Collections of comprehensive reviews that guide towards AGI.
- we get 170~ surveys
Surveys about:
- 🎡LLMs :
Pretrained,PEFT,RLHF,Prompt,Long-Context,Evaluation,Hallucination,data,Resoning,Knowledge,NLP-task.. - 🎛️Multimodal:
VQA,img2text,Representation,... - 🪩Diffustion-like Model:
text-to-image,text-to-video,... - 🛠️AI Infra:
training,inference,compression,distillation,Speculative,... - 🤖Agent:
multi-agent,workflow,interative,game,... - 🛡️AI Safety:
Alignment,Detection,jailbreak,redteaming,watermarking - 📱Application:
RAG,math,code,finance,medical,search,chat2sql,chat2excel,auto-drive,time-series,Recommendations...) - ...
- add topic tag
- add arxiv links
The raw data we publish in ./survey.csv
| title | tag |
|---|---|
| Efficient Training of Large Language Models on Distributed Infrastructures: A Survey | |
| Self-Supervised Learning for Text Recognition: A Critical Survey | |
| Survey and Taxonomy: The Role of Data-Centric AI in Transformer-Based Time Series Forecasting | |
| AI-Driven Healthcare: A Survey on Ensuring Fairness and Mitigating Bias | |
| The Emerged Security and Privacy of LLM Agent: A Survey with Case Studies | |
| Large Language Models for Human-like Autonomous Driving: A Survey | |
| Comprehensive Survey of Complex-Valued Neural Networks: Insights into Backpropagation and Activation Functions | |
| Mobile Edge Intelligence for Large Language Models: A Contemporary Survey | |
| The Art of Refusal: A Survey of Abstention in Large Language Models | |
| AI Safety in Generative AI Large Language Models: A Survey | |
| Applications of Multi-Agent Deep Reinforcement Learning Communication in Network Management: A Survey | |
| Multimodal Machine Learning in Mental Health: A Survey of Data, Algorithms, and Challenges | |
| A Comprehensive Survey of LLM Alignment Techniques: RLHF, RLAIF, PPO, DPO and More | |
| A Survey of Explainable Artificial Intelligence (XAI) in Financial Time Series Forecasting | |
| Adversarial Attacks and Defenses on Text-to-Image Diffusion Models: A Survey | |
| XAI meets LLMs: A Survey of the Relation between Explainable AI and Large Language Models | |
| A Survey on Employing Large Language Models for Text-to-SQL Tasks | |
| Knowledge Mechanisms in Large Language Models: A Survey and Perspective | |
| Internal Consistency and Self-Feedback in Large Language Models: A Survey | |
| Retrieval-Augmented Generation for Natural Language Processing: A Survey | |
| A Survey of Prompt Engineering Methods in Large Language Models for Different NLP Tasks | |
| A Survey on Universal Approximation Theorems | |
| Grounding and Evaluation for Large Language Models: Practical Challenges and Lessons Learned (Survey) | |
| Computational Politeness in Natural Language Processing: A Survey | |
| LLM Inference Serving: Survey of Recent Advances and Opportunities | |
| Reasoning with Large Language Models, a Survey | |
| Building Intelligence Identification System via Large Language Model Watermarking: A Survey and Beyond | |
| A Survey on LoRA of Large Language Models | |
| Towards Systematic Monolingual NLP Surveys: GenA of Greek NLP | |
| The Synergy between Data and Multi-Modal Large Language Models: A Survey from Co-Development Perspective | |
| A Survey of Attacks on Large Vision-Language Models: Resources, Advances, and Future Trends | |
| A Survey on Mixture of Experts | |
| Merge, Ensemble, and Cooperate! A Survey on Collaborative Strategies in the Era of Large Language Models | |
| A Survey of Controllable Learning: Methods and Applications in Information Retrieval | |
| Jailbreak Attacks and Defenses Against Large Language Models: A Survey | |
| A Systematic Survey and Critical Review on Evaluating Large Language Models: Challenges, Limitations, and Recommendations | |
| A Survey on Natural Language Counterfactual Generation | |
| A Survey of Data Synthesis Approaches | |
| Survey on Knowledge Distillation for Large Language Models: Methods, Evaluation, and Application | |
| JailbreakZoo: Survey, Landscapes, and Horizons in Jailbreaking Large Language and Vision-Language Models | |
| Large Language Model Enhanced Knowledge Representation Learning: A Survey | |
| Diffusion Models and Representation Learning: A Survey | |
| A Survey on Failure Analysis and Fault Injection in AI Systems | |
| From Efficient Multimodal Models to World Models: A Survey | |
| Fairness and Bias in Multimodal AI: A Survey | |
| A Survey on Transformers in NLP with Focus on Efficiency | |
| A Survey on Intent-aware Recommender Systems | |
| U Can't Gen This? A Survey of Intellectual Property Protection Methods for Data in Generative AI | |
| On LLMs-Driven Synthetic Data Generation, Curation, and Evaluation: A Survey | |
| Unveiling the Spectrum of Data Contamination in Language Models: A Survey from Detection to Remediation | |
| A Survey of Multimodal-Guided Image Editing with Text-to-Image Diffusion Models | |
| A Survey of Large Language Models for Financial Applications: Progress, Prospects and Challenges | |
| A Systematic Survey of Text Summarization: From Statistical Methods to Large Language Models | |
| A Survey on Human Preference Learning for Large Language Models | |
| On the Role of Entity and Event Level Conceptualization in Generalizable Reasoning: A Survey of Tasks, Methods, Applications, and Future Directions | |
| Next-Generation Database Interfaces: A Survey of LLM-based Text-to-SQL | |
| Resource Allocation and Workload Scheduling for Large-Scale Distributed Deep Learning: A Survey | |
| Unique Security and Privacy Threats of Large Language Model: A Comprehensive Survey | |
| A Survey of Backdoor Attacks and Defenses on Large Language Models: Implications for Security Measures | |
| Towards Lifelong Learning of Large Language Models: A Survey | |
| A Survey on LLM-Based Agents: Common Workflows and Reusable LLM-Profiled Components | |
| Video-Language Understanding: A Survey from Model Architecture, Model Training, and Data Perspectives | |
| Culturally Aware and Adapted NLP: A Taxonomy and a Survey of the State of the Art | |
| Memorization in deep learning: A survey | |
| AI Agents Under Threat: A Survey of Key Security Challenges and Future Pathways | |
| A Survey of Neural Code Intelligence: Paradigms, Advances and Beyond | |
| Parameter-Efficient Fine-Tuning for Large Models: A Comprehensive Survey | |
| From Handcrafted Features to LLMs: A Brief Survey for Machine Translation Quality Estimation | |
| A Survey on Quality Metrics for Text-to-Image Models | |
| A Survey on Game Playing Agents and Large Models: Methods, Applications, and Challenges | |
| Large Language Models and Causal Inference in Collaboration: A Comprehensive Survey | |
| Knowledge Conflicts for LLMs: A Survey | |
| Improving deep learning with prior knowledge and cognitive models: A survey on enhancing explainability, adversarial robustness and zero-shot learning | |
| On Protecting the Data Privacy of Large Language Models (LLMs): A Survey | |
| A Survey on Human-AI Teaming with Large Pre-Trained Models | |
| Breaking Down the Defenses: A Comparative Survey of Attacks on Large Language Models | |
| Controllable Generation with Text-to-Image Diffusion Models: A Survey | |
| A Comprehensive Survey on Process-Oriented Automatic Text Summarization with Exploration of LLM-Based Methods | |
| A Survey of AI-generated Text Forensic Systems: Detection, Attribution, and Characterization | |
| Retrieval-Augmented Generation for AI-Generated Content: A Survey | |
| Large Language Models and Games: A Survey and Roadmap | |
| Datasets for Large Language Models: A Comprehensive Survey | |
| A Survey on Recent Advances in LLM-Based Multi-turn Dialogue Systems | |
| Large Language Models(LLMs) on Tabular Data: Prediction, Generation, and Understanding -- A Survey | |
| Multi-Agent, Human-Agent and Beyond: A Survey on Cooperation in Social Dilemmas | |
| A Survey on Data Selection for Language Models | |
| LLM Inference Unveiled: Survey and Roofline Model Insights | |
| Generative AI in Vision: A Survey on Models, Metrics and Applications | |
| Deep Generative Models for Offline Policy Learning: Tutorial, Survey, and Perspectives on Future Directions | |
| Large Language Models for Data Annotation: A Survey | |
| A Survey on Knowledge Distillation of Large Language Models | |
| The Revolution of Multimodal Large Language Models: A Survey | |
| Puzzle Solving using Reasoning of Large Language Models: A Survey | |
| Model Compression and Efficient Inference for Large Language Models: A Survey | |
| Attacks, Defenses and Evaluations for LLM Conversation Safety: A Survey | |
| A Survey of Table Reasoning with Large Language Models | |
| A Systematic Survey of Prompt Engineering in Large Language Models: Techniques and Applications | |
| Large Language Models: A Survey | |
| A Survey on Transformer Compression | |
| Advancing Graph Representation Learning with Large Language Models: A Comprehensive Survey of Techniques | |
| A Survey on Safe Multi-Modal Learning System | |
| A Survey on Data Selection for LLM Instruction Tuning | |
| Large Language Model for Table Processing: A Survey | |
| Beyond the Limits: A Survey of Techniques to Extend the Context Length in Large Language Models | |
| Large Language Model based Multi-Agents: A Survey of Progress and Challenges | |
| Continual Learning for Large Language Models: A Survey | |
| Security and Privacy Challenges of Large Language Models: A Survey | |
| A Survey on Hallucination in Large Vision-Language Models | |
| Continual Learning with Pre-Trained Models: A Survey | |
| A Survey on Data Augmentation in Large Model Era | |
| A Comprehensive Survey of Compression Algorithms for Language Models | |
| Unlocking Efficiency in Large Language Model Inference: A Comprehensive Survey of Speculative Decoding | |
| A Survey on Statistical Theory of Deep Learning: Approximation, Training Dynamics, and Generative Models | |
| Exploring the Reasoning Abilities of Multimodal Large Language Models (MLLMs): A Comprehensive Survey on Emerging Trends in Multimodal Reasoning | |
| Agent AI: Surveying the Horizons of Multimodal Interaction | |
| Training and Serving System of Foundation Models: A Comprehensive Survey | |
| A Comprehensive Survey of Hallucination Mitigation Techniques in Large Language Models | |
| If LLM Is the Wizard, Then Code Is the Wand: A Survey on How Code Empowers Large Language Models to Serve as Intelligent Agents | |
| A Survey of Personality, Persona, and Profile in Conversational Agents and Chatbots | |
| Deep Learning for Code Intelligence: Survey, Benchmark and Toolkit | |
| Large Language Models for Generative Information Extraction: A Survey | |
| Video Understanding with Large Language Models: A Survey | |
| Length Extrapolation of Transformers: A Survey from the Perspective of Positional Encoding | |
| Towards Efficient Generative Large Language Model Serving: A Survey from Algorithms to Systems | |
| A Survey of Reinforcement Learning from Human Feedback | |
| Retrieval-Augmented Generation for Large Language Models: A Survey | |
| A Survey of Text Watermarking in the Era of Large Language Models | |
| Mathematical Language Models: A Survey | |
| Privacy Issues in Large Language Models: A Survey | |
| Efficient Large Language Models: A Survey | |
| A Survey on Prompting Techniques in LLMs | |
| A Survey on Large Language Model (LLM) Security and Privacy: The Good, the Bad, and the Ugly | |
| Trust, distrust, and appropriate reliance in (X)AI: a survey of empirical evaluation of user trust | |
| The Efficiency Spectrum of Large Language Models: An Algorithmic Survey | |
| Large Language Models Meet Computer Vision: A Brief Survey | |
| Advancing Transformer Architecture in Long-Context Large Language Models: A Comprehensive Survey | |
| A Survey of Large Language Models for Code: Evolution, Benchmarking, and Future Trends | |
| A Survey of Large Language Models for Code: Evolution, Benchmarking, and Future Trends | |
| A Survey of Confidence Estimation and Calibration in Large Language Models | |
| Can Knowledge Graphs Reduce Hallucinations in LLMs? : A Survey | |
| How to Bridge the Gap between Modalities: A Comprehensive Survey on Multimodal Large Language Model | |
| Trends in Integration of Knowledge and Large Language Models: A Survey and Taxonomy of Methods, Benchmarks, and Applications | |
| A Survey on Hallucination in Large Language Models: Principles, Taxonomy, Challenges, and Open Questions | |
| A Survey of Large Language Models Attribution | |
| Diffusion Models for Reinforcement Learning: A Survey | |
| LLM4Drive: A Survey of Large Language Models for Autonomous Driving | |
| What Formal Languages Can Transformers Express? A Survey | |
| AI Alignment: A Comprehensive Survey | |
| Evaluating Large Language Models: A Comprehensive Survey | |
| Pitfalls in Language Models for Code Intelligence: A Taxonomy and Survey | |
| Natural Language Interfaces for Tabular Data Querying and Visualization: A Survey | |
| Give Me the Facts! A Survey on Factual Knowledge Probing in Pre-trained Language Models | |
| A Survey on Detection of LLMs-Generated Content | |
| A Survey on LLM-Generated Text Detection: Necessity, Methods, and Future Directions | |
| Survey on Factuality in Large Language Models: Knowledge, Retrieval and Domain-Specificity | |
| A Survey on Image-text Multimodal Models | |
| Navigate through Enigmatic Labyrinth A Survey of Chain of Thought Reasoning: Advances, Frontiers and Future | |
| Large Language Model Alignment: A Survey | |
| An In-depth Survey of Large Language Model-based Artificial Intelligence Agents | |
| The Rise and Potential of Large Language Model Based Agents: A Survey | |
| A Survey of Hallucination in Large Foundation Models | |
| Siren's Song in the AI Ocean: A Survey on Hallucination in Large Language Models | |
| Large Language Models for Generative Recommendation: A Survey and Visionary Discussions | |
| Explainability for Large Language Models: A Survey | |
| Bias and Fairness in Large Language Models: A Survey | |
| Reinforcement Learning for Generative AI: A Survey | |
| A Survey of Diffusion Based Image Generation Models: Issues and Their Solutions | |
| Efficient Training of Large Language Models on Distributed Infrastructures: A Survey |