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Walk These Ways: Tuning Robot Control for Generalization with Multiplicity of Behavior [PDF]
Conference on Robot Learning, 2022 Learned locomotion policies can rapidly adapt to diverse environments similar to those experienced during training but lack a mechanism for fast tuning when they fail in an out-of-distribution test environment.
G. Margolis, Pulkit Agrawal
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Contrastive Meta Learning with Behavior Multiplicity for Recommendation [PDF]
Web Search and Data Mining, 2022 A well-informed recommendation framework could not only help users identify their interested items, but also benefit the revenue of various online platforms (e.g., e-commerce, social media).
Wei Wei +5 more
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Predictive Multiplicity in Probabilistic Classification [PDF]
AAAI Conference on Artificial Intelligence, 2022 Machine learning models are often used to inform real world risk assessment tasks: predicting consumer default risk, predicting whether a person suffers from a serious illness, or predicting a person's risk to appear in court.
Jamelle Watson-Daniels +2 more
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The Multiple Paths to Multiple Life [PDF]
Journal of Molecular Evolution, 2021 Abstract We argue for multiple forms of life realized through multiple different historical pathways. From this perspective, there have been multiple origins of life on Earth—life is not a universal homology. By broadening the class of originations, we significantly expand the data set for searching for life.
Kempes, Christopher P. +1 more
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Model Multiplicity: Opportunities, Concerns, and Solutions
Conference on Fairness, Accountability and Transparency, 2022 Recent scholarship has brought attention to the fact that there often exist multiple models for a given prediction task with equal accuracy that differ in their individual-level predictions or aggregate properties.
Emily Black +2 more
semanticscholar +1 more source
A Novel FDLSR-Based Technique for View-Independent Vehicle Make and Model Recognition
Sensors, 2023 Vehicle make and model recognition (VMMR) is an important aspect of intelligent transportation systems (ITS). In VMMR systems, surveillance cameras capture vehicle images for real-time vehicle detection and recognition.
Sobia Hayee +2 more
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Multiplicity and concentration of semi-classical solutions to nonlinear Dirac-Klein-Gordon systems
Advanced Nonlinear Studies, 2022 In the present article, we study multiplicity of semi-classical solutions of a Yukawa-coupled massive Dirac-Klein-Gordon system with the general nonlinear self-coupling, which is either subcritical or critical growth.
Ding Yanheng, Yu Yuanyang, Dong Xiaojing
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Does the Level of Enforcement Shape the Complexity in Accounting Standards?
International Journal of Financial Studies, 2023 This paper examines whether the level of enforcement shapes the complexity in accounting standards. First, in order to identify the level of complexity in accounting standards, we calculated a new measure that conceptualizes accounting complexity based ...
Ana Isabel Morais, Inês Pinto
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Methylation multiplicity and its clinical values in cancer
Expert Reviews in Molecular Medicine, 2021 Methylation at DNA, RNA and protein levels plays critical roles in many cellular processes and is associated with diverse differentiation events, physiological activities and human diseases.
Xiaofeng Dai +3 more
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Enhanced production of multi-strange hadrons in high-multiplicity proton–proton collisions [PDF]
Nature Physics, 2016 Quark–gluon plasma is an exotic state of matter that can emerge in heavy nuclei high-energy collisions. The ALICE collaboration reports the first observation of strangeness enhancement in proton–proton collisions, a possible signature of this state.
J. Adam +49 more
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