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Bibliography

A curated collection of academic papers, journal articles, and resources that inform our research.

Complex Logical Reasoning over Knowledge Graphs using Large Language Models

Agarwal, S., Radhakrishnan, N., Bonam, S., Vincent, D., Karnick, H., Biswas, P. (2023)

arXiv

Think-on-Graph: Deep and Responsible Reasoning of Large Language Model on Knowledge Graph

Chen, H., Wang, L., Zhang, Y. (2023)

arXiv

From Local to Global: A Graph RAG Approach to Query-Focused Summarization

Edge, C., Xia, S., Wang, X., Wang, H., Diao, S., Chen, Z., Liu, Z., Lin, B., Gardner, M., Wang, H. (2024)

arXiv

Talk like a Graph: Encoding Graphs for Large Language Models

Fatemi, B., Garg, V., Rectenmald, L., Noutahi, E., Pal, C., Yu, H., Vázquez, D. (2023)

arXiv

G-Retriever: Retrieval-Augmented Generation for Textual Graph Understanding and Question Answering

He, X., Lin, B., Yao, C., Liu, Z., Rao, J., Zhou, J. (2024)

arXiv

Reasoning on Graphs: Faithful and Interpretable Large Language Model Reasoning

Hu, J., Liu, X., Zhang, Z. (2023)

arXiv

Graph Chain-of-Thought: Augmenting Large Language Models by Reasoning on Graphs

Jin, P., Xu, X., Yang, C., Zhang, K., Han, J. (2024)

arXiv

Multi-hop Question Answering under Temporal Knowledge Editing

Kang, S.Y., Liu, Z., Kim, Y., Zhu, H., Yavuz, S., Cheung, J.C. (2024)

arXiv

Dense Passage Retrieval for Open-Domain Question Answering

Karpukhin, V., Oguz, B., Min, S., Lewis, P., Wu, L., Edunov, S., Chen, D., Yih, W. (2020)

EMNLP

GNN-RAG: Graph Neural Retrieval for Large Language Model Reasoning

Mavromatis, C., Kazemi, S.M., Lamb, C., Chen, Z. (2024)

arXiv

GRAG: Graph Retrieval-Augmented Generation

Sui, Z., Chen, X., Chen, L., Li, J., Zhou, J. (2024)

arXiv

KnowledgeNavigator: Leveraging Large Language Models for Enhanced Reasoning over Knowledge Graph

Wang, Z., Zhang, T., Xie, R., Li, J. (2023)

arXiv

QA-GNN: Reasoning with Language Models and Knowledge Graphs for Question Answering

Yasunaga, M., Ren, H., Bosselut, A., Liang, P., Leskovec, J. (2021)

NAACL

Dynamic and Temporal Knowledge Graphs: A Survey

Xie, C., Yang, J., Feng, Y., Ren, T., Ding, B. (2024)

arXiv

Practice of Streaming Processing of Dynamic Graphs: Concepts, Models, and Systems

Xie, C., Chen, L., Chen, Y., Qin, L., Zhou, X. (2019)

arXiv

HippoRAG: Neurobiologically Inspired Long-Term Memory for Large Language Models

Zhang, S., Kang, D., Sun, H., Liu, Z., Shen, Y., Zhang, D., Liu, H., Sun, M. (2024)

arXiv

Perception, Reason, Think, and Plan: A Survey on Large Multimodal Reasoning Models

Ding, Z., Xu, Y., Wang, Y., Xu, M., Luo, L., Li, Z., Liu, Z., Hu, X., Jiang, D., Luo, J., Shan, S., Chen, X. (2025)

arXiv

Unifying Large Language Models and Knowledge Graphs: A Roadmap

Pan, J.Z., Lefrançois, M., Reutter, J., Vrandečić, D., Groth, P. (2023)

arXiv

Towards Foundation Models for Knowledge Graph Reasoning

Wang, X., Wang, D., Peng, N., El-Kishky, A., Ma, J., Huang, H., Wang, X. (2023)

arXiv

LLaGA: Large Language and Graph Assistant

Ye, F., Yuan, Y., Wang, Z., Wang, X., Liang, Y., Wang, X., Jian, J., Li, Z. (2024)

arXiv

Arize Phoenix: AI-Judge for Relevance and Toxicity Detection

Arize AI (2024)

Phoenix Documentation

DeepEval: Test-Driven LLM Development

Confident AI (2024)

GitHub Repository

Comet Opik: Open-Source Platform for Evaluating, Testing, and Monitoring LLM Applications

Doddy, V. (2024)

Medium Blog

Snowflake Arctic Cookbook: A Deep Dive into LLM Evaluation Standards

Snowflake Engineering (2024)

Snowflake Engineering Blog

CRAG -- Comprehensive RAG Benchmark

Laban, P., Moldovan, B.A., Nagpal, C., Kalra, K., Rajani, N., Xiong, C. (2024)

arXiv

Revolutionizing Gen AI Operations: Portkey's End-to-End LLMOps Platform

Avasant Research (2024)

Avasant Research Report

EleutherAI LM Evaluation Harness

EleutherAI Team (2023)

GitHub Repository

Guide to Understand LLM Evaluation

Giskard Team (2024)

Giskard Knowledge Base

MLflow LLM Evaluate: Judge Metrics as First-Class Objects

MLflow Team (2024)

MLflow Documentation

Operationalize LLM Evaluation at Scale Using Amazon SageMaker Clarify and MLOps Services

AWS Machine Learning Team (2024)

AWS Machine Learning Blog

TruLens: LLM Evaluation with RAG-Triad Metrics

TruEra (2024)

TruLens Documentation

Awesome Video Generation

AlonzoLeeeooo (2024)

GitHub Repository

Align your Latents: High-Resolution Video Synthesis with Latent Diffusion Models

Blattmann, A., Rombach, R., Ling, H., Dockhorn, T., Kim, S.J., Fidler, S., Ommer, B. (2023)

arXiv

VideoCrafter1: Open Diffusion Models for High-Quality Video Generation

Chen, Z., Chen, T., Xie, Y., Zhang, R., Gao, X. (2023)

arXiv

Video Diffusion Models: A Survey

Melnik, A., Ljubljanac, M., Lu, C., Yan, Q., Ren, W., Ritter, H. (2024)

arXiv

Enhancing Motion in Text-to-Video Generation with Decomposed Encoding and Conditioning

Pei, R., Zhang, H., Lou, Z., Xiao, Y., Wang, Z., Wang, Z., Xiong, C. (2024)

arXiv

Awesome Video Diffusion

showlab (2024)

GitHub Repository

CogVideoX: Text-to-Video Diffusion Models with An Expert Transformer

THUDM Team (2024)

arXiv

Phenaki: Variable Length Video Generation From Open Domain Textual Description

Villegas, R., Sohl-Dickstein, J., Salimans, T., Dieleman, S., Vasconcelos, N., Gregor, K., Kalchbrenner, N., Bellard, F. (2022)

arXiv

ModelScope Text-to-Video Technical Report

Wang, J., Yuan, H., Chen, D., Zhang, Y., Wang, X., Zhang, S. (2023)

arXiv

Diffusion Models for Video Generation

Weng, L. (2024)

Lil'Log Blog

Meet Khanmigo: Khan Academy's AI-powered teaching assistant & tutor

Khan Academy (2024)

Khan Academy

An educator's journey through personalized learning to AI integration

EdNC (2024)

Education North Carolina

What Is Self-Directed Education?

Alliance for Self-Directed Education (2023)

ASDE Website

Self-Directed Learning: A Four-Step Process

Centre for Teaching Excellence (2023)

University of Waterloo

Self-Managed Learning and AI: A New Way to Learn

James, C. (2024)

Medium

Artificial intelligence in intelligent tutoring systems toward sustainable education: a systematic review

Lin, P.C., Chen, Y.H., Lo, S.L., Chai, C.S., Wu, J.Y., Hwang, G.J. (2023)

Smart Learning Environments

Self-Directed Learning: A Core Concept in Adult Education

Loeng, S. (2020)

Education Research International

The Future of AI Tutors in Higher Education

EdTech Magazine (2022)

EdTech Magazine Higher Education

3 Ways AI Drives Personalized Learning and Student Engagement

QuadC (2024)

QuadC Blog

The New Teachers' Aides: AI Tutors

Education Week (2024)

Education Week Technology

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