The False Promise of Zero-Shot Super-Resolution in Machine-Learned Operators
Mansi Sakarvadia · Kareem Hegazy · Amin Totounferoush · Kyle Chard · Yaoqing Yang · Ian Foster · Michael W. Mahoney
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Mansi Sakarvadia · Kareem Hegazy · Amin Totounferoush · Kyle Chard · Yaoqing Yang · Ian Foster · Michael W. Mahoney
Lei Hsiung · Tianyu Pang · Yung-Chen Tang · Linyue Song · Tsung-Yi Ho · Pin-Yu Chen · Yaoqing Yang
Recent advancements in large language models (LLMs) have underscored their vulnerability to safety alignment jailbreaks, particularly when subjected to downstream fine-tuning. However, existing mitigation strategies primarily focus on reactively addressing jailbreak incidents after safety guardra...
Tianyu Pang · Yujie Fang · Zihang Liu · Shenyang Deng · Lei Hsiung · Shuhua Yu · Yaoqing Yang
Muon has recently shown promising results in LLM training. In this work, we study how to further improve Muon. We argue that Muon’s orthogonalized update rule suppresses the emergence of heavy-tailed weight spectra and over-emphasizes the training along noise-dominated directions. Motivated by th...
Zhuoying Zhang · Ishan V. Prasad · Yuanzhe Hu · Zihang Liu · Hengrui Luo · Pu Ren · Yaoqing Yang