Representation Learning Beyond Linear Prediction Functions

31 May 2021

Papers citing "Representation Learning Beyond Linear Prediction Functions"

17 / 17 papers shown

Title
Guarantees for Nonlinear Representation Learning: Non-identical Covariates, Dependent Data, Fewer Samples Thomas T. Zhang Bruce D. Lee Ingvar M. Ziemann George J. Pappas Nikolai Matni CML OOD 145 0 0 15 Oct 2024
On the Generalization Ability of Unsupervised Pretraining Yuyang Deng Junyuan Hong Jiayu Zhou M. Mahdavi SSL 94 5 0 11 Mar 2024
Sample Efficient Myopic Exploration Through Multitask Reinforcement Learning with Diverse Tasks Ziping Xu Zifan Xu Runxuan Jiang Peter Stone Ambuj Tewari 83 1 0 03 Mar 2024
Smoothness Adaptive Hypothesis Transfer Learning Haotian Lin M. Reimherr 73 8 0 22 Feb 2024
Provable Multi-Task Representation Learning by Two-Layer ReLU Neural Networks Liam Collins Hamed Hassani Mahdi Soltanolkotabi Aryan Mokhtari Sanjay Shakkottai 133 11 0 13 Jul 2023
Active Representation Learning for General Task Space with Applications in Robotics Yifang Chen Ying Huang S. Du Kevin Jamieson Guanya Shi SSL 73 3 0 15 Jun 2023
Improved Active Multi-Task Representation Learning via Lasso Yiping Wang Yifang Chen Kevin Jamieson S. Du 92 11 0 05 Jun 2023
DAC-MR: Data Augmentation Consistency Based Meta-Regularization for Meta-Learning Jun Shu Xiang Yuan Deyu Meng Zongben Xu 98 4 0 13 May 2023
Provable Pathways: Learning Multiple Tasks over Multiple Paths Yingcong Li Samet Oymak MoE 71 4 0 08 Mar 2023
On Hypothesis Transfer Learning of Functional Linear Models Haotian Lin M. Reimherr 71 5 0 09 Jun 2022
FedAvg with Fine Tuning: Local Updates Lead to Representation Learning Liam Collins Hamed Hassani Aryan Mokhtari Sanjay Shakkottai FedML 83 81 0 27 May 2022
Provable and Efficient Continual Representation Learning Yingcong Li Mingchen Li M. Salman Asif Samet Oymak CLL 59 13 0 03 Mar 2022
Active Multi-Task Representation Learning Yifang Chen S. Du Kevin Jamieson 85 13 0 02 Feb 2022
On the Statistical Benefits of Curriculum Learning Ziping Xu Ambuj Tewari 56 9 0 13 Nov 2021
Calibrated Multiple-Output Quantile Regression with Representation Learning Shai Feldman Stephen Bates Yaniv Romano 210 36 0 02 Oct 2021
Learning an Explicit Hyperparameter Prediction Function Conditioned on Tasks Jun Shu Deyu Meng Zongben Xu 79 8 0 06 Jul 2021
Understanding the Eluder Dimension Gen Li Pritish Kamath Dylan J. Foster Nathan Srebro 100 13 0 14 Apr 2021