Machine Learning Blog | ML@CMU | Carnegie Mellon University

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Carnegie Mellon at NeurIPS 20253 days ago

CMU researchers are presenting 156 papers at the Thirty-Ninth Annual Conference on Neural Information Processing Systems (NeurIPS 2025), held from December 2nd-December 7th at the San Diego Convention. Here is a quick overview of the areas our researchers are working on:

Here are our most frequent collaborator institutions:

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How to Explore to Scale RL Training of LLMs on Hard Problems?8 days ago

Figure 1. Three regimes of exploration: Current RL model can explore via: (1) sharpening: simply increases likelihood on traces it can sample with high probability; (2) chaining: chain asymmetric skills in the base model (e.g., href="https://arxiv.org/abs/2506.09026" target="_blank" rel="noope...

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Carnegie Mellon University at EMNLP 202526 days ago

CMU researchers are presenting 50 papers at the Thirtieth Conference on Empirical Methods in Natural Language Processing (EMNLP 2025), held from November 4 – 9 in Suzhou, China. This includes 27 papers in the main conference, 19 papers in the Findings track, 2 system demonstrations papers, and 2 industry track papers. This blog post provides aggregated information about E...

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