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Poster
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Wed 14:00
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LSAR: Efficient Leverage Score Sampling Algorithm for the Analysis of Big Time Series Data
Ali Eshragh · Fred Roosta · Asef Nazari · Michael Mahoney
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Poster
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Wed 9:00
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Sample Efficiency Matters: A Benchmark for Practical Molecular Optimization
Wenhao Gao · Tianfan Fu · Jimeng Sun · Connor Coley
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Poster
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Tue 9:00
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Outsourcing Training without Uploading Data via Efficient Collaborative Open-Source Sampling
Junyuan Hong · Lingjuan Lyu · Jiayu Zhou · Michael Spranger
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Poster
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Thu 14:00
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Efficient learning of nonlinear prediction models with time-series privileged information
Bastian Jung · Fredrik Johansson
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Poster
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Wed 14:00
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Thompson Sampling Efficiently Learns to Control Diffusion Processes
Mohamad Kazem Shirani Faradonbeh · Mohamad Sadegh Shirani Faradonbeh · Mohsen Bayati
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Poster
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Thu 14:00
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Provably Efficient Reinforcement Learning in Partially Observable Dynamical Systems
Masatoshi Uehara · Ayush Sekhari · Jason Lee · Nathan Kallus · Wen Sun
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Poster
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Wed 9:00
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Posterior Refinement Improves Sample Efficiency in Bayesian Neural Networks
Agustinus Kristiadi · Runa Eschenhagen · Philipp Hennig
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Poster
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Thu 9:00
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Is this the Right Neighborhood? Accurate and Query Efficient Model Agnostic Explanations
Amit Dhurandhar · Karthikeyan Natesan Ramamurthy · Karthikeyan Shanmugam
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Poster
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Thu 9:00
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Robust On-Policy Sampling for Data-Efficient Policy Evaluation in Reinforcement Learning
Rujie Zhong · Duohan Zhang · Lukas Schäfer · Stefano Albrecht · Josiah Hanna
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Workshop
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Fri 9:00
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MolPAL: Software for Sample Efficient High-Throughput Virtual Screening
David Graff · Connor Coley
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Poster
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Tue 9:00
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Mask-based Latent Reconstruction for Reinforcement Learning
Tao Yu · Zhizheng Zhang · Cuiling Lan · Yan Lu · Zhibo Chen
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Workshop
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Biological Neurons vs Deep Reinforcement Learning: Sample efficiency in a simulated game-world
Forough Habibollahi · Moein Khajehnejad · Amitesh Gaurav · Brett J. Kagan
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