Aarti Singh

Full Professor, Carnegie Mellon University

2 papers at NeurIPS 2025

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Poster Session 1

1 paper

Wednesday, December 3, 2025 · 11:00 AM → 2:00 PM

Exhibit Hall C,D,E

To Distill or Decide? Understanding the Algorithmic Trade-off in Partially Observable RL

#510 Spotlight · Yuda Song, Dhruv Rohatgi, Aarti Singh, Drew Bagnell

Through theoretical models and empirical testbeds, we characterize the algorithmic tradeoff between privileged expert distillation and RL, and better options for expert distillation.

Poster Session 6

1 paper

Friday, December 5, 2025 · 4:30 PM → 7:30 PM

Exhibit Hall C,D,E

Transformers Provably Learn Chain-of-Thought Reasoning with Length Generalization

#3001 · Yu Huang, Zixin Wen, Aarti Singh, Yuejie Chi, Yuxin Chen