient-based Estimation of Task Affinity Dongyue Li Aneesh Sharma Hongyang R. Zhang 67 1 0 09 Sep 2024
Analysing Multi-Task Regression via Random Matrix Theory with Application to Time Series Forecasting Romain Ilbert Malik Tiomoko Cosme Louart Ambroise Odonnat Vasilii Feofanov Themis Palpanas I. Redko AI4TS 63 1 0 14 Jun 2024
Collaborative Learning with Different Labeling Functions Yuyang Deng Mingda Qiao 29 0 0 16 Feb 2024
Graph Neural Networks for Road Safety Modeling: Datasets and Evaluations for Accident Analysis Abhinav Nippani Dongyue Li Haotian Ju Haris N. Koutsopoulos Hongyang R. Zhang GNN 44 6 0 31 Oct 2023
Boosting Multitask Learning on Graphs through Higher-Order Task Affinities Dongyue Li Haotian Ju Aneesh Sharma Hongyang R. Zhang 52 8 0 24 Jun 2023
Robust Fine-Tuning of Deep Neural Networks with Hessian-based Generalization Guarantees Haotian Ju Dongyue Li Hongyang R. Zhang 32 28 0 06 Jun 2022
Adaptive and Robust Multi-Task Learning Yaqi Duan Kaizheng Wang 70 23 0 10 Feb 2022
Improved Regularization and Robustness for Fine-tuning in Neural Networks Dongyue Li Hongyang R. Zhang NoLa 44 54 0 08 Nov 2021
Oracle Inequalities and Optimal Inference under Group Sparsity Karim Lounici Massimiliano Pontil Alexandre B. Tsybakov Sara van de Geer 113 377 0 11 Jul 2010