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**13:00 - 13:45** — Panel moderated by Brian Trippe
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**13:00 - 13:45** — Panel discussion<br>
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**Panelists:** Kyunghyun Cho, Andreas Krause, Barbara Engelhardt, Ashia Wilson, Yisong Yue
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**Moderator:** Brian Trippe
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**13:45 - 14:30** — Invited talk<br>
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**Speaker:** Adji Bousso Dieng<br>
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<details>
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<summary>Lightning talks details</summary>
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15:00 - 15:10 Improving Off-Policy Evaluation with LLM-Generated Counterfactual Annotations by Aishwarya Mandyam<br>
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15:10 - 15:20 Principled Collaborative Bayesian Optimization with LLM Guidance by Edward De Brouwer<br>
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15:10 - 15:20 Optimizing Likelihoods via Mutual Information: Bridging Simulation-Based Inference and Bayesian Optimal Experimental Design by Vincent Zaballa<br>
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15:20 - 15:30 Diversity-based selection for best policy identification in contextual bandit settings by Hyunji (Alex) Nam<br>
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15:30 - 15:40 Practical Bayesian Algorithm Execution via Posterior Sampling by Raul Astudillo<br>
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15:40 - 15:50 Gradient Oriented Active Learning for Candidate Drug Design by Venkatesh Medabalimi<br>
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