Results 11 to 20 of about 1,173,714 (339)

Stability Is Stable: Connections between Replicability, Privacy, and Adaptive Generalization [PDF]

open access: yesSymposium on the Theory of Computing, 2023
The notion of replicable algorithms was introduced by Impagliazzo, Lei, Pitassi, and Sorrell (STOC’22) to describe randomized algorithms that are stable under the resampling of their inputs.
Mark Bun   +7 more
semanticscholar   +1 more source

Investigating Variation in Replicability: A “Many Labs” Replication Project

open access: yes, 2022
Although replication is a central tenet of science, direct replications are rare in psychology. This research tested variation in the replicability of thirteen classic and contemporary effects across 36 independent samples totaling 6,344 participants. In
R. A. Klein   +50 more
semanticscholar   +1 more source

Replicability in Reinforcement Learning [PDF]

open access: yesNeural Information Processing Systems, 2023
We initiate the mathematical study of replicability as an algorithmic property in the context of reinforcement learning (RL). We focus on the fundamental setting of discounted tabular MDPs with access to a generative model. Inspired by Impagliazzo et al.
Amin Karbasi   +3 more
semanticscholar   +1 more source

Replicability and stability in learning [PDF]

open access: yesarXiv.org, 2023
Replicability is essential in science as it allows us to validate and verify research findings. Impagliazzo, Lei, Pitassi and Sorrell (`22) recently initiated the study of replicability in machine learning.
Zachary Chase, S. Moran, A. Yehudayoff
semanticscholar   +1 more source

Investigating the replicability of preclinical cancer biology

open access: yeseLife, 2021
Replicability is an important feature of scientific research, but aspects of contemporary research culture, such as an emphasis on novelty, can make replicability seem less important than it should be.
Timothy M. Errington   +6 more
semanticscholar   +1 more source

Scalability and replicability analysis of smart grid projects: Insights from the H2020 CROSSBOW project

open access: yesFrontiers in Energy Research, 2023
The scalability and replicability analysis (SRA) is usually performed for Smart Grid Architecture Model (SGAM) projects to assess the applicability of proposed solutions in various regions, conditions, densities, and sizes.
Despoina I. Makrygiorgou   +7 more
doaj   +1 more source

A discipline-wide investigation of the replicability of Psychology papers over the past two decades

open access: yesProceedings of the National Academy of Sciences of the United States of America, 2023
Significance The number of manually replicated studies falls well below the abundance of important studies that the scientific community would like to see replicated.
Youyou Wu, Yang Yang, Brian Uzzi
semanticscholar   +1 more source

Replicability, Robustness, and Reproducibility in Psychological Science.

open access: yesAnnual Review of Psychology, 2020
Replication-an important, uncommon, and misunderstood practice-is gaining appreciation in psychology. Achieving replicability is important for making research progress.
B. Nosek   +15 more
semanticscholar   +1 more source

Machine learning and artificial intelligence research for patient benefit: 20 critical questions on transparency, replicability, ethics, and effectiveness

open access: yesBritish medical journal, 2020
Machine learning, artificial intelligence, and other modern statistical methods are providing new opportunities to operationalise previously untapped and rapidly growing sources of data for patient benefit. Despite much promising research currently being
Sebastian J. Vollmer   +17 more
semanticscholar   +1 more source

Replicability in Lithic Analysis

open access: yesAmerican Antiquity, 2023
The ubiquity and durability of lithic artifacts inform archaeologists about important dimensions of human behavioral variability. Despite their importance, lithic artifacts can be problematic to study because lithic analysts differ widely in their ...
J. Pargeter   +12 more
semanticscholar   +1 more source

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