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On the Mechanisms of Weak-to-Strong Generalization: A Theoretical Perspective

On the Mechanisms of Weak-to-Strong Generalization: A Theoretical Perspective

23 May 2025
Behrad Moniri
Hamed Hassani
ArXiv (abs)PDFHTML

Papers citing "On the Mechanisms of Weak-to-Strong Generalization: A Theoretical Perspective"

9 / 9 papers shown
Does Weak-to-strong Generalization Happen under Spurious Correlations?
Does Weak-to-strong Generalization Happen under Spurious Correlations?
Chenruo Liu
Yijun Dong
Qi Lei
166
0
0
28 Sep 2025
On the Emergence of Weak-to-Strong Generalization: A Bias-Variance Perspective
On the Emergence of Weak-to-Strong Generalization: A Bias-Variance Perspective
Gengze Xu
Wei Yao
Ziqiao Wang
Yong Liu
337
1
0
30 May 2025
Weak-to-Strong Generalization Even in Random Feature Networks, Provably
Weak-to-Strong Generalization Even in Random Feature Networks, ProvablyACM Transactions on Software Engineering and Methodology (TOSEM), 2024
Marko Medvedev
Kaifeng Lyu
Dingli Yu
Sanjeev Arora
Zhiyuan Li
Nathan Srebro
450
5
0
04 Mar 2025
On The Concurrence of Layer-wise Preconditioning Methods and Provable Feature Learning
On The Concurrence of Layer-wise Preconditioning Methods and Provable Feature Learning
Thomas T. Zhang
Behrad Moniri
Ansh Nagwekar
Faraz Rahman
Anton Xue
Hamed Hassani
Nikolai Matni
252
8
0
03 Feb 2025
High-dimensional Analysis of Knowledge Distillation: Weak-to-Strong Generalization and Scaling Laws
High-dimensional Analysis of Knowledge Distillation: Weak-to-Strong Generalization and Scaling LawsInternational Conference on Learning Representations (ICLR), 2024
M. E. Ildiz
Halil Alperen Gozeten
Ege Onur Taga
Marco Mondelli
Samet Oymak
514
13
0
24 Oct 2024
Provable Weak-to-Strong Generalization via Benign Overfitting
Provable Weak-to-Strong Generalization via Benign OverfittingInternational Conference on Learning Representations (ICLR), 2024
David X. Wu
A. Sahai
632
14
0
06 Oct 2024
Your Weak LLM is Secretly a Strong Teacher for Alignment
Your Weak LLM is Secretly a Strong Teacher for AlignmentInternational Conference on Learning Representations (ICLR), 2024
Leitian Tao
Yixuan Li
583
15
0
13 Sep 2024
Repetita Iuvant: Data Repetition Allows SGD to Learn High-Dimensional Multi-Index Functions
Repetita Iuvant: Data Repetition Allows SGD to Learn High-Dimensional Multi-Index Functions
Luca Arnaboldi
Yatin Dandi
Florent Krzakala
Luca Pesce
Ludovic Stephan
415
24
0
24 May 2024
A Theory of Non-Linear Feature Learning with One Gradient Step in Two-Layer Neural Networks
A Theory of Non-Linear Feature Learning with One Gradient Step in Two-Layer Neural NetworksInternational Conference on Machine Learning (ICML), 2023
Behrad Moniri
Donghwan Lee
Hamed Hassani
Guang Cheng
MLT
470
32
0
11 Oct 2023
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