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papagianni chrysa 2026 transformer empowered actor critic reinforcement learning for sequence aware service function chain partitioning ieee transactions on network science and engineering 13 9247 9264 doi 10 1109 tnse 2026 3689920 issn 2327 4697 further reading edit alexander rush the annotated transformer archived 2021 09 22 at the wayback machine harvard nlp group 3 april 2018 phuong mary hutter marcus 2022 formal algorithms for transformers arxiv 2207 09238 cs lg ferrando javier sarti gabriele bisazza arianna costa jussà marta r 2024 05 01 a primer on the inner workings of transformer based language models arxiv 2405 00208 cs cl leech gavin 2024 11 06 transformer argmin gravitas archived from the original on 2025 02 26 retrieved 2025 05 08 us patent 10452978 noam m shazeer aidan nicholas gomez lukasz mieczyslaw kaiser jakob d uszkoreit llion owen jones niki j parmar illia polosukhin ashish teku vaswani attention based sequence transduction neural networks issued 2019 10 22 assigned to google llc raschka sebastian 2026 03 11 the big llm architecture comparison from deepseek v3 to glm 5 a look at modern llm architecture design sebastian raschka s ai magazine archived from the original on 2026 03 21 retrieved 2026 03 25 v t e google ai google google brain google deepmind computer programs alphago versions alphago 2015 master 2016 alphago zero 2017 alphazero 2017 muzero 2019 competitions fan hui 2015 lee sedol 2016 ke jie 2017 in popular culture alphago 2017 other alphafold 2018 alphastar 2019 alphatensor 2022 alphadev 2023 funsearch 2023 alphageometry 2024 alphaproof 2024 alphaevolve 2025 alphagenome 2025 machine learning neural networks inception 2014 wavenet 2016 mobilenet 2017 transformer 2017 efficientnet 2019 gato 2022 other quantum artificial intelligence lab tensorflow tensor processing unit generative ai chatbots assistant 2016 sparrow 2022 gemini 2023 nano banana 2025 models bert 2018 xlnet 2019 t5 2019 lamda 2021 chinchilla 2022 palm 2022 imagen 2023 gemini 2023 videopoet 2024 gemma 2024 genie 2024 veo 2024 other dreambooth 2022 notebooklm 2023 vids 2024 gemini robotics 2025 antigravity 2025 see also attention is all you need future of go summit generative pre trained transformer google labs google workspace category commons v t e artificial intelligence ai history timeline glossary lists algorithms companies institutions projects software open source proprietary concepts automated reasoning automated planning constraint satisfaction knowledge representation parameter hyperparameter loss functions regression bias variance tradeoff double descent overfitting clustering gradient descent sgd quasi newton method conjugate gradient method backpropagation attention convolution normalization batchnorm activation softmax sigmoid rectifier gating weight initialization regularization datasets augmentation prompt engineering reinforcement learning q learning sarsa imitation policy gradient diffusion latent diffusion model autoregression adversary rag uncanny valley llm post training rlhf self supervised learning reflection recursive self improvement hallucination word embedding vibe coding blended ai open source ai sovereign ai symbolic ai neuro symbolic ai situated approach actor critic algorithm applications automated theorem proving general game playing machine learning in context learning artificial neural network deep learning language model large nmt reasoning model context protocol intelligent agent ai agent artificial human companion humanity s last exam lethal autonomous weapons laws generative ai weak ai hypothetical artificial general intelligence agi artificial superintelligence asi agent2agent protocol physical ai implementations audio visual alexnet wavenet human image synthesis hwr ocr computer vision speech synthesis 15 ai elevenlabs speech recognition whisper facial recognition alphafold text to image models aurora dall e firefly flux gpt image ideogram imagen midjourney recraft stable diffusion text to video models dream machine runway gen hailuo ai kling sora seedance veo music generation riffusion suno udio world models genie oasis text list of large language models project debater ibm watson ibm watsonx decisional alphago alphazero openai five self driving car muzero action selection autogpt robot control reasoning systems deductive classifiers expert systems inference engines knowledge based systems logic programs procedural reasoning systems semantic reasoners rule based systems cognitive architectures act r soar clarion lida opencog knowledge bases conceptnet wikidata dbpedia yago people alan turing warren sturgis mcculloch walter pitts john von neumann christopher d manning claude shannon shun ichi amari kunihiko fukushima takeo kanade marvin minsky john mccarthy nathaniel rochester allen newell cliff shaw herbert a simon oliver selfridge frank rosenblatt bernard widrow joseph weizenbaum seymour papert seppo linnainmaa paul werbos geoffrey hinton john hopfield jürgen 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