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cs.GT2026
Large Language Models as Strategic Bidding Agents in P2P Energy Trading Markets
Ismail Lotfi, Ali Ghrayeb, Haitham Abu-Rub
Peer-to-peer (P2P) energy trading markets rely on double auction mechanisms to match prosumers and consumers in smart grid distribution networks. However, the strategic behavior of…
cs.GT2026
Strategic Bidding in 6G Spectrum Auctions with Large Language Models
Ismail Lotfi, Ali Ghrayeb
Efficient and fair spectrum allocation is a central challenge in 6G networks, where massive connectivity and heterogeneous services continuously compete for limited radio resources…
cs.NI2026
Large Language Models as Bidding Agents in Repeated HetNet Auction
Ismail Lotfi, Ali Ghrayeb, Samson Lasaulce +1
This paper investigates the integration of large language models (LLMs) as reasoning agents in repeated spectrum auctions within heterogeneous networks (HetNets). While auction-bas…