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https://deepai.org/publication/polynomial-time-reinforcement-learning-in-correlated-fmdps-with-linear-value-functions Polynomial Time Reinforcement Learning in Correlated FMDPs with Linear Value Functions | DeepAI Jul 12, 2021 - 07/12/21 - Many reinforcement learning (RL) environments in practice feature enormous state spaces that may be described compactly by a polynomial time reinforcement learning https://deepai.org/publication/polynomial-time-optimal-equilibria-with-a-mediator-in-extensive-form-games Polynomial-Time Optimal Equilibria with a Mediator in Extensive-Form Games | DeepAI Jun 30, 2022 - 06/30/22 - For common notions of correlated equilibrium in extensive-form games, computing an optimal (e.g., welfare-maximizing) equilibrium ... extensive form games polynomial time https://openreview.net/forum?id=lhO8pJVIjh Learning with Exact Invariances in Polynomial Time | OpenReview We study the statistical-computational trade-offs for learning with exact invariances (or symmetries) using kernel regression over manifold input spaces.... polynomial time learning exact invariances openreview https://jmlr.org/papers/v24/22-0495.html Polynomial-Time Algorithms for Counting and Sampling Markov Equivalent DAGs with Applications polynomial time https://openreview.net/forum?id=Xb6d5lGLb2 Nondeterministic Polynomial-time Problem Challenge: An Ever-Scaling Reasoning Benchmark for LLMs |... Reasoning is the fundamental capability of large language models (LLMs). Due to the rapid progress of LLMs, there are two main issues of current benchmarks: i)... polynomial time problem https://arxiv.org/abs/1608.04112 [1608.04112] Optimal Polynomial-Time Estimators: A Bayesian Notion of Approximation Algorithm Abstract page for arXiv paper 1608.04112: Optimal Polynomial-Time Estimators: A Bayesian Notion of Approximation Algorithm polynomial time https://jmlr.org/papers/v22/20-588.html Wasserstein barycenters can be computed in polynomial time in fixed dimension polynomial time wasserstein fixed dimension https://openreview.net/forum?id=QN0E0KX2LM Learning Linear Attention in Polynomial Time | OpenReview Previous research has explored the expressivity of Transformer models in simulating Boolean circuits or Turing machines. However, the efficient learnability of... polynomial time learning linear attention openreview https://www.wolframalpha.com/input/?i=non-deterministic+polynomial+time non-deterministic polynomial time - Wolfram|Alpha non deterministic polynomial time wolfram alpha https://www.slideserve.com/jadzia/probabilistic-polynomial-time-process-calculus-for-security-protocol-analysis-powerpoint-ppt-presentation PPT - Probabilistic Polynomial-Time Process Calculus for Security Protocol Analysis PowerPoint... This paper explores a comprehensive framework for analyzing security protocols using probabilistic polynomial-time process calculus. It integrates finite-state... probabilistic polynomial time process calculus for security protocol analysis ppt https://arxiv.org/abs/1211.1079 [1211.1079] A fast branching algorithm for unknot recognition with experimental polynomial-time... Abstract page for arXiv paper 1211.1079: A fast branching algorithm for unknot recognition with experimental polynomial-time behaviour