Muthu Chidambaram

16 papers A* 8Journal 8
YearRankTypeTitle / Venue / Authors
2025 A* conf
For Better or For Worse? Learning Minimum Variance Features With Label Augmentation.
ICLR
Muthu Chidambaram, Rong Ge
2025 A* conf
Reassessing How to Compare and Improve the Calibration of Machine Learning Models.
ICLR
Muthu Chidambaram, Rong Ge
2024 J jnl
For Better or For Worse? Learning Minimum Variance Features With Label Augmentation.
CoRR
Muthu Chidambaram, Rong Ge
2024 A* conf
How Flawed Is ECE? An Analysis via Logit Smoothing.
ICML
Muthu Chidambaram, Holden Lee, Colin McSwiggen, Semon Rezchikov
2024 J jnl
How Flawed is ECE? An Analysis via Logit Smoothing.
CoRR
Muthu Chidambaram, Holden Lee, Colin McSwiggen, Semon Rezchikov
2024 A* conf
On the Limitations of Temperature Scaling for Distributions with Overlaps.
ICLR
Muthu Chidambaram, Rong Ge
2024 J jnl
Reassessing How to Compare and Improve the Calibration of Machine Learning Models.
CoRR
Muthu Chidambaram, Rong Ge
2024 A* conf
What does guidance do? A fine-grained analysis in a simple setting.
NeurIPS
Muthu Chidambaram, Khashayar Gatmiry, Sitan Chen, Holden Lee, Jianfeng Lu
2024 J jnl
What does guidance do? A fine-grained analysis in a simple setting.
CoRR
Muthu Chidambaram, Khashayar Gatmiry, Sitan Chen, Holden Lee, Jianfeng Lu
2023 J jnl
A Uniform Confidence Phenomenon in Deep Learning and its Implications for Calibration.
CoRR
Muthu Chidambaram, Rong Ge
2023 A* conf
Hiding Data Helps: On the Benefits of Masking for Sparse Coding.
ICML
Muthu Chidambaram, Chenwei Wu, Yu Cheng, Rong Ge
2023 J jnl
Hiding Data Helps: On the Benefits of Masking for Sparse Coding.
CoRR
Muthu Chidambaram, Chenwei Wu, Yu Cheng, Rong Ge
2023 A* conf
Provably Learning Diverse Features in Multi-View Data with Midpoint Mixup.
ICML
Muthu Chidambaram, Xiang Wang, Chenwei Wu, Rong Ge
2022 J jnl
Provably Learning Diverse Features in Multi-View Data with Midpoint Mixup.
CoRR
Muthu Chidambaram, Xiang Wang, Chenwei Wu, Rong Ge
2022 A* conf
Towards Understanding the Data Dependency of Mixup-style Training.
ICLR
Muthu Chidambaram, Xiang Wang, Yuzheng Hu, Chenwei Wu, Rong Ge
2021 J jnl
Towards Understanding the Data Dependency of Mixup-style Training.
CoRR
Muthu Chidambaram, Xiang Wang, Yuzheng Hu, Chenwei Wu, Rong Ge