Learn Before
Research Papers for the Paper Idea 3
- Accelerating Human Learning with Deep Reinforcement Learning
- Using deep reinforcement learning for personalizing review sessions on e-learning platforms with spaced repetition
- A Spaced, Interleaved Retrieval Practice Tool that is Motivating and Effective
- DAS3H: Modeling Student Learning and Forgetting for Optimally Scheduling Distributed Practice of Skills
- Deep-IRT: Make Deep Learning Based Knowledge Tracing Explainable Using Item Response Theory
- Knowledge Query Network for Knowledge Tracing
- Knowledge Tracing Machines: Factorization Machines for Knowledge Tracing
- A Self-Attentive model for Knowledge Tracing
- Context-Aware Attentive Knowledge Tracing
- Augmenting Knowledge Tracing by Considering Forgetting Behavior
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Reference for Deep Reinforcement Learning
Deep Reinforcement Learning Methods
General Schema of Deep Reinforcement Learning methods
Complete Guide to Deep Reinforcement Learning: Concepts, Process, and Real World Applications
Slides from CMU: Introduction to Deep Reinforcement Learning
Using DRL in Real-World Environments
Research Papers for the Paper Idea 3
Learn After
Accelerating Human Learning with Deep Reinforcement Learning
Using deep reinforcement learning for personalizing review sessions on e-learning platforms with spaced repetition
A Spaced, Interleaved Retrieval Practice Tool that is Motivating and Effective
DAS3H: Modeling Student Learning and Forgetting for Optimally Scheduling Distributed Practice of Skills
Deep-IRT: Make Deep Learning Based Knowledge Tracing Explainable Using Item Response Theory
Knowledge Query Network for Knowledge Tracing
Knowledge Tracing Machines: Factorization Machines for Knowledge Tracing
A Self-Attentive model for Knowledge Tracing
Research Question 2: Predict which questions should be the next to be provided to the user to answer - Papers
Research Question1: Predict how long the user will use the tool again (difference between the two timestamps) based on his or her previous interactions – Papers
Context-Aware Attentive Knowledge Tracing
Research Question 3: Predicting Final Exam Grade - Papers
Dataset References for Paper Idea 3
Augmenting Knowledge Tracing by Considering Forgetting Behavior