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#swarm-intelligence News & Analysis

3 articles tagged with #swarm-intelligence. AI-curated summaries with sentiment analysis and key takeaways from 50+ sources.

3 articles
AI × CryptoNeutralarXiv – CS AI · Apr 77/10
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PolySwarm: A Multi-Agent Large Language Model Framework for Prediction Market Trading and Latency Arbitrage

PolySwarm is a new multi-agent AI framework that uses 50 diverse large language models to trade on prediction markets like Polymarket, combining swarm intelligence with arbitrage strategies. The system outperformed single-model baselines in probability calibration and includes latency arbitrage capabilities to exploit pricing inefficiencies across markets.

AIBullisharXiv – CS AI · Mar 37/103
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Large Language Model-Assisted UAV Operations and Communications: A Multifaceted Survey and Tutorial

Researchers have published a comprehensive survey exploring the integration of Large Language Models (LLMs) with Uncrewed Aerial Vehicles (UAVs), proposing a unified framework for intelligent drone operations. The study examines how LLMs can enhance UAV capabilities including swarm coordination, navigation, mission planning, and human-drone interaction through advanced reasoning and multimodal processing.

AINeutralarXiv – CS AI · Mar 35/107
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SIGMAS: Second-Order Interaction-based Grouping for Overlapping Multi-Agent Swarms

Researchers introduce SIGMAS, a self-supervised AI framework for identifying group structures in multi-agent swarms like drone fleets without ground-truth supervision. The system uses second-order interactions to infer latent group memberships from agent trajectories, demonstrating robust performance across diverse synthetic swarm scenarios.