{ "episode_qoe_sys": [ 0.8750555271063107, 0.8334642246196506, 0.8944059355227642, 0.8131599115951671, 0.8092765328969523, 0.8745342932865176, 0.84647736931472, 0.8931731868763144, 0.8371105379946385, 0.8791961612059754, 0.8632098100221876, 0.8695519775644363, 0.8628423015122363, 0.8734350736187269, 0.8483529907295714, 0.8423114857429086, 0.8803657150294941, 0.8510532702572741, 0.8304631950186421, 0.8667488933621124, 0.8404248771076229, 0.8486487967057422, 0.8635677799799625, 0.8565540838290695, 0.870724875226422, 0.8831801670398814, 0.8131895177407437, 0.8710293758968881, 0.8934705796032028, 0.8148613426629815, 0.8744474789048806, 0.8789667544929187, 0.8525349613783172, 0.857329742343597, 0.8761734355385626, 0.904423015135199, 0.8793849484849577, 0.8826265627949436, 0.8897049139527275, 0.856038733387, 0.860158539511199, 0.8934791156312529, 0.863660296941753, 0.8743186474050196, 0.8656803738847921, 0.8447913350527694, 0.8670804473103136, 0.8533407806193096, 0.8536745980663027, 0.9038680217184262, 0.8989146409674765, 0.9021621023441183, 0.878914912082221, 0.8847237017586503, 0.8998389889172863, 0.8883262979218418, 0.8805060500262849, 0.8582921662291362, 0.9009279679815895, 0.8920813250783018, 0.8886656091252431, 0.9045799775113827, 0.9062378241030054, 0.8667439454547554, 0.9216476515496831, 0.9004182162504288, 0.9198564048480634, 0.9081652375553397, 0.8905713713751645, 0.8848181173371326, 0.9267169358076246, 0.9041009208854462, 0.8901940939219625, 0.8973961191368836, 0.9304034211843525, 0.8902427640425029, 0.8618808623032634, 0.893871265032597, 0.8797448064111576, 0.9267007151146948, 0.8968953932758498, 0.8818460030654914, 0.9019171245678144, 0.8995043861413053, 0.8745279495611749, 0.903095650055987, 0.9212322071487623, 0.8890085263217812, 0.8770007484799784, 0.9017512904769931, 0.9063517732219277, 0.9176161920635857, 0.9182672080051495, 0.8940171907635459, 0.928280825101855, 0.9025254257027007, 0.9165045463393459, 0.8978660981291701, 0.8999012956816024, 0.9209542884387848 ], "episode_qoe_semantic": [ 0.7595067186990078, 0.666928449239301, 0.7888118710455285, 0.6274911383621642, 0.6244996683726266, 0.7498404314649052, 0.6929547386294398, 0.7899366590572121, 0.6755909777281238, 0.7583923224119506, 0.7282267747700405, 0.7391039551288724, 0.7256846030244729, 0.7468701472374535, 0.6967059814591431, 0.6892307581532481, 0.7607314300589887, 0.7021065405145478, 0.662915986699796, 0.7430413134837324, 0.6849939602315132, 0.6972975934114842, 0.7271355599599252, 0.7132478941074158, 0.7426378472206073, 0.7663603340797626, 0.6315826439196957, 0.7434229673824485, 0.7919013737262091, 0.6297226853259629, 0.7488949578097609, 0.7579335089858376, 0.7050699227566345, 0.7146594846871942, 0.7523468710771251, 0.808846030270398, 0.7633421484709392, 0.7674390733875787, 0.7794098279054551, 0.7351841737703695, 0.7203170790223985, 0.7869582312625059, 0.7273205938835057, 0.7486372948100393, 0.7313607477695844, 0.6905906283675723, 0.7341608946206274, 0.7070230999136464, 0.7073491961326052, 0.8105019991318582, 0.7978292819349533, 0.8067015094887, 0.7578298241644421, 0.7770739584876726, 0.7996779778345724, 0.7771417369694569, 0.7642843458710774, 0.7165843324582724, 0.8018559359631788, 0.7841626501566042, 0.7794887555411195, 0.8091599550227656, 0.8156010213269062, 0.739429008681028, 0.8568070036172074, 0.8008364325008577, 0.8397128096961269, 0.8173478055741488, 0.7858527396880839, 0.769636234674265, 0.8534338716152496, 0.8082018417708927, 0.7833043347003731, 0.7969113417915545, 0.8628512824641303, 0.7807703302176441, 0.7237617246065271, 0.7899419724923711, 0.7594896128223152, 0.8534014302293897, 0.7937907865516993, 0.7636920061309828, 0.8177261079378509, 0.7990087722826108, 0.7490558991223498, 0.8076261088009953, 0.8458305561469885, 0.7780170526435617, 0.7540014969599566, 0.8051930865533096, 0.8127035464438555, 0.8352323841271719, 0.8426371575221238, 0.7880343815270919, 0.8565616502037099, 0.8050508514054012, 0.8330090926786915, 0.7957321962583401, 0.7998025913632049, 0.8419085768775691 ], "episode_qoe_traditional": [ 0.9906043355136134, 1.0, 1.0, 0.99882868482817, 0.9940533974212781, 0.9992281551081301, 1.0, 0.9964097146954167, 0.9986300982611536, 1.0, 0.9981928452743344, 1.0, 1.0, 1.0, 1.0, 0.9953922133325688, 1.0, 1.0, 0.9980104033374877, 0.9904564732404925, 0.9958557939837328, 1.0, 1.0, 0.999860273550723, 0.9988119032322368, 1.0, 0.9947963915617919, 0.9986357844113277, 0.9950397854801962, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 0.9954277484989763, 0.9978140522023082, 1.0, 0.97689329300363, 1.0, 1.0, 1.0, 1.0, 1.0, 0.9989920417379665, 1.0, 0.9996584613249729, 1.0, 0.9972340443049944, 1.0, 0.9976226951995366, 1.0, 0.992373445029628, 1.0, 0.9995108588742263, 0.9967277541814924, 1.0, 1.0, 1.0, 0.9978424627093662, 1.0, 0.9968746268791046, 0.9940588822284827, 0.9864882994821592, 1.0, 1.0, 0.9989826695365306, 0.9952900030622449, 1.0, 1.0, 1.0, 0.997083853143552, 0.9978808964822126, 0.9979555599045742, 0.9997151978673618, 1.0, 0.9978005575728229, 1.0, 1.0, 1.0, 1.0, 0.9861081411977772, 1.0, 1.0, 0.9985651913109789, 0.9966338581505361, 1.0, 1.0, 0.9983094944006765, 1.0, 1.0, 0.9938972584881753, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0 ], "episode_lambda": [ 0.5, 0.5, 0.5, 0.5, 0.5, 0.5, 0.5, 0.5, 0.5, 0.5, 0.5, 0.5, 0.5, 0.5, 0.5, 0.5, 0.5, 0.5, 0.5, 0.5, 0.5, 0.5, 0.5, 0.5, 0.5, 0.5, 0.5, 0.5, 0.5, 0.5, 0.5, 0.5, 0.5, 0.5, 0.5, 0.5, 0.5, 0.5, 0.5, 0.5, 0.5, 0.5, 0.5, 0.5, 0.5, 0.5, 0.5, 0.5, 0.5, 0.5, 0.5, 0.5, 0.5, 0.5, 0.5, 0.5, 0.5, 0.5, 0.5, 0.5, 0.5, 0.5, 0.5, 0.5, 0.5, 0.5, 0.5, 0.5, 0.5, 0.5, 0.5, 0.5, 0.5, 0.5, 0.5, 0.5, 0.5, 0.5, 0.5, 0.5, 0.5, 0.5, 0.5, 0.5, 0.5, 0.5, 0.5, 0.5, 0.5, 0.5, 0.5, 0.5, 0.5, 0.5, 0.5, 0.5, 0.5, 0.5, 0.5, 0.5 ], "episode_fairness": [ 0.9740002661167355, 0.9461039358756884, 0.9822630439236174, 0.9276640450601222, 0.9211461422181229, 0.9712991765967104, 0.9454405789499944, 0.9833240149213802, 0.9388388991580909, 0.9722697327955144, 0.9633372893854961, 0.9677520331895829, 0.9631237451397194, 0.9668916810445615, 0.9484497071873956, 0.9503967892416795, 0.9713908382411351, 0.9557543500463247, 0.9386319714818648, 0.9687326121703029, 0.9421570574637961, 0.9538371358216053, 0.9578155324408424, 0.9509733401270724, 0.966043203646899, 0.9738084660328239, 0.9325481775742749, 0.9624325263864882, 0.9810055343030716, 0.9276551283727155, 0.9668393732589184, 0.9688472830464001, 0.9523031191066638, 0.9549360281431717, 0.9662505339737281, 0.9863685008365295, 0.9703887909770167, 0.9698625529327858, 0.9768419134804822, 0.956254595617108, 0.9553789771621137, 0.9769916576315444, 0.9573278516536823, 0.9642295079108076, 0.9572285142905201, 0.9423611897562778, 0.9547574745352019, 0.9502490744078728, 0.9546004829458258, 0.9857339316168661, 0.9815822125966447, 0.9832748641586947, 0.9667253992735584, 0.9722653576582375, 0.9803781971078539, 0.9751998403919272, 0.9659699916315807, 0.9540720494285889, 0.97933725313114, 0.9753240832815203, 0.9681438778286977, 0.9795111637533911, 0.9830562753645263, 0.9645826070275493, 0.99175510075744, 0.9786770073736932, 0.9896404888617085, 0.9840471614541737, 0.9757924916053214, 0.9698953295556375, 0.9918168795625071, 0.9822622573484924, 0.9742219487756796, 0.9767791293206538, 0.99209772811477, 0.9788978422154768, 0.9559323907643069, 0.9716210172772877, 0.9748577598538927, 0.9912488966820606, 0.9843162750327383, 0.9692945991054371, 0.9871601457644319, 0.9782622701822892, 0.9685603673847822, 0.9807738108415989, 0.9900269023286703, 0.9712949038859019, 0.9703969374645368, 0.9807627604497174, 0.9876514925641741, 0.9868094705001822, 0.9887804248010861, 0.9745136149500846, 0.9911872319668873, 0.979786223289518, 0.9858626967933972, 0.9825552795590404, 0.9852704770584527, 0.9906156419339796 ], "episode_rate_satisfaction": [ 0.98, 1.0, 1.0, 0.9866666666666666, 0.98, 0.9866666666666666, 1.0, 0.9733333333333333, 0.9933333333333333, 1.0, 0.9866666666666667, 1.0, 1.0, 1.0, 1.0, 0.98, 1.0, 1.0, 0.9866666666666666, 0.9466666666666665, 0.98, 1.0, 1.0, 0.9933333333333333, 0.9866666666666666, 1.0, 0.98, 0.9933333333333334, 0.9733333333333333, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 0.9533333333333335, 0.9933333333333333, 1.0, 0.8666666666666666, 1.0, 1.0, 1.0, 1.0, 1.0, 0.9933333333333334, 1.0, 0.9933333333333334, 1.0, 0.9933333333333333, 1.0, 0.9666666666666666, 1.0, 0.96, 1.0, 0.9933333333333333, 0.9866666666666666, 1.0, 1.0, 1.0, 0.96, 1.0, 0.9866666666666666, 0.96, 0.9333333333333332, 1.0, 1.0, 0.9933333333333334, 0.9733333333333333, 1.0, 1.0, 1.0, 0.9666666666666666, 0.9933333333333333, 0.9666666666666666, 0.9933333333333333, 1.0, 0.9866666666666666, 1.0, 1.0, 1.0, 1.0, 0.9466666666666665, 1.0, 1.0, 0.9866666666666666, 0.9666666666666666, 1.0, 1.0, 0.9933333333333333, 1.0, 1.0, 0.9733333333333333, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0 ], "episode_reward_s": [ 43.752776355315525, 41.67321123098252, 44.72029677613821, 40.65799557975835, 40.46382664484761, 43.72671466432587, 42.323868465736005, 44.658659343815714, 41.855526899731935, 43.95980806029876, 43.16049050110937, 43.47759887822182, 43.14211507561181, 43.67175368093634, 42.41764953647857, 42.115574287145435, 44.0182857514747, 42.5526635128637, 41.52315975093211, 43.33744466810561, 42.02124385538116, 42.4324398352871, 43.17838899899813, 42.82770419145348, 43.5362437613211, 44.159008351994075, 40.65947588703719, 43.5514687948444, 44.67352898016014, 40.74306713314906, 43.72237394524403, 43.948337724645945, 42.62674806891587, 42.86648711717985, 43.80867177692812, 45.22115075675995, 43.96924742424789, 44.131328139747175, 44.48524569763638, 42.80193666934999, 43.00792697555994, 44.67395578156265, 43.183014847087634, 43.71593237025099, 43.284018694239606, 42.23956675263847, 43.35402236551568, 42.66703903096548, 42.68372990331514, 45.19340108592132, 44.945732048373834, 45.10810511720591, 43.94574560411107, 44.236185087932505, 44.9919494458643, 44.41631489609209, 44.02530250131426, 42.91460831145681, 45.04639839907946, 44.60406625391511, 44.433280456262146, 45.22899887556913, 45.31189120515027, 43.33719727273777, 46.082382577484196, 45.02091081252145, 45.99282024240318, 45.40826187776697, 44.52856856875823, 44.24090586685663, 46.33584679038125, 45.205046044272315, 44.50970469609811, 44.86980595684419, 46.520171059217624, 44.51213820212514, 43.09404311516317, 44.69356325162985, 43.987240320557895, 46.335035755734765, 44.84476966379249, 44.09230015327458, 45.09585622839071, 44.975219307065274, 43.72639747805874, 45.154782502799364, 46.06161035743811, 44.45042631608906, 43.85003742399892, 45.08756452384966, 45.31758866109639, 45.8808096031793, 45.913360400257474, 44.7008595381773, 46.41404125509277, 45.12627128513502, 45.82522731696729, 44.89330490645849, 44.99506478408012, 46.04771442193923 ], "episode_reward_b": [ 43.752776355315525, 41.67321123098252, 44.72029677613821, 40.65799557975835, 40.46382664484761, 43.72671466432587, 42.323868465736005, 44.658659343815714, 41.855526899731935, 43.95980806029876, 43.16049050110937, 43.47759887822182, 43.14211507561181, 43.67175368093634, 42.41764953647857, 42.115574287145435, 44.0182857514747, 42.5526635128637, 41.52315975093211, 43.33744466810561, 42.02124385538116, 42.4324398352871, 43.17838899899813, 42.82770419145348, 43.5362437613211, 44.159008351994075, 40.65947588703719, 43.5514687948444, 44.67352898016014, 40.74306713314906, 43.72237394524403, 43.948337724645945, 42.62674806891587, 42.86648711717985, 43.80867177692812, 45.22115075675995, 43.96924742424789, 44.131328139747175, 44.48524569763638, 42.80193666934999, 43.00792697555994, 44.67395578156265, 43.183014847087634, 43.71593237025099, 43.284018694239606, 42.23956675263847, 43.35402236551568, 42.66703903096548, 42.68372990331514, 45.19340108592132, 44.945732048373834, 45.10810511720591, 43.94574560411107, 44.236185087932505, 44.9919494458643, 44.41631489609209, 44.02530250131426, 42.91460831145681, 45.04639839907946, 44.60406625391511, 44.433280456262146, 45.22899887556913, 45.31189120515027, 43.33719727273777, 46.082382577484196, 45.02091081252145, 45.99282024240318, 45.40826187776697, 44.52856856875823, 44.24090586685663, 46.33584679038125, 45.205046044272315, 44.50970469609811, 44.86980595684419, 46.520171059217624, 44.51213820212514, 43.09404311516317, 44.69356325162985, 43.987240320557895, 46.335035755734765, 44.84476966379249, 44.09230015327458, 45.09585622839071, 44.975219307065274, 43.72639747805874, 45.154782502799364, 46.06161035743811, 44.45042631608906, 43.85003742399892, 45.08756452384966, 45.31758866109639, 45.8808096031793, 45.913360400257474, 44.7008595381773, 46.41404125509277, 45.12627128513502, 45.82522731696729, 44.89330490645849, 44.99506478408012, 46.04771442193923 ], "training_time": 11.056128740310669 }