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One Network Fits All? Modular versus Monolithic Task Formulations in Neural Networks.

, , , , , , and . ICLR, OpenReview.net, (2021)

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Universal Semantic Communication.. Springer, (2011)Learning Abduction under Partial Observability., , and . AKBC@NIPS, OpenReview.net, (2017)Efficient Semantic Communication via Compatible Beliefs., and . Electron. Colloquium Comput. Complex., (2010)Polynomial time auditing of statistical subgroup fairness for Gaussian data., , and . CoRR, (2024)Provable Hierarchical Lifelong Learning with a Sketch-based Modular Architecture., , , , and . CoRR, (2021)Hardness of Improper One-Sided Learning of Conjunctions For All Uniformly Falsifiable CSPs., and . ALT, volume 98 of Proceedings of Machine Learning Research, page 369-382. PMLR, (2019)An Approximate Skolem Function Counter., , and . AAAI, page 8108-8116. AAAI Press, (2024)Polynomial-Time Implicit Learnability in SMT., , and . ECAI, volume 325 of Frontiers in Artificial Intelligence and Applications, page 1152-1158. IOS Press, (2020)Hardness of Maximum Likelihood Learning of DPPs., , , and . COLT, volume 178 of Proceedings of Machine Learning Research, page 3800-3819. PMLR, (2022)Learning Abduction Using Partial Observability., , and . AAAI, page 1888-1896. AAAI Press, (2018)