GitHub: yaojingang/geo-citation-lab, 02-geo-aeo-ai-search-papers, README 与论文清单 CSV。

Aggarwal et al. GEO: Generative Engine Optimization. arXiv:2311.09735, KDD 2024.

CC-GSEO-Bench: A Content-Centric Benchmark for Measuring Source Influence in Generative Search Engines. arXiv:2509.05607.

Do not Measure Once: Reliable AI Search Visibility Requires Repeated Trials and Structure-Aware Metrics. arXiv:2604.07585.

Generative Engine Optimization: How to Dominate AI Search. arXiv:2509.08919.

Navigating the Shift: A Comparative Analysis of Web Search and Generative AI Response Generation. arXiv:2601.16858.

IF-GEO: Conflict-Aware Instruction Fusion for Multi-Query Generative Engine Optimization. arXiv:2601.13938.

Role-Augmented Intent-Driven Generative Search Engine Optimization. arXiv:2508.11158.

Think Before Writing: Feature-Level Optimization for Generative Engine Optimization. arXiv:2604.19113.

What Generative Search Engines Like: Explaining and Optimizing Website Visibility in Generative Search. arXiv:2510.11438.

AI Answer Engine Citation Behavior: An Empirical Analysis of the GEO16 Framework. arXiv:2509.10762.

From Citation Selection to Citation Absorption: Understanding Source Influence in LLM-Generated Answers. arXiv:2604.25707.

SAGEO: A Search Arena for Generative Engine Optimization in a Realistic Environment. arXiv:2602.12187.

Structural Feature Engineering for Generative Engine Optimization. arXiv:2603.29979.

Characterizing Web Search in the Age of Generative AI. arXiv:2510.11560.

NExT-Search: Rebuilding User Feedback Ecosystem for Generative AI Search. arXiv:2505.14680.

What Evidence Do Language Models Find Convincing? arXiv:2402.11782.

Adversarial Search Engine Optimization for Large Language Models. arXiv:2406.18382.

Ranking Manipulation for Conversational Search Engines. arXiv:2406.03589.

PoisonArena: Uncovering Competing Poisoning Attacks in Retrieval-Augmented Generation. arXiv:2505.12574.

E-GEO: A Testbed for Generative Engine Optimization in E-Commerce. arXiv:2511.20867.

Decoupling Search from Reasoning: A Vendor-Agnostic Grounding Architecture for LLM Agents. arXiv:2606.18947.

MCompassRAG: Topic Metadata as a Semantic Compass for Paragraph-Level Retrieval. arXiv:2606.18508.

SAGE: Scalable AI Governance & Evaluation. arXiv:2602.07840.