Personalized Exercise Recommendation with Semantically-Grounded Knowledge Tracing | Paper Citation Record

Observation 1007731d-2fbe-4f00-880e-646e2c75ed23 · outbound

This paper cites Knowledge tracing with sequential key-value memory networks.

Personalized Exercise Recommendation with Semantically-Grounded Knowledge Tracing Knowledge tracing with sequential key-value memory networks

Reference 1

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Observation ba29ed3c-6cb4-491d-b2a5-15f7ee7abc03 · outbound

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Personalized Exercise Recommendation with Semantically-Grounded Knowledge Tracing Knowledge tracing: A survey

Reference 2

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Observation f5ee6fe5-78ab-489e-bbe2-f5015ea7f0df · outbound

This paper cites Covid-19 pandemic and online learning: The challenges and opportunities.

Personalized Exercise Recommendation with Semantically-Grounded Knowledge Tracing Covid-19 pandemic and online learning: The challenges and opportunities

Reference 3

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Observation 64be3ce8-7cd7-48d5-8bc6-533ffd491f79 · outbound

This paper cites Concept-aware deep knowledge tracing and exercise recommendation in an online learning system.

Personalized Exercise Recommendation with Semantically-Grounded Knowledge Tracing Concept-aware deep knowledge tracing and exercise recommendation in an online learning system

Reference 4

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Observation 876760bc-b3c2-45f9-8134-0a61633315b9 · outbound

This paper cites A taxonomy for learning, teaching, and assessing: A revision of Bloom’s taxonomy of educational objectives: complete edition.

Personalized Exercise Recommendation with Semantically-Grounded Knowledge Tracing A taxonomy for learning, teaching, and assessing: A revision of Bloom’s taxonomy of educational objectives: complete edition

Reference 5

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This paper cites A distributional perspective on reinforcement learning.

Personalized Exercise Recommendation with Semantically-Grounded Knowledge Tracing A distributional perspective on reinforcement learning

Reference 6

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Observation 9078e5a2-9a81-47a3-968b-25244fcbfa53 · outbound

This paper cites Dynamic programming.

Personalized Exercise Recommendation with Semantically-Grounded Knowledge Tracing Dynamic programming

Reference 7

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Observation e46eb80d-6ccf-4def-865e-18f2a43b75f3 · outbound

This paper cites Instrumenting courseware and leveraging data with the Open Learning Initiative (OLI).

Personalized Exercise Recommendation with Semantically-Grounded Knowledge Tracing Instrumenting courseware and leveraging data with the Open Learning Initiative (OLI)

Reference 8

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Observation f5f2e8e5-0fa3-4210-a39f-64d4b2d5127f · outbound

This paper cites OpenAI Gym.

Personalized Exercise Recommendation with Semantically-Grounded Knowledge Tracing OpenAI Gym

Reference 9

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Observation 95722b95-3fa8-431b-8113-aa4f24d9bb54 · outbound

This paper cites Learning path recommendation based on knowledge tracing model and reinforcement learning.

Personalized Exercise Recommendation with Semantically-Grounded Knowledge Tracing Learning path recommendation based on knowledge tracing model and reinforcement learning

Reference 10

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Observation 778d4be2-fa09-49a4-8475-b871f96e74e5 · outbound

This paper cites Density-based clustering based on hierarchical density estimates.

Personalized Exercise Recommendation with Semantically-Grounded Knowledge Tracing Density-based clustering based on hierarchical density estimates

Reference 11

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Observation 6dd4969d-059f-4705-abe8-83696e11005b · outbound

This paper cites Learning factors analysis–a general method for cognitive model evaluation and improvement.

Personalized Exercise Recommendation with Semantically-Grounded Knowledge Tracing Learning factors analysis–a general method for cognitive model evaluation and improvement

Reference 12

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Observation 6b0559e7-a2bb-4171-9497-56b78e0c8c90 · outbound

This paper cites Improving interpretability of deep sequential knowledge tracing models with question-centric cognitive representations.

Personalized Exercise Recommendation with Semantically-Grounded Knowledge Tracing Improving interpretability of deep sequential knowledge tracing models with question-centric cognitive representations

Reference 13

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Observation abf0435e-13b6-4eb5-9c31-a60922cc8016 · outbound

This paper cites TGKT-based personalized learning path recommendation with reinforcement learning.

Personalized Exercise Recommendation with Semantically-Grounded Knowledge Tracing TGKT-based personalized learning path recommendation with reinforcement learning

Reference 14

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Observation acb36a2e-de97-4bce-a3ad-91e8e55266a2 · outbound

This paper cites Towards an appropriate query, key, and value computation for knowledge tracing.

Personalized Exercise Recommendation with Semantically-Grounded Knowledge Tracing Towards an appropriate query, key, and value computation for knowledge tracing

Reference 15

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Observation 1f992dd0-b8e3-49c4-95c8-22fdc8df0951 · outbound

This paper cites EdNet: A large-scale hierarchical dataset in education.

Personalized Exercise Recommendation with Semantically-Grounded Knowledge Tracing EdNet: A large-scale hierarchical dataset in education

Reference 16

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Observation 8a37a432-c78c-4615-a09a-5be87034d878 · outbound

This paper cites Soft Actor-Critic for Discrete Action Settings.

Personalized Exercise Recommendation with Semantically-Grounded Knowledge Tracing Soft Actor-Critic for Discrete Action Settings

Reference 17

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Observation 817cb672-8a8d-44a9-b945-5cdbe88a7438 · outbound

This paper cites Cognitive task analysis for expert-based instruction in healthcare.

Personalized Exercise Recommendation with Semantically-Grounded Knowledge Tracing Cognitive task analysis for expert-based instruction in healthcare

Reference 18

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Observation 67e7cedc-8429-4cd1-9d53-9c80afb7a72c · outbound

This paper cites Modeling student knowledge: Cognitive tutors in high school and college.

Personalized Exercise Recommendation with Semantically-Grounded Knowledge Tracing Modeling student knowledge: Cognitive tutors in high school and college

Reference 19

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Observation 6bd74815-2689-41fd-9132-9fc482f123d9 · outbound

This paper cites Knowledge tracing: Modeling the acquisition of procedural knowledge.

Personalized Exercise Recommendation with Semantically-Grounded Knowledge Tracing Knowledge tracing: Modeling the acquisition of procedural knowledge

Reference 20

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Observation 388db7df-0351-4fc1-9dcf-0baed06c554d · outbound

This paper cites DGEKT: A dual graph ensemble learning method for knowledge tracing.

Personalized Exercise Recommendation with Semantically-Grounded Knowledge Tracing DGEKT: A dual graph ensemble learning method for knowledge tracing

Reference 21

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Observation b8c17375-4653-4fa3-9600-9c4f9d5d8b0d · outbound

This paper cites Adaptive and personalized exercise generation for online language learning.

Personalized Exercise Recommendation with Semantically-Grounded Knowledge Tracing Adaptive and personalized exercise generation for online language learning

Reference 22

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Observation 58efe730-8df6-490b-86f8-3e66c4de615e · outbound

This paper cites BERT: Pre-training of deep bidirectional transformers for language understanding.

Personalized Exercise Recommendation with Semantically-Grounded Knowledge Tracing BERT: Pre-training of deep bidirectional transformers for language understanding

Reference 23

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Observation f85da122-fb96-4a21-a066-6583ad752da0 · outbound

This paper cites Metacognitive capabilities of LLMs: An exploration in mathematical problem solving.

Personalized Exercise Recommendation with Semantically-Grounded Knowledge Tracing Metacognitive capabilities of LLMs: An exploration in mathematical problem solving

Reference 24

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Observation adf8d1e6-59c5-475f-ab7b-b42fb81dde7b · outbound

This paper cites Model-based value estimation for efficient model-free reinforcement learning.

Personalized Exercise Recommendation with Semantically-Grounded Knowledge Tracing Model-based value estimation for efficient model-free reinforcement learning

Reference 25

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Observation 81da23c8-4680-427e-af6f-535659461ee6 · outbound

This paper cites Addressing function approximation error in actor-critic methods.

Personalized Exercise Recommendation with Semantically-Grounded Knowledge Tracing Addressing function approximation error in actor-critic methods

Reference 26

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Observation c0200f53-b3e9-4daa-969f-4b1c8ae71ee4 · outbound

This paper cites Context-aware attentive knowledge tracing.

Personalized Exercise Recommendation with Semantically-Grounded Knowledge Tracing Context-aware attentive knowledge tracing

Reference 27

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Observation 9b4b187b-ffa5-4514-81cd-990fe3e88274 · outbound

This paper cites Future trends in the design strategies and technological affordances of e-learning.

Personalized Exercise Recommendation with Semantically-Grounded Knowledge Tracing Future trends in the design strategies and technological affordances of e-learning

Reference 28

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Observation 25fd8fd2-0e09-4b83-8271-4e91e72621e2 · outbound

This paper cites Enhancing knowledge tracing via adversarial training.

Personalized Exercise Recommendation with Semantically-Grounded Knowledge Tracing Enhancing knowledge tracing via adversarial training

Reference 29

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Observation d04fc359-b8a9-4d9c-bb1b-7f412d8036ab · outbound

This paper cites Soft actor-critic algorithms and applications.

Personalized Exercise Recommendation with Semantically-Grounded Knowledge Tracing Soft actor-critic algorithms and applications

Reference 30

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Observation 763a27ce-223e-496a-9a21-faa37485985c · outbound

This paper cites The initial knowledge state of college physics students.

Personalized Exercise Recommendation with Semantically-Grounded Knowledge Tracing The initial knowledge state of college physics students

Reference 31

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Observation 8500a4e3-3470-415a-bd1f-5a4b4aad4001 · outbound

This paper cites Rainbow: Combining improvements in deep reinforcement learning.

Personalized Exercise Recommendation with Semantically-Grounded Knowledge Tracing Rainbow: Combining improvements in deep reinforcement learning

Reference 32

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Observation 901fda88-8c54-458d-8426-fa5fa2949803 · outbound

This paper cites Towards robust knowledge tracing models via k-sparse attention.

Personalized Exercise Recommendation with Semantically-Grounded Knowledge Tracing Towards robust knowledge tracing models via k-sparse attention

Reference 33

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Observation 263e00db-0a29-4920-8ff2-2fc8ade6c761 · outbound

This paper cites Exploring multi-objective exercise recommendations in online education systems.

Personalized Exercise Recommendation with Semantically-Grounded Knowledge Tracing Exploring multi-objective exercise recommendations in online education systems

Reference 34

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This paper cites Forgetting-aware linear bias for attentive knowledge tracing.

Personalized Exercise Recommendation with Semantically-Grounded Knowledge Tracing Forgetting-aware linear bias for attentive knowledge tracing

Reference 35

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Observation 2d58b04c-d143-484b-8620-befcbe2f2b70 · outbound

This paper cites Dynamic bayesian networks for student modeling.

Personalized Exercise Recommendation with Semantically-Grounded Knowledge Tracing Dynamic bayesian networks for student modeling

Reference 36

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T17:24:48.342893Z

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Observation cda54afd-6b40-4a51-8e9b-6e8ac7da6dae · outbound

This paper cites HiTSKT: A hierarchical transformer model for session-aware knowledge tracing.

Personalized Exercise Recommendation with Semantically-Grounded Knowledge Tracing HiTSKT: A hierarchical transformer model for session-aware knowledge tracing

Reference 37

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T17:24:48.325289Z

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Observation 8f96f3d1-9382-4f3e-841c-b279172674e6 · outbound

This paper cites Personalised and adaptive learning: Emerging learning platforms in the era of digital and smart learning.

Personalized Exercise Recommendation with Semantically-Grounded Knowledge Tracing Personalised and adaptive learning: Emerging learning platforms in the era of digital and smart learning

Reference 38

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Observation 117061ff-c5c9-458a-8725-7c735c9d7d2d · outbound

This paper cites Learning path construction using reinforcement learning and bloom’s taxonomy.

Personalized Exercise Recommendation with Semantically-Grounded Knowledge Tracing Learning path construction using reinforcement learning and bloom’s taxonomy

Reference 39

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Observation 3f2c9242-dcd3-4b41-b593-d86e259059d3 · outbound

This paper cites Knowledge query network for knowledge tracing: How knowledge interacts with skills.

Personalized Exercise Recommendation with Semantically-Grounded Knowledge Tracing Knowledge query network for knowledge tracing: How knowledge interacts with skills

Reference 40

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T17:24:48.274643Z

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Observation 0ca07f66-5f40-4d26-850a-1c36bf65880f · outbound

This paper cites Language Model Can Do Knowledge Tracing: Simple but Effective Method to Integrate Language Model and Knowledge Tracing Task.

Personalized Exercise Recommendation with Semantically-Grounded Knowledge Tracing Language Model Can Do Knowledge Tracing: Simple but Effective Method to Integrate Language Model and Knowledge Tracing Task

Reference 41

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This paper cites Continuous control with deep reinforcement learning.

Personalized Exercise Recommendation with Semantically-Grounded Knowledge Tracing Continuous control with deep reinforcement learning

Reference 42

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Observation 105d3466-3a4c-48b3-bada-cb15f1b700f9 · outbound

This paper cites EKT: Exercise-aware knowledge tracing for student performance prediction.

Personalized Exercise Recommendation with Semantically-Grounded Knowledge Tracing EKT: Exercise-aware knowledge tracing for student performance prediction

Reference 43

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T17:24:48.239775Z

Source-reported events for the cited work

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Observation d1748389-eadb-4967-be2e-81584ebe5eeb · outbound

This paper cites pyKT: A Python library to benchmark deep learning based knowledge tracing models.

Personalized Exercise Recommendation with Semantically-Grounded Knowledge Tracing pyKT: A Python library to benchmark deep learning based knowledge tracing models

Reference 44

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T17:24:48.213177Z

Source-reported events for the cited work

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Observation 4daff54d-d790-4ddd-bb35-fc0d281883eb · outbound

This paper cites Enhancing deep knowledge tracing with auxiliary tasks.

Personalized Exercise Recommendation with Semantically-Grounded Knowledge Tracing Enhancing deep knowledge tracing with auxiliary tasks

Reference 45

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T17:24:47.947194Z

Source-reported events for the cited work

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Observation 9a167ecc-4944-4047-a7bc-739fc8f0a117 · outbound

This paper cites simpleKT: A simple but tough-to-beat baseline for knowledge tracing.

Personalized Exercise Recommendation with Semantically-Grounded Knowledge Tracing simpleKT: A simple but tough-to-beat baseline for knowledge tracing

Reference 46

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T17:24:47.589242Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

Observation a6f630d2-d1aa-4816-bba4-6b745961ac09 · outbound

This paper cites XES3G5M: A knowledge tracing benchmark dataset with auxiliary information.

Personalized Exercise Recommendation with Semantically-Grounded Knowledge Tracing XES3G5M: A knowledge tracing benchmark dataset with auxiliary information

Reference 47

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T17:24:47.237772Z

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Observation 7f6b3956-3053-4917-8e7a-020381307807 · outbound

This paper cites Tracing knowledge state with individual cognition and acquisition estimation.

Personalized Exercise Recommendation with Semantically-Grounded Knowledge Tracing Tracing knowledge state with individual cognition and acquisition estimation

Reference 48

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T17:24:46.948861Z

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Observation b9fbf02f-b6a6-4a0a-b407-f87c1d3c6210 · outbound

This paper cites Efl teachers’ perceived efficacy of digital platforms in varied online english classes in a higher education.

Personalized Exercise Recommendation with Semantically-Grounded Knowledge Tracing Efl teachers’ perceived efficacy of digital platforms in varied online english classes in a higher education

Reference 49

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T17:24:46.792860Z

Source-reported events for the cited work

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Observation 1dda92d6-09ee-4d76-a3d7-486dcb80b59e · outbound

This paper cites Human-level control through deep reinforcement learning.

Personalized Exercise Recommendation with Semantically-Grounded Knowledge Tracing Human-level control through deep reinforcement learning

Reference 50

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T17:24:46.680066Z

Source-reported events for the cited work

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Observation 0cbee4e1-db9d-49dc-af4c-94be5b8c5386 · outbound

This paper cites Automated generation and tagging of knowledge components from multiple-choice questions.

Personalized Exercise Recommendation with Semantically-Grounded Knowledge Tracing Automated generation and tagging of knowledge components from multiple-choice questions

Reference 51

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T17:24:46.558151Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

Observation b026d288-b396-4ac3-8b5c-44929d1f9e3c · outbound

This paper cites Augmenting knowledge tracing by considering forgetting behavior.

Personalized Exercise Recommendation with Semantically-Grounded Knowledge Tracing Augmenting knowledge tracing by considering forgetting behavior

Reference 52

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T17:24:46.433309Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

Observation 59643363-643a-4814-a077-6a3eda802a43 · outbound

This paper cites Graph-based knowledge tracing: Modeling student proficiency using graph neural network.

Personalized Exercise Recommendation with Semantically-Grounded Knowledge Tracing Graph-based knowledge tracing: Modeling student proficiency using graph neural network

Reference 53

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T17:24:46.286141Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

Observation 30038c71-44d9-41ee-81ea-1d0c4f1dceb9 · outbound

This paper cites Automated Knowledge Concept Annotation and Question Representation Learning for Knowledge Tracing.

Personalized Exercise Recommendation with Semantically-Grounded Knowledge Tracing Automated Knowledge Concept Annotation and Question Representation Learning for Knowledge Tracing

Reference 54

Resolution: unresolved; no resolver link, observed 2026-08-06T17:24:32.408200Z

Source-reported events for the cited work

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Observation 979499b5-0610-48b5-8c5b-23728663f6cb · outbound

This paper cites A self-attentive model for knowledge tracing.

Personalized Exercise Recommendation with Semantically-Grounded Knowledge Tracing A self-attentive model for knowledge tracing

Reference 55

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T17:24:46.140987Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

Observation f87f09d5-9618-4b72-8c99-020e7c0c9b8e · outbound

This paper cites RKT: Relation-aware self-attention for knowledge tracing.

Personalized Exercise Recommendation with Semantically-Grounded Knowledge Tracing RKT: Relation-aware self-attention for knowledge tracing

Reference 56

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T17:24:46.023772Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

Observation 724acba9-a1f0-4efd-a477-bd12138a3df0 · outbound

This paper cites Performance factors analysis–a new alternative to knowledge tracing.

Personalized Exercise Recommendation with Semantically-Grounded Knowledge Tracing Performance factors analysis–a new alternative to knowledge tracing

Reference 57

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T17:24:45.865923Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

Observation 5503f46a-37be-4e23-a19a-a1ce3d5a9d3e · outbound

This paper cites Deep knowledge tracing.

Personalized Exercise Recommendation with Semantically-Grounded Knowledge Tracing Deep knowledge tracing

Reference 58

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T17:24:45.716627Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

Observation 8895feeb-23c0-43cb-9c27-9d05d6284226 · outbound

This paper cites Sentence-BERT: Sentence embeddings using siamese BERT-networks.

Personalized Exercise Recommendation with Semantically-Grounded Knowledge Tracing Sentence-BERT: Sentence embeddings using siamese BERT-networks

Reference 59

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T17:24:45.566123Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

Observation 3271f857-f12f-462b-9d84-58e9e12774e1 · outbound

This paper cites Trust region policy optimization.

Personalized Exercise Recommendation with Semantically-Grounded Knowledge Tracing Trust region policy optimization

Reference 60

Resolution: unresolved; no resolver link, observed 2026-08-06T17:24:33.009485Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 6ec24211-98fd-49f6-86e9-f8288d7ace90 · outbound

This paper cites Proximal Policy Optimization Algorithms.

Personalized Exercise Recommendation with Semantically-Grounded Knowledge Tracing Proximal Policy Optimization Algorithms

Reference 61

Resolution: unresolved; no resolver link, observed 2026-08-06T17:24:33.111936Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 0b17d241-7d67-4b65-a30b-6a2dc656cf0a · outbound

This paper cites Assessing student’s dynamic knowledge state by exploring the question difficulty effect.

Personalized Exercise Recommendation with Semantically-Grounded Knowledge Tracing Assessing student’s dynamic knowledge state by exploring the question difficulty effect

Reference 62

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T17:24:45.405876Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

Observation afd43e91-0c17-429d-92e1-ece5a0598aff · outbound

This paper cites A survey of knowledge tracing: Models, variants, and applications.

Personalized Exercise Recommendation with Semantically-Grounded Knowledge Tracing A survey of knowledge tracing: Models, variants, and applications

Reference 63

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T17:24:45.251627Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

Observation 9977a0cd-bb0f-4a10-8e34-1f083c9ad82f · outbound

This paper cites Bi-CLKT: Bi-graph contrastive learning based knowledge tracing.

Personalized Exercise Recommendation with Semantically-Grounded Knowledge Tracing Bi-CLKT: Bi-graph contrastive learning based knowledge tracing

Reference 64

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T17:24:45.131122Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

Observation 536bbffd-3e90-4a0e-a547-025f4d4ba357 · outbound

This paper cites qDKT: Question-centric deep knowledge tracing.

Personalized Exercise Recommendation with Semantically-Grounded Knowledge Tracing qDKT: Question-centric deep knowledge tracing

Reference 65

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T17:24:45.012080Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

Observation c297c202-8d9d-4c74-91f2-27fcd822b7c0 · outbound

This paper cites Knowledge tracing machines: Factorization machines for knowledge tracing.

Personalized Exercise Recommendation with Semantically-Grounded Knowledge Tracing Knowledge tracing machines: Factorization machines for knowledge tracing

Reference 66

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T17:24:44.881669Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

Observation 5c3d199d-0d98-47ae-ab50-c3b2892e55fb · outbound

This paper cites Instructions and Guide for Diagnostic Questions: The NeurIPS 2020 Education Challenge.

Personalized Exercise Recommendation with Semantically-Grounded Knowledge Tracing Instructions and Guide for Diagnostic Questions: The NeurIPS 2020 Education Challenge

Reference 67

Resolution: unresolved; no resolver link, observed 2026-08-06T17:24:33.671041Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 625041e2-ac2b-42b0-8cf6-d7ad76c6ba1b · outbound

This paper cites Tianshou: A highly modularized deep reinforcement learning library.

Personalized Exercise Recommendation with Semantically-Grounded Knowledge Tracing Tianshou: A highly modularized deep reinforcement learning library

Reference 68

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T17:24:44.714181Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

Observation 8c6cb31d-5cb2-49a9-80c3-4e335e293f0f · outbound

This paper cites Contrastive personalized exercise recommendation with reinforcement learning.

Personalized Exercise Recommendation with Semantically-Grounded Knowledge Tracing Contrastive personalized exercise recommendation with reinforcement learning

Reference 69

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T17:24:44.603864Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

Observation eb3c43d0-1438-497c-9508-aa4be6bf6d85 · outbound

This paper cites Large language model augmented exercise retrieval for personalized language learning.

Personalized Exercise Recommendation with Semantically-Grounded Knowledge Tracing Large language model augmented exercise retrieval for personalized language learning

Reference 70

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T17:24:44.474616Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

Observation aafce489-afc6-4d19-8539-ef98de50caec · outbound

This paper cites Deep-IRT: Make deep learning based knowledge tracing explainable using item response theory.

Personalized Exercise Recommendation with Semantically-Grounded Knowledge Tracing Deep-IRT: Make deep learning based knowledge tracing explainable using item response theory

Reference 71

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T17:24:44.347358Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

Observation eae13da0-66aa-4d38-829d-6b6f066424c0 · outbound

This paper cites Addressing two problems in deep knowledge tracing via prediction- consistent regularization.

Personalized Exercise Recommendation with Semantically-Grounded Knowledge Tracing Addressing two problems in deep knowledge tracing via prediction- consistent regularization

Reference 72

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T17:24:44.171263Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

Observation 6172e177-4cba-4809-b3a6-30cfa83c96e1 · outbound

This paper cites Tracing knowledge instead of patterns: Stable knowledge tracing with diagnostic transformer.

Personalized Exercise Recommendation with Semantically-Grounded Knowledge Tracing Tracing knowledge instead of patterns: Stable knowledge tracing with diagnostic transformer

Reference 73

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T17:24:43.904981Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

Observation 115a65b5-166c-4785-bb1c-ff63fd2ef21c · outbound

This paper cites Dynamic key-value memory networks for knowledge tracing.

Personalized Exercise Recommendation with Semantically-Grounded Knowledge Tracing Dynamic key-value memory networks for knowledge tracing

Reference 74

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T17:24:43.691989Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

Observation c6ee50b4-593d-4aba-8fa0-6e397ac4d692 · outbound

This paper cites Dynamic multi-objective sequence-wise recommendation framework via deep reinforcement learning.

Personalized Exercise Recommendation with Semantically-Grounded Knowledge Tracing Dynamic multi-objective sequence-wise recommendation framework via deep reinforcement learning

Reference 75

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T17:24:43.498337Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

Observation fbc1d9e6-67ed-4d02-8cfa-460c064cf66c · outbound

This paper cites Solution_Steps.

Personalized Exercise Recommendation with Semantically-Grounded Knowledge Tracing Solution_Steps

Reference 76

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T17:24:43.277829Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

Observation 24c99054-4687-4121-ad3a-8f9a42b3ccc2 · outbound

This paper cites an unresolved cited work.

Personalized Exercise Recommendation with Semantically-Grounded Knowledge Tracing Unresolved cited work

Reference 77

Resolution: unresolved; raw_fallback, observed 2026-08-06T17:24:43.169171Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

Observation 6f17c642-dee2-455e-9c52-b966d279cc55 · outbound

This paper cites an unresolved cited work.

Personalized Exercise Recommendation with Semantically-Grounded Knowledge Tracing Unresolved cited work

Reference 78

Resolution: unresolved; raw_fallback, observed 2026-08-06T17:24:42.970260Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

Observation 185a684f-a0cc-4c0e-9878-082b9745dbe5 · outbound

This paper cites - List of KCs: Provide a list of unique KCs with the help of your reasoning above, i .e.

Personalized Exercise Recommendation with Semantically-Grounded Knowledge Tracing - List of KCs: Provide a list of unique KCs with the help of your reasoning above, i .e

Reference 79

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T17:24:42.799906Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

Observation fa81cadf-86aa-4985-b709-0bb64ce59d3b · outbound

This paper cites an unresolved cited work.

Personalized Exercise Recommendation with Semantically-Grounded Knowledge Tracing Unresolved cited work

Reference 80

Resolution: unresolved; raw_fallback, observed 2026-08-06T17:24:42.586814Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

Observation 1f09952e-7a84-4cd5-99a5-c19f29e724b8 · outbound

This paper cites As the step-by- step solution is already provided, use your judgement to infer which knowledge concept(s) might be needed.

Personalized Exercise Recommendation with Semantically-Grounded Knowledge Tracing As the step-by- step solution is already provided, use your judgement to infer which knowledge concept(s) might be needed

Reference 81

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T17:24:42.368981Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

Observation f28e9233-98dc-46ff-a17d-56627f9de44b · outbound

This paper cites Use your judgement based on your input and your ability to infer how the solution would conclude.

Personalized Exercise Recommendation with Semantically-Grounded Knowledge Tracing Use your judgement based on your input and your ability to infer how the solution would conclude

Reference 82

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T17:24:42.188759Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

Observation d354fda4-9eec-4f17-a431-f81bd090cfc8 · outbound

This paper cites Reasoning.

Personalized Exercise Recommendation with Semantically-Grounded Knowledge Tracing Reasoning

Reference 83

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T17:24:41.988353Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

Observation 10226735-f0c7-44b7-afd4-1b0550759a90 · outbound

This paper cites an unresolved cited work.

Personalized Exercise Recommendation with Semantically-Grounded Knowledge Tracing Unresolved cited work

Reference 84

Resolution: unresolved; raw_fallback, observed 2026-08-06T17:24:41.785075Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

Observation 35b6a1a6-70d8-4182-948f-558e7e49378f · outbound

This paper cites an unresolved cited work.

Personalized Exercise Recommendation with Semantically-Grounded Knowledge Tracing Unresolved cited work

Reference 85

Resolution: unresolved; raw_fallback, observed 2026-08-06T17:24:41.591372Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

Observation ed34e9fb-408a-4218-a096-7414a051eb71 · outbound

This paper cites an unresolved cited work.

Personalized Exercise Recommendation with Semantically-Grounded Knowledge Tracing Unresolved cited work

Reference 86

Resolution: unresolved; raw_fallback, observed 2026-08-06T17:24:41.342290Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

Observation a7a312b1-5800-4801-971f-a0807d56f26f · outbound

This paper cites For instance, if there are 4 solution steps, the pair "5-2" is illegal.

Personalized Exercise Recommendation with Semantically-Grounded Knowledge Tracing For instance, if there are 4 solution steps, the pair "5-2" is illegal

Reference 87

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T17:24:41.220531Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

Observation e3cc6d13-fdb2-4c3a-a240-6156ec44e25e · outbound

This paper cites 1-1, 1-3, 1-5, 2-4, 3-2, 3-5, 4-2, 4-3, 4-5.

Personalized Exercise Recommendation with Semantically-Grounded Knowledge Tracing 1-1, 1-3, 1-5, 2-4, 3-2, 3-5, 4-2, 4-3, 4-5

Reference 88

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T17:24:41.040018Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

Observation 6f47fc02-d774-48aa-8eba-08dfc3efe8ee · outbound

This paper cites list_KCs.

Personalized Exercise Recommendation with Semantically-Grounded Knowledge Tracing list_KCs

Reference 89

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T17:24:40.885107Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

Observation 0be75b9d-a005-4248-b361-b2a0018323be · outbound

This paper cites an unresolved cited work.

Personalized Exercise Recommendation with Semantically-Grounded Knowledge Tracing Unresolved cited work

Reference 90

Resolution: unresolved; raw_fallback, observed 2026-08-06T17:24:40.710277Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

Observation 2a8f42f6-057f-49c0-9f76-a319eec46ca2 · outbound

This paper cites an unresolved cited work.

Personalized Exercise Recommendation with Semantically-Grounded Knowledge Tracing Unresolved cited work

Reference 91

Resolution: unresolved; raw_fallback, observed 2026-08-06T17:24:40.512267Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

Observation 3a05175f-39f6-4cd4-a355-c838692d7d2f · outbound

This paper cites an unresolved cited work.

Personalized Exercise Recommendation with Semantically-Grounded Knowledge Tracing Unresolved cited work

Reference 92

Resolution: unresolved; raw_fallback, observed 2026-08-06T17:24:40.311620Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

Observation 959b4261-a703-496d-8281-eeb24fde28b0 · outbound

This paper cites an unresolved cited work.

Personalized Exercise Recommendation with Semantically-Grounded Knowledge Tracing Unresolved cited work

Reference 93

Resolution: unresolved; raw_fallback, observed 2026-08-06T17:24:40.156452Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

Observation f387f57e-d59c-46e0-988c-2c0fc5902f5a · outbound

This paper cites an unresolved cited work.

Personalized Exercise Recommendation with Semantically-Grounded Knowledge Tracing Unresolved cited work

Reference 94

Resolution: unresolved; raw_fallback, observed 2026-08-06T17:24:39.963529Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

Observation af24c9ec-581c-4847-a240-e8d1327a9c63 · outbound

This paper cites an unresolved cited work.

Personalized Exercise Recommendation with Semantically-Grounded Knowledge Tracing Unresolved cited work

Reference 95

Resolution: unresolved; raw_fallback, observed 2026-08-06T17:24:39.791058Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

Observation 9e529f58-625c-405a-9627-b0e6cb639a38 · outbound

This paper cites an unresolved cited work.

Personalized Exercise Recommendation with Semantically-Grounded Knowledge Tracing Unresolved cited work

Reference 96

Resolution: unresolved; raw_fallback, observed 2026-08-06T17:24:39.616439Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

Observation 8ddd42e5-f87f-466c-a764-d9ed9af9ae32 · outbound

This paper cites an unresolved cited work.

Personalized Exercise Recommendation with Semantically-Grounded Knowledge Tracing Unresolved cited work

Reference 97

Resolution: unresolved; raw_fallback, observed 2026-08-06T17:24:39.439355Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

Observation 59abc787-54ed-48bc-9671-ee83d7e13734 · outbound

This paper cites an unresolved cited work.

Personalized Exercise Recommendation with Semantically-Grounded Knowledge Tracing Unresolved cited work

Reference 98

Resolution: unresolved; raw_fallback, observed 2026-08-06T17:24:39.282530Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

Observation 01e2f982-8ca2-4f73-a6a2-2d82f134edc5 · outbound

This paper cites an unresolved cited work.

Personalized Exercise Recommendation with Semantically-Grounded Knowledge Tracing Unresolved cited work

Reference 99

Resolution: unresolved; raw_fallback, observed 2026-08-06T17:24:39.102803Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

Observation 578e687e-001b-40e2-a9c4-98cd14af5eb0 · outbound

This paper cites an unresolved cited work.

Personalized Exercise Recommendation with Semantically-Grounded Knowledge Tracing Unresolved cited work

Reference 100

Resolution: unresolved; raw_fallback, observed 2026-08-06T17:24:38.908608Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

Coverage vector

Reference resolution

Outbound references

Pith citing papers