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cs.AI2026
Automated Researchers Can Mitigate Well-characterized Alignment Failures
Chen Yueh-Han, Jiaxin Wen, Jan Hendrik Kirchner
Automating alignment research may accelerate progress toward aligned AI, but whether it does is hard to measure. Luckily, many alignment failures, such as deception, sycophancy, an…
cs.AI2025
Predicting Empirical AI Research Outcomes with Language Models
Jiaxin Wen, Chenglei Si, Yueh-han Chen +2
Many promising-looking ideas in AI research fail to deliver, but their validation takes substantial human labor and compute. Predicting an idea's chance of success is thus crucial…