20.500.12556/RUL-186955 Analiza emergentnega jezika umetnih agentov Analysis of Emergent Language in Artificial Agents Jezik predstavlja eno izmed ključnih sposobnosti inteligentnih sistemov. Razumevanje nastanka in strukturiranja komunikacijskih sistemov med posamezniki predstavlja pomemben raziskovalni problem. Ker razvoja naravnih jezikov ne moremo neposredno opazovati ali nadzorovati, za njegovo proučevanje uporabljamo simulacije z umetnimi agenti. V diplomskem delu smo razvili simulacijsko okolje, v katerem umetni nevronski agenti skozi medsebojno komunikacijo razvijajo emergentni komunikacijski sistem brez vnaprej določenih pravil povezovanja med pomeni in simboli. Primerjali smo holistične, kompozicionalne in hibridne komunikacijske modele ter analizirali vpliv njihove arhitekture na strukturo in uspešnost emergentnega jezika. Rezultati eksperimentov pokažejo, da hibridni model dosega boljšo kakovost rekonstrukcije informacij od ostalih dveh modelov. Delo tako prispeva k razumevanju vpliva arhitekture komunikacijskega sistema na nastanek in strukturo emergentnega jezika umetnih agentov. Language represents one of the key capabilities of intelligent systems. Understanding the emergence and structure of communication systems between individuals is an important research problem. Since we cannot directly observe or control the development of natural languages, we use simulations with artificial agents to study this process. In this thesis, we developed a simulation environment in which artificial neural agents develop an emergent communication system through interaction, without predefined rules linking meanings to symbols. We compared holistic, compositional, and hybrid communication models and analyzed the influence of their architecture on the structure and performance of the emergent language. The experimental results show that the hybrid model achieves better information reconstruction quality than the other two models. The work thus contributes to the understanding of how the architecture of a communication system influences the emergence and structure of emergent language in artificial agents. emergentna komunikacija umetni agenti kompozicionalnost jezika emergent communication artificial agents language compositionality true false false Slovenski jezik Angleški jezik Diplomsko delo/naloga 2026-09-08 08:00:04 2026-09-08 08:00:16 2026-09-17 11:26:27 0000-00-00 00:00:00 2026 0 0 0000-00-00 NiDoloceno NiDoloceno NiDoloceno 0000-00-00 0000-00-00 0000-00-00 38862 291422979 Marinko_Luka_-_Analiza_emergentnega_jezika_umetnih_agentov.pdf Marinko_Luka_-_Analiza_emergentnega_jezika_umetnih_agentov.pdf 1 CE133F21CB9B0E04813F5247003F28A8 8fd87c62b4ff22d93aae206d5e27467b5f7e606a45dd6c64e1c8c400c2f7fb15 8cc6cca4-ab4a-11f1-8bc5-0050569b8976 https://repozitorij.uni-lj.si/Dokument.php?lang=slv&id=246360 Fakulteta za računalništvo in informatiko 0 0 0