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A Transfer Learning Approach for Dialogue Act Classification of GitHub Issue Comments


Authors:  AyeshaEnayet, GitaSukthankar....
Published date-11/10/2020
Tasks:  DialogueActClassification, TransferLearning

Abstract: Social coding platforms, such as GitHub, serve as laboratories for studying collaborative problem solving in open source software development; a key feature is their ability to support issue reporting which …

A step towards neural genome assembly


Authors:  LovroVrček, PetarVeličković, MileŠikić....
Published date-11/10/2020
Tasks:  GraphRepresentationLearning, RepresentationLearning

Abstract: De novo genome assembly focuses on finding connections between a vast amount of short sequences in order to reconstruct the original genome. The central problem of genome assembly could be …

A Self-supervised Learning System for Object Detection in Videos Using Random Walks on Graphs


Authors:  JuntaoTan, ChangkyuSong, AbdeslamBoularias....
Published date-11/10/2020
Tasks:  Clustering, ObjectDetection, Self-SupervisedLearning

Abstract: This paper presents a new self-supervised system for learning to detect novel and previously unseen categories of objects in images. The proposed system receives as input several unlabeled videos of …

Emergent Reciprocity and Team Formation from Randomized Uncertain Social Preferences


Authors:  BowenBaker....
Published date-11/10/2020
Tasks:  Multi-agentReinforcementLearning

Abstract: Multi-agent reinforcement learning (MARL) has shown recent success in increasingly complex fixed-team zero-sum environments. However, the real world is not zero-sum nor does it have fixed teams; humans face numerous …

Dynamic Embeddings for Interaction Prediction


Authors:  ZekariasT.Kefato, SarunasGirdzijauskas, NasrullahSheikh....
Published date-11/10/2020
Tasks:  RecommendationSystems

Abstract: In recommender systems (RSs), predicting the next item that a user interacts with is critical for user retention. While the last decade has seen an explosion of RSs aimed at …

A weighted-sum method for solving the bi-objective traveling thief problem


Authors:  JonatasB.C.Chagas, MarkusWagner....
Published date-11/10/2020

Abstract: Many real-world optimization problems have multiple interacting components. Each of these can be NP-hard and they can be in conflict with each other, i.e., the optimal solution for one component …

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