Securing Multi-Agent GIS Systems: Risk Evaluation and Prompt Hardening Optimization

arXiv:2606.17092 · cs.CR, cs.CL · Submitted 2026-06-13 · Read on arXiv

cs.CR, cs.CL

Submitted: 2026-06-13

Updated: 2026-08-28

Comments: Kyle Gao and Pranavi Kotta contributed equally to this work. Accepted for publication in IEEE Geoscience and Remote Sensing Letters

DOI: 10.1109/LGRS.2026.3726972

License: http://arxiv.org/licenses/nonexclusive-distrib/1.0/

Terminology

Robustness — 15× in this paper · explained in 5 episodes
Agentic System — 9× in this paper · explained in 2 episodes
Ablation — 8× in this paper · explained in 1 episode
Abstraction — 3× in this paper · explained in 1 episode
Benchmark — 3× in this paper · explained in 2 episodes
Ablation study — 2× in this paper · explained in 1 episode
Adaptability — 2× in this paper · explained in 1 episode
Agentic Architecture — 2× in this paper · explained in 1 episode
Calibration — 2× in this paper · explained in 7 episodes
Consistency — 2× in this paper · explained in 3 episodes
Hallucination — 2× in this paper · explained in 3 episodes
Agent Architectures — 1× in this paper · explained in 1 episode
Agent Interactions — 1× in this paper · explained in 1 episode
Agentic LLM Systems — 1× in this paper · explained in 1 episode
Alignment — 1× in this paper · explained in 1 episode
Benchmarking — 1× in this paper · explained in 3 episodes
Failure Modes — 1× in this paper · explained in 3 episodes
Gaussian Splatting — 1× in this paper · explained in 4 episodes
Interpretability — 1× in this paper · explained in 15 episodes
Multi-Agent System — 1× in this paper · explained in 6 episodes
Prompt Engineering — 1× in this paper · explained in 4 episodes
Reasoning Traces — 1× in this paper · explained in 3 episodes
Steering — 1× in this paper · explained in 2 episodes
Trace — 1× in this paper · explained in 2 episodes

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