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Blog | Machine Learning | Carnegie Mellon University

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Latest posts

Last updated about 1 month ago

Yes, AI, There is a Santa Claus

about 1 month ago

People use LLMs to ask for insight on a variety of important...

Validating LLM-as-a-Judge Systems under Rating Indeterminacy

about 2 months ago

Figure 1: Our framework for validating LLM-as-a-judge systems under rating indeterminacy, where...

Carnegie Mellon at NeurIPS 2025

about 2 months ago

CMU researchers are presenting 156 papers at the Thirty-Ninth Annual Conference on...

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

2 months ago

Figure 1. Three regimes of exploration: Current RL model can explore via:...

Carnegie Mellon University at EMNLP 2025

3 months ago

CMU researchers are presenting 50 papers at the Thirtieth Conference on Empirical...

Learning from Failure to Tackle Extremely Hard Problems

3 months ago

This blog post is based on the work BaNEL: Exploration Posteriors for...

Diffusion Beats Autoregressive in Data-Constrained Settings

4 months ago

TLDR If you are compute-constrained, use autoregressive models; if you are data-constrained,...

Verlog: A Multi-turn RL framework for LLM agents

5 months ago

Verlog is a multi-turn reinforcement learning framework built for long-horizon LLM-agentic tasks...

Carnegie Mellon University at ICML 2025

7 months ago

CMU researchers are presenting 127 papers at the Forty-Second International Conference on...

RLHF 101: A Technical Tutorial on Reinforcement Learning from Human Feedback

8 months ago

Reinforcement Learning from Human Feedback (RLHF) is a popular technique used to...

Unlearning or Obfuscating? Jogging the Memory of Unlearned LLMs via Benign Relearning

8 months ago

Machine unlearning is a promising approach to mitigate undesirable memorization of training...

Carnegie Mellon University at ICLR 2025

9 months ago

CMU researchers are presenting 143 papers at the Thirteenth International Conference on...