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Scratch‐RL: A preference‐driven adversarial reinforcement reasoning framework over knowledge graphs for explainable recommendation of Scratch

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What this work says

Outgoing claims: the papers this work cites, builds on, or argues with.

inferredcites →https://doi.org/10.1002/int.22314openalex-snapshot
The emergence of explainability of intelligent systems: Delivering explainable and personalized recommendations for energy efficiency
inferredcites →https://doi.org/10.1002/int.22466openalex-snapshot
Direct and indirect reinforcement learning
inferredcites →https://doi.org/10.1002/int.22594openalex-snapshot
Opponent portrait for multiagent reinforcement learning in competitive environment
inferredcites →https://doi.org/10.1002/int.22730openalex-snapshot
ScratchGAN: Network representation learning for scratch with preference‐based generative adversarial nets
inferredcites →https://doi.org/10.1007/s10489-021-02970-7openalex-snapshot
Scratch-Rec: a novel Scratch recommendation approach adapting user preference and programming skill for enhancing learning to program
inferredcites →https://doi.org/10.1007/s40692-021-00190-zopenalex-snapshot
Effect of Scratch on computational thinking skills of Chinese primary school students
inferredcites →https://doi.org/10.1016/j.asoc.2020.106782openalex-snapshot
Secure video retrieval using image query on an untrusted cloud
inferredcites →https://doi.org/10.1016/j.chb.2017.09.025openalex-snapshot
Learning Computational Thinking and scratch at distance
inferredcites →https://doi.org/10.1016/j.compedu.2018.01.011openalex-snapshot
Improving programming skills in engineering education through problem-based game projects with Scratch
inferredcites →https://doi.org/10.1016/j.ins.2020.09.064openalex-snapshot
PPCL: Privacy-preserving collaborative learning for mitigating indirect information leakage
inferredcites →https://doi.org/10.1016/j.jnca.2020.102632openalex-snapshot
Adversarial attacks on deep-learning-based SAR image target recognition
inferredcites →https://doi.org/10.1109/icse-seet.2017.13openalex-snapshot
Teaching Software Engineering Principles to K-12 Students: A MOOC on Scratch
inferredcites →https://doi.org/10.1109/icse-seet52601.2021.00028openalex-snapshot
LitterBox: A Linter for Scratch Programs
inferredcites →https://doi.org/10.1109/iwcmc.2018.8450296openalex-snapshot
Scratch Analysis Tool(SAT): A Modern Scratch Project Analysis Tool based on ANTLR to Assess Computational Thinking Skills
inferredcites →https://doi.org/10.1109/iwcmc48107.2020.9148105openalex-snapshot
Adapting to User Interest Drifts for Recommendations in Scratch
inferredcites →https://doi.org/10.1109/tdsc.2022.3143566openalex-snapshot
Attacking Deep Reinforcement Learning With Decoupled Adversarial Policy
inferredcites →https://doi.org/10.1109/tetc.2017.2734818openalex-snapshot
Towards Data-Driven Learning Paths to Develop Computational Thinking with Scratch
inferredcites →https://doi.org/10.1109/tetc.2020.2996710openalex-snapshot
Scratch-DKG: A Framework for Constructing Scratch Domain Knowledge Graph
inferredcites →https://doi.org/10.1109/tetc.2020.3044588openalex-snapshot
DWES: A Dynamic Weighted Evaluation System for Scratch based on Computational Thinking
inferredcites →https://doi.org/10.1109/tkde.2018.2833443openalex-snapshot
Heterogeneous Information Network Embedding for Recommendation
inferredcites →https://doi.org/10.1109/tlt.2019.2901457openalex-snapshot
Recommender Systems and Scratch: An Integrated Approach for Enhancing Computer Programming Learning
inferredcites →https://doi.org/10.1145/2445196.2445265openalex-snapshot
Hairball
inferredcites →https://doi.org/10.1145/2623330.2623732openalex-snapshot
DeepWalk
inferredcites →https://doi.org/10.1145/2806416.2806502openalex-snapshot
Learning to Represent Knowledge Graphs with Gaussian Embedding
inferredcites →https://doi.org/10.1145/2806416.2806528openalex-snapshot
Semantic Path based Personalized Recommendation on Weighted Heterogeneous Information Networks
inferredcites →https://doi.org/10.1145/3018661.3018665openalex-snapshot
Joint Deep Modeling of Users and Items Using Reviews for Recommendation
inferredcites →https://doi.org/10.1145/3038912.3052558openalex-snapshot
Explicit Semantic Ranking for Academic Search via Knowledge Graph Embedding
inferredcites →https://doi.org/10.1145/3097983.3098063openalex-snapshot
Meta-Graph Based Recommendation Fusion over Heterogeneous Information Networks
inferredcites →https://doi.org/10.1145/3183377.3183396openalex-snapshot
Assessing software development skills among K-6 learners in a project-based workshop with scratch
inferredcites →https://doi.org/10.1145/3219819.3219965openalex-snapshot
Leveraging Meta-path based Context for Top- N Recommendation with A Neural Co-Attention Model
inferredcites →https://doi.org/10.1145/3331184.3331203openalex-snapshot
Reinforcement Knowledge Graph Reasoning for Explainable Recommendation
inferredcites →https://doi.org/10.1145/3397271.3401171openalex-snapshot
Leveraging Demonstrations for Reinforcement Recommendation Reasoning over Knowledge Graphs
inferredcites →https://doi.org/10.14352/jkaie.2019.23.3.207openalex-snapshot
Evaluation of Computational Thinking through Code Analysis of Elementary School Students’ Scratch Projects
inferredcites →https://doi.org/10.1609/aaai.v28i1.8870openalex-snapshot
Knowledge Graph Embedding by Translating on Hyperplanes
inferredcites →https://doi.org/10.1609/aaai.v30i1.10089openalex-snapshot
Knowledge Graph Completion with Adaptive Sparse Transfer Matrix
inferredcites →https://doi.org/10.1609/aaai.v33i01.3301435openalex-snapshot
Hierarchical Reinforcement Learning for Course Recommendation in MOOCs
inferredcites →https://doi.org/10.3115/v1/p15-1067openalex-snapshot
Knowledge Graph Embedding via Dynamic Mapping Matrix
inferredcites →https://doi.org/10.3991/ijet.v16i05.21269openalex-snapshot
Scratch Teaching Mode of a Course for College Students

What points at this work

Incoming claims: where this work appears in other papers’ reference lists and arguments.

inferred← citeshttps://doi.org/10.1007/978-981-97-5489-2_1openalex-snapshot
Adversary and Attention Guided Knowledge Graph Reasoning Based on Reinforcement Learning
inferred← citeshttps://doi.org/10.1016/j.aei.2025.103299openalex-snapshot
Revealing the hidden correlations of elements in intelligent transportation systems with a novel knowledge graph-based path calculation approach
inferred← citeshttps://doi.org/10.1016/j.softx.2025.102359openalex-snapshot
Dr. Scratch 2.0 (CT4ALL): Advanced modes and rubrics for assessing computational thinking in Scratch projects
inferred← citeshttps://doi.org/10.1080/10986065.2022.2105567openalex-snapshot
Teacher-student interaction supporting students’ creative mathematical reasoning during problem solving using Scratch
inferred← citeshttps://doi.org/10.1109/ispa-bdcloud-socialcom-sustaincom57177.2022.00119openalex-snapshot
Spatio-Temporal Aware Knowledge Graph Embedding for Recommender Systems
inferred← citeshttps://doi.org/10.1109/tcc.2026.3665339openalex-snapshot
An Alarm Prediction Framework Based on the Propagation Dependency and Reinforcement Learning Toward Cloud Services
inferred← citeshttps://doi.org/10.1145/3706598.3713368openalex-snapshot
CT4ALL: Towards Putting Teachers in the Loop to Advance Automated Computational Thinking Metric Assessments in Game-Based Learning
inferred← citeshttps://doi.org/10.1145/3773077.3806145openalex-snapshot
“Are You OK, Dr. Scratch?” Bridging the Gap Between Automated Computational Thinking Metrics and Classroom Realities
inferred← citeshttps://doi.org/10.1155/2024/5115148openalex-snapshot
A Data and Knowledge Fusion‐Driven Early Fault Warning Method for Traction Control Systems
inferred← citeshttps://doi.org/10.26599/tst.2024.9010108openalex-snapshot
VisLint: An Automated Static Analysis Approach for Visual Programming
inferred← citeshttps://doi.org/10.47405/mjssh.v8i12.2639openalex-snapshot
Pengajaran dan Pembelajaran Konsep Matematik Menggunakan Perisian Aplikasi Scratch: Kajian Literatur Bersistematik
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