Asia
CertifyingRobustnesstoProgrammableDataBiasin DecisionTrees
Datasets can be biased due to societal inequities, human biases, underrepresentation of minorities, etc.
EfficientSign-BasedOptimization: Accelerating ConvergenceviaVarianceReduction
It has been proved that the SGD method can obtain a convergence rate of O(T 1/4) [Ghadimi and Lan, 2013], whereT is the iteration number.
DeepProxyCausalLearninganditsApplicationto ConfoundedBanditPolicyEvaluation
Proxy causal learning (PCL) isamethod forestimating thecausal effectoftreatments on outcomes in the presence of unobserved confounding, usingproxies (structured side information) for the confounder.
Möbius Transformation for Fast Inner Product Search on Graph
Zhixin Zhou, Shulong Tan, Zhaozhuo Xu, Ping Li
Neural Information Processing Systems http://nips.cc/
AHA: Human-Assisted Out-of-Distribution Generalization and Detection
This paper introduces a novel, integrated approach AHA ( A daptive H uman-A ssisted OOD learning) to simultaneously address both OOD generalization and detection through a human-assisted framework by labeling data in the wild.
Minimizers of the Empirical Risk and Risk Monotonicity
Marco Loog, Tom Viering, Alexander Mey
Neural Information Processing Systems http://nips.cc/
