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08/03/2023
UniG-Encoder: A Universal Feature Encoder for Graph and Hypergraph Node Classification
Graph and hypergraph representation learning has attracted increasing at...
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03/11/2023
Spatio-Temporal Attention Network for Persistent Monitoring of Multiple Mobile Targets
This work focuses on the persistent monitoring problem, where a set of t...
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03/01/2023
SCRIMP: Scalable Communication for Reinforcement- and Imitation-Learning-Based Multi-Agent Pathfinding
Trading off performance guarantees in favor of scalability, the Multi-Ag...
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02/14/2023
On Classification-Calibration of Gamma-Phi Losses
Gamma-Phi losses constitute a family of multiclass classification loss f...
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08/09/2022
Heterogeneous Multi-agent Zero-Shot Coordination by Coevolution
Generating agents that can achieve Zero-Shot Coordination (ZSC) with uns...
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06/01/2022
MORE: A Metric Learning Based Framework for Open-domain Relation Extraction
Open relation extraction (OpenRE) is the task of extracting relation sch...
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05/19/2022
Consistent Interpolating Ensembles via the Manifold-Hilbert Kernel
Recent research in the theory of overparametrized learning has sought to...
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04/07/2022
Distributed Reinforcement Learning for Robot Teams: A Review
Purpose of review: Recent advances in sensing, actuation, and computatio...
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03/04/2022
Learning from Label Proportions by Learning with Label Noise
Learning from label proportions (LLP) is a weakly supervised classificat...
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01/28/2022
FCMNet: Full Communication Memory Net for Team-Level Cooperation in Multi-Agent Systems
Decentralized cooperation in partially-observable multi-agent systems re...
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10/06/2021
VC dimension of partially quantized neural networks in the overparametrized regime
Vapnik-Chervonenkis (VC) theory has so far been unable to explain the sm...
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05/17/2021
Real-Time Video Super-Resolution on Smartphones with Deep Learning, Mobile AI 2021 Challenge: Report
Video super-resolution has recently become one of the most important mob...
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02/10/2021
An exact solver for the Weston-Watkins SVM subproblem
Recent empirical evidence suggests that the Weston-Watkins support vecto...
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01/23/2021
Are Top School Students More Critical of Their Professors? Mining Comments on RateMyProfessor.com
Student reviews and comments on RateMyProfessor.com reflect realistic le...
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11/17/2020
Multi-SQL: An extensible multi-model data query language
Big data management aims to establish data hubs that support data in mul...
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06/12/2020
Weston-Watkins Hinge Loss and Ordered Partitions
Multiclass extensions of the support vector machine (SVM) have been form...
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07/01/2019
Weak Supervision Enhanced Generative Network for Question Generation
Automatic question generation according to an answer within the given pa...
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01/22/2017