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DSOS and SDSOS optimization: LP and SOCP-based alternatives to sum of squares optimization.

, and . CISS, page 1-5. IEEE, (2014)

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Control design along trajectories with sums of squares programming., , and . ICRA, page 4054-4061. IEEE, (2013)Generalization Guarantees for Multi-Modal Imitation Learning., , and . CoRR, (2020)Learning to Actively Reduce Memory Requirements for Robot Control Tasks., and . CoRR, (2020)DSOS and SDSOS Optimization: More Tractable Alternatives to Sum of Squares and Semidefinite Optimization., and . SIAM J. Appl. Algebra Geom., 3 (2): 193-230 (2019)Sim-to-Lab-to-Real: Safe Reinforcement Learning with Shielding and Generalization Guarantees., , , , and . CoRR, (2022)Sim-to-Lab-to-Real: Safe Reinforcement Learning with Shielding and Generalization Guarantees (Abstract Reprint)., , , , and . AAAI, page 22699. AAAI Press, (2024)Task-Driven Out-of-Distribution Detection with Statistical Guarantees for Robot Learning., , and . CoRL, volume 164 of Proceedings of Machine Learning Research, page 970-980. PMLR, (2021)AdaptSim: Task-Driven Simulation Adaptation for Sim-to-Real Transfer., , , and . CoRL, volume 229 of Proceedings of Machine Learning Research, page 3434-3452. PMLR, (2023)Risk-sensitive Inverse Reinforcement Learning via Semi- and Non-Parametric Methods., , , and . CoRR, (2017)Robust Control Under Uncertainty via Bounded Rationality and Differential Privacy., and . ICRA, page 3467-3474. IEEE, (2022)