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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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Conditional Sparse $L_p$-norm Regression With Optimal Probability., , , and . AISTATS, volume 89 of Proceedings of Machine Learning Research, page 1042-1050. PMLR, (2019)PAC + SMT, , and . NeurIPS Workshop on Knowledge Representation & Reasoning Meets Machine Learning, (2019)Principled Sampling for Anomaly Detection., , , , and . NDSS, The Internet Society, (2015)More Accurate Learning of k-DNF Reference Classes., and . AAAI, page 4385-4393. AAAI Press, (2020)Conditional Linear Regression for Heterogeneous Covariances., and . AISTATS, volume 151 of Proceedings of Machine Learning Research, page 6182-6199. PMLR, (2022)A theory of goal-oriented communication., , and . PODC, page 299-300. ACM, (2011)Learnability with PAC Semantics for Multi-agent Beliefs., , and . AAMAS, page 2604-2606. ACM, (2023)Learning Abduction under Partial Observability., , and . AKBC@NIPS, OpenReview.net, (2017)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)List Learning with Attribute Noise., , , , and . AISTATS, volume 130 of Proceedings of Machine Learning Research, page 2215-2223. PMLR, (2021)