Aug 14, 2026
LongEarth-R1: Benchmarking and Aligning Vision-Language Models for Long-Horizon Earth Observation Reasoning
LongEarth-R1 is a framework designed to improve how vision-language models reason about long-term geographic changes.
Explore Franklin AI
AI Research Papers
Understand new AI research with readable explanations and links to the original papers.
Aug 14, 2026
Enhancing Virtual Agents through SLMs and Edge-Computing: An Exploratory Evaluation of Think and Memory Processes
This paper explores how to make virtual agents in Metaverse-style environments more intelligent by using Small Language Models (SLMs) to handle core cognitiv...
Aug 14, 2026
Academic League of Artificial Intelligence - An Integrative Perspective of Teaching, Research, and Extension
Academic League of Artificial Intelligence - An Integrative Perspective of Teaching, Research, and Extension presents an organizational framework for student...
Aug 14, 2026
LLM-Guided Graph Generation for Structure-Based Local Improvement Methods
The paper "LLM-Guided Graph Generation for Structure-Based Local Improvement Methods" introduces an automated pipeline that uses Large Language Models (LLMs)...
Aug 14, 2026
TopoIntent: Compiling Security Intent into Executable, Compliance-Checked Network Topologies
TopoIntent is a system designed to automate the creation of enterprise network security architectures.
Aug 14, 2026
Numeracy in Large Language Models: Fundamental Limitations and Paths to Improvement
Large language models (LLMs) often struggle with basic numerical tasks despite their high performance on complex mathematical reasoning benchmarks.
Aug 14, 2026
Sovereign by necessity? Frontier AI export controls, cyber security, and the limits of national AI capability
"Sovereign by necessity? Frontier AI export controls, cyber security, and the limits of national AI capability" examines the geopolitical and security implic...
Aug 14, 2026
OmniScientist: An Omni-Modal Omni-Discipline AI Scientist
OmniScientist is an end-to-end AI system designed to automate the entire scientific research lifecycle, from generating hypotheses to writing final manuscrip...
Aug 14, 2026
SkillEvo: Self-Renewing Evolution Gradients from Multi-Turn Interaction Feedback
SkillEvo is a framework designed to automate the maintenance and improvement of "Agent Skills"—portable modules that encapsulate domain knowledge and procedu...
Aug 14, 2026
NAS-Driven Hardware Accelerator Exploration for Edge AI and Quantization Effects on the Pareto Space
NAS-Driven Hardware Accelerator Exploration for Edge AI and Quantization Effects on the Pareto Space addresses the challenge of deploying neural networks on...
Good to know
How do I use these AI research explainers?
Start with the overview to understand the paper’s main idea, then follow its original paper link for the methods, results and limitations.
Can I suggest a research paper?
Use Submit Research to send the original paper URL and explain why it is useful. An editor reviews the suggestion before publication.