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+broadens+the+scope+of+computation+and+storage+beyond+the+central+network%252C+incorporating+edge+nodes+close+to+end+devices.+This+expansion+facilitates+the+implementation+of+large-scale+connected+things+within+edge+networks.+The+advent+of+applications+necessitating+real-time%252C+high-quality+service+presents+several+challenges%252C+such+as+low+latency%252C+high+data+rate%252C+reliability%252C+efficiency%252C+and+security%252C+all+of+which+demand+resolution.+The+incorporation+of+reinforcement+learning+(RL)+methodologies+within+MEC+networks+promotes+a+deeper+understanding+of+mobile+user+behaviors+and+network+dynamics%252C+thereby+optimizing+resource+use+in+computing+and+communication+processes.+This+paper+offers+an+exhaustive+survey+of+RL+applications+in+MEC+networks%252C+initially+presenting+an+overview+of+RL+from+its+fundamental+principles+to+the+latest+advanced+frameworks.+Furthermore%252C+it+outlines+various+RL+strategies+employed+in+offloading%252C+caching%252C+and+communication+within+MEC+networks.+Finally%252C+it+explores+open+issues+linked+with+software+and+hardware+platforms%252C+representation%252C+RL+robustness%252C+safe+RL%252C+large-scale+scheduling%252C+generalization%252C+security%252C+and+privacy.+The+paper+proposes+specific+RL+techniques+to+mitigate+these+issues+and+provides+insights+into+their+practical+applications.&cdnurl=https%3a%2f%2fth.bing.com%2fth%2fid%2fR.8fb863dc6f28dc78ca11da3dd2bf9afc%3frik%3drxFjZv2onFZWaA%26pid%3dImgRaw%26r%3d0&exph=630&expw=1200&q=Edgefield+Personal+Learning+Device&FORM=IRPRST&ck=98507AC0BFE3359B8B2460A8BE1763B5&selectedIndex=27&itb=0)
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