Chi-Heng Lin

According to our database, Chi-Heng Lin authored at least 19 papers between 2013 and 2024.

Collaborative distances:

• Dijkstra number of four.
• Erdős number of four.

2024

The good, the bad and the ugly sides of data augmentation: An implicit spectral regularization perspective.

Chi-Heng Lin, Chiraag Kaushik, Eva L. Dyer, Vidya Muthukumar

J. Mach. Learn. Res., 2024

DISP-LLM: Dimension-Independent Structural Pruning for Large Language Models.

Shangqian Gao, Chi-Heng Lin, Ting Hua, Tang Zheng, Yilin Shen, Hongxia Jin, Yen-Chang Hsu

CoRR, 2024

MoDeGPT: Modular Decomposition for Large Language Model Compression.

Chi-Heng Lin, Shangqian Gao, James Seale Smith, Abhishek Patel, Shikhar Tuli, Yilin Shen, Hongxia Jin, Yen-Chang Hsu

CoRR, 2024

DynaMo: Accelerating Language Model Inference with Dynamic Multi-Token Sampling.

Shikhar Tuli, Chi-Heng Lin, Yen-Chang Hsu, Niraj K. Jha, Yilin Shen, Hongxia Jin

Proceedings of the 2024 Conference of the North American Chapter of the Association for Computational Linguistics: Human Language Technologies (Volume 1: Long Papers), 2024

SLiM: Speculative Decoding with Hypothesis Reduction.

Chi-Heng Lin, Shikhar Tuli, James Seale Smith, Yen-Chang Hsu, Yilin Shen, Hongxia Jin

Proceedings of the Findings of the Association for Computational Linguistics: NAACL 2024, 2024

Balanced Data, Imbalanced Spectra: Unveiling Class Disparities with Spectral Imbalance.

Chiraag Kaushik, Ran Liu, Chi-Heng Lin, Amrit Khera, Matthew Y. Jin, Wenrui Ma, Vidya Muthukumar, Eva L. Dyer

Proceedings of the Forty-first International Conference on Machine Learning, 2024

2023

Understanding Data Manipulation and How to Leverage it To Improve Generalization.

Chi-Heng Lin

PhD thesis, 2023

Half-Hop: A graph upsampling approach for slowing down message passing.

Mehdi Azabou, Venkataramana Ganesh, Shantanu Thakoor, Chi-Heng Lin, Lakshmi Sathidevi, Ran Liu, Michal Valko, Petar Velickovic, Eva L. Dyer

Proceedings of the International Conference on Machine Learning, 2023

2022

Provable Acceleration of Heavy Ball beyond Quadratics for a Class of Polyak-Lojasiewicz Functions when the Non-Convexity is Averaged-Out.

Jun-Kun Wang, Chi-Heng Lin, Andre Wibisono, Bin Hu

Proceedings of the International Conference on Machine Learning, 2022

2021

Mine Your Own vieW: Self-Supervised Learning Through Across-Sample Prediction.

Mehdi Azabou, Mohammad Gheshlaghi Azar, Ran Liu, Chi-Heng Lin, Erik C. Johnson, Kiran Bhaskaran-Nair, Max Dabagia, Keith B. Hengen, William R. Gray Roncal, Michal Valko, Eva L. Dyer

CoRR, 2021

Bayesian optimization for modular black-box systems with switching costs.

Chi-Heng Lin, Joseph D. Miano, Eva L. Dyer

Proceedings of the Thirty-Seventh Conference on Uncertainty in Artificial Intelligence, 2021

Drop, Swap, and Generate: A Self-Supervised Approach for Generating Neural Activity.

Ran Liu, Mehdi Azabou, Max Dabagia, Chi-Heng Lin, Mohammad Gheshlaghi Azar, Keith B. Hengen, Michal Valko, Eva L. Dyer

Proceedings of the Advances in Neural Information Processing Systems 34: Annual Conference on Neural Information Processing Systems 2021, 2021

A Modular Analysis of Provable Acceleration via Polyak's Momentum: Training a Wide ReLU Network and a Deep Linear Network.

Jun-Kun Wang, Chi-Heng Lin, Jacob D. Abernethy

Proceedings of the 38th International Conference on Machine Learning, 2021

Making transport more robust and interpretable by moving data through a small number of anchor points.

Chi-Heng Lin, Mehdi Azabou, Eva L. Dyer

Proceedings of the 38th International Conference on Machine Learning, 2021

2020

Escaping Saddle Points Faster with Stochastic Momentum.

Jun-Kun Wang, Chi-Heng Lin, Jacob D. Abernethy

Proceedings of the 8th International Conference on Learning Representations, 2020

2017

Downlink Linear Precoders Based on Statistical CSI for Multicell MIMO-OFDM.

Ebrahim Baktash, Chi-Heng Lin, Xiaodong Wang, Mahmood Karimi

Wirel. Commun. Mob. Comput., 2017

2016

Efficient Error-Resilient Multicasting for Multi-View 3D Videos in Wireless Network.

Chi-Heng Lin, De-Nian Yang, Ji-Tang Lee, Wanjiun Liao

Proceedings of the 2016 IEEE Global Communications Conference, 2016

2015

Error-Resilient Multicast for Multi-View 3D Videos in IEEE 802.11 Networks.

Chi-Heng Lin, De-Nian Yang, Ji-Tang Lee, Wanjiun Liao

CoRR, 2015

2013

In-Network Computations of Machine-to-Machine Communications for Wireless Robotics.

Fan-Min Tseng, Chi-Heng Lin, Kwang-Cheng Chen

Wirel. Pers. Commun., 2013