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AI Survey Papers

Awesome License: MIT

Large Visual Language Model(LVLM), Large Language Model(LLM), Multimodal Large Language Model(MLLM), Alignment, Agent, AI System, Survey


Multimodal && LVLM

  1. Vision-Language Models for Vision Tasks: A Survey, 2023.04
  2. Foundational Models Defining a New Era in Vision: A Survey and Outlook, 2023.07
  3. Multimodal Foundation Models: From Specialists to General-Purpose Assistants, 2023.09
  4. How to Bridge the Gap between Modalities: A Comprehensive Survey on Multi-modal Large Language Model, 2023.11
  5. Visual Instruction Tuning towards General-Purpose Multimodal Model: A Survey, 2023.12
  6. MM-LLMs: Recent Advances in MultiModal Large Language Models, 2024.01
  7. A Survey on Hallucination in Large Vision-Language Models, 2024.02

LLM

  1. A Survey of Large Language Models, 2023.11
  2. Instruction Tuning for Large Language Models: A Survey, 2023.06
  3. Retrieval-Augmented Generation for Large Language Models: A Survey, 2023.12
  4. A Comprehensive Study of Knowledge Editing for Large Language Models, 2024.01
  5. A Comprehensive Survey of Hallucination Mitigation Techniques in Large Language Models, 2024.01
  6. Understanding LLMs: A Comprehensive Overview from Training to Inference, 2024.01
  7. Knowledge Conflicts for LLMs: A Survey, 2024.03

Alignment

  1. Alignment of Language Agents, 2021.03
  2. From Instructions to Intrinsic Human Values —— A Survey of Alignment Goals for Big Models, 2023.08
  3. AI Alignment: A Comprehensive Survey, 2024.02
  4. On the Essence and Prospect: An Investigation of Alignment Approaches for Big Models, 2024.03

Agent

  1. LLM Powered Autonomous Agents, 2023.06
  2. The Rise and Potential of Large Language Model Based Agents: A Survey, 2023.09
  3. AGENT AI:SURVEYING THE HORIZONS OF MULTIMODAL INTERACTION, 2024.01
  4. PERSONAL LLM AGENTS: INSIGHTS AND SURVEY ABOUT THE CAPABILITY, EFFICIENCY AND SECURITY, 2024.01
  5. Understanding the planning of LLM agents: A survey, 2024.02

AGI

  1. OpenAI: Planning for AGI and beyond, 2023.02
  2. Levels of AGI: Operationalizing Progress on the Path to AGI, 2023.11