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Chidambaram, Muthu
8 publications
ICLR
2025
For Better or for Worse? Learning Minimum Variance Features with Label Augmentation
Muthu Chidambaram
,
Rong Ge
ICLR
2025
Reassessing How to Compare and Improve the Calibration of Machine Learning Models
Muthu Chidambaram
,
Rong Ge
ICML
2024
How Flawed Is ECE? an Analysis via Logit Smoothing
Muthu Chidambaram
,
Holden Lee
,
Colin Mcswiggen
,
Semon Rezchikov
ICLR
2024
On the Limitations of Temperature Scaling for Distributions with Overlaps
Muthu Chidambaram
,
Rong Ge
NeurIPS
2024
What Does Guidance Do? a Fine-Grained Analysis in a Simple Setting
Muthu Chidambaram
,
Khashayar Gatmiry
,
Sitan Chen
,
Holden Lee
,
Jianfeng Lu
ICML
2023
Hiding Data Helps: On the Benefits of Masking for Sparse Coding
Muthu Chidambaram
,
Chenwei Wu
,
Yu Cheng
,
Rong Ge
ICML
2023
Provably Learning Diverse Features in Multi-View Data with Midpoint Mixup
Muthu Chidambaram
,
Xiang Wang
,
Chenwei Wu
,
Rong Ge
ICLR
2022
Towards Understanding the Data Dependency of Mixup-Style Training
Muthu Chidambaram
,
Xiang Wang
,
Yuzheng Hu
,
Chenwei Wu
,
Rong Ge