Research graph
References from An Introduction to Deep Reinforcement Learning. Local targets link to admitted publications; unresolved targets remain external evidence.
Unresolved reference
2016 · External reference
Unresolved reference
2004 · External reference
“Natural Gradient Works Efficiently in Learning”
10.1162/089976698300017746 · 1998 · External reference
Unresolved reference
2016 · External reference
Unresolved reference
1958 · External reference
Unresolved reference
2018 · External reference
Unresolved reference
2016 · External reference
Unresolved reference
2016 · External reference
Unresolved reference
1995 · External reference
“1,500 scientists lift the lid on reproducibility”
10.1038/533452a · 2016 · External reference
“Rademacher and Gaussian complexities: Risk bounds and structural results”
2002 · External reference
“Neuronlike adaptive elements that can solve difficult learning control problems”
10.1109/tsmc.1983.6313077 · 1983 · External reference
Unresolved reference
2016 · External reference
Unresolved reference
2018 · External reference
Unresolved reference
2017 · External reference
“The Arcade Learning Environment: An evaluation platform for general agents
10.1613/jair.3912 · 2013 · External reference
Unresolved reference
2016 · External reference
Unresolved reference
1957 · External reference
Unresolved reference
1957 · External reference
Unresolved reference
1962 · External reference
Unresolved reference
2016 · External reference
Unresolved reference
2017 · External reference
Unresolved reference
2015 · External reference
10.1145/1553374.1553380
10.1145/1553374.1553380 · 2009 · External reference
Unresolved reference
2013 · External reference
Unresolved reference
1995 · External reference
Unresolved reference
2016 · External reference
Unresolved reference
2017 · External reference
Unresolved reference
2003 · External reference
Unresolved reference
2004 · External reference
Unresolved reference
2011 · External reference
Unresolved reference
1995 · External reference
“R-max-a general polynomial time algorithm for near-optimal reinforcement learning”
2003 · External reference
Unresolved reference
2012 · External reference
Unresolved reference
2003 · External reference
Unresolved reference
2016 · External reference
Unresolved reference
2017 · External reference
“A survey of monte carlo tree search methods”
10.1109/tciaig.2012.2186810 · 2012 · External reference
Unresolved reference
1993 · External reference
Unresolved reference
External reference
10.1109/ijcnn.2014.6889732
10.1109/ijcnn.2014.6889732 · 2014 · External reference
“Pure exploration in finitely-armed and continuous-armed bandits”
10.1016/j.tcs.2010.12.059 · 2011 · External reference
Unresolved reference
2018 · External reference
“Neuroeconomics: How neuroscience can inform economics”
10.1257/0022051053737843 · 2005 · External reference
“Deep blue”
10.1016/s0004-3702(01)00129-1 · 2002 · External reference
10.1128/iai.00908-10
10.1128/iai.00908-10 · 2010 · External reference
Unresolved reference
2017 · External reference
Unresolved reference
2018 · External reference
Unresolved reference
2015 · External reference
Unresolved reference
2017 · External reference
Unresolved reference
2017 · External reference
Unresolved reference
2017 · External reference
Unresolved reference
2006 · External reference
“Should I stay or should I go? How the human brain manages the trade-off between exploitation and exploration”
10.1098/rstb.2007.2098 · 2007 · External reference
“Support-vector networks”
10.1023/a:1022627411411 · 1995 · External reference
Unresolved reference
External reference
Unresolved reference
External reference
Unresolved reference
2017 · External reference
“Decision theory, reinforcement learning, and the brain”
10.3758/cabn.8.4.429 · 2008 · External reference
#x201C;Reinforcement learning: the good, the bad and the ugly ”
10.1016/j.conb.2008.08.003 · 2008 · External reference
Unresolved reference
1999 · External reference
Unresolved reference
1998 · External reference
Unresolved reference
2011 · External reference
“Statistical comparisons of classifiers over multiple data sets ”
2006 · External reference
“Deep direct reinforcement learning for financial signal representation and trading ”
10.1109/tnnls.2016.2522401 · 2017 · External reference
Unresolved reference
2017 · External reference
“Approximate statistical tests for comparing supervised classification learning algorithms ”
10.1162/089976698300017197 · 1998 · External reference
Unresolved reference
2009 · External reference
Unresolved reference
2010 · External reference
Unresolved reference
2016 · External reference
Unresolved reference
2017 · External reference
Unresolved reference
2016 · External reference
Unresolved reference
2016 · External reference
Unresolved reference
2017 · External reference
“Relational reinforcement learning ”
10.1023/a:1007694015589 · 2001 · External reference
“Visualizing higher-layer features of a deep network ”
2009 · External reference
Unresolved reference
2005 · External reference
Unresolved reference
2017 · External reference
Unresolved reference
2017 · External reference
Unresolved reference
2017 · External reference
Unresolved reference
2016 · External reference
“Guided cost learning: Deep inverse optimal control via policy optimization ”
2016 · External reference
Unresolved reference
2017 · External reference
Unresolved reference
2018 · External reference
Unresolved reference
2018 · External reference
Unresolved reference
2017 · External reference
Unresolved reference
2017 · External reference
“Batch mode reinforcement learning based on the synthesis of artificial trajectories ”
10.1007/s10479-012-1248-5 · 2013 · External reference
Unresolved reference
2008 · External reference
Unresolved reference
2017 · External reference
Unresolved reference
2015 · External reference
“Contributions to deep reinforcement learning and its applications in smartgrids ”
2017 · External reference
Unresolved reference
External reference
Unresolved reference
2018 · External reference
Unresolved reference
2017 · External reference
Unresolved reference
2015 · External reference
Unresolved reference
2016 · External reference
10.1007/978-3-642-46466-9_18
10.1007/978-3-642-46466-9_18 · 1982 · External reference
Unresolved reference
2016 · External reference
Unresolved reference
2017 · External reference
Unresolved reference
2016 · External reference
Unresolved reference
2018 · External reference
Unresolved reference
2006 · External reference
“Neural networks and the bias/variance dilemma ”
10.1162/neco.1992.4.1.1 · 1992 · External reference
“RLPy: A Value-Function-Based Reinforcement Learning Framework for Education and Research ”
2015 · External reference
“Extremely randomized trees ”
10.1007/s10994-006-6226-1 · 2006 · External reference
10.1561/2200000049 · 2015 · Admitted local publication
“A machine learning approach to visual perception of forest trails for mobile robots ”
10.1109/lra.2015.2509024 · 2016 · External reference
Unresolved reference
2016 · External reference
Unresolved reference
2014 · External reference
Unresolved reference
1996 · External reference
“Approximate solutions to Markov decision processes ”
1999 · External reference
Unresolved reference
2014 · External reference
Unresolved reference
2016 · External reference
Unresolved reference
2017 · External reference
10.1109/icra.2017.7989385
10.1109/icra.2017.7989385 · 2017 · External reference
Unresolved reference
2017 · External reference
Unresolved reference
2016 · External reference
Unresolved reference
2017 · External reference
Unresolved reference
2016 · External reference
Unresolved reference
2017 · External reference
Unresolved reference
2017 · External reference
Unresolved reference
2018 · External reference
Unresolved reference
2016 · External reference
“Reinforcement learning in feedback control ”
10.1007/s10994-011-5235-x · 2011 · External reference
“The fickle P value generates irreproducible results ”
10.1038/nmeth.3288 · 2015 · External reference
Unresolved reference
2014 · External reference
10.1007/978-3-319-46379-7_21
10.1007/978-3-319-46379-7_21 · 2016 · External reference
“Neuroscience-inspired artificial intelligence ”
10.1016/j.neuron.2017.06.011 · 2017 · External reference
Unresolved reference
2010 · External reference
Unresolved reference
2015 · External reference
Unresolved reference
1998 · External reference
Unresolved reference
2016 · External reference
Unresolved reference
2015 · External reference
Unresolved reference
2017 · External reference
Unresolved reference
2017 · External reference
Unresolved reference
2017 · External reference
Unresolved reference
2018 · External reference
Unresolved reference
2017 · External reference
Unresolved reference
2016 · External reference
“Long short-term memory ”
10.1162/neco.1997.9.8.1735 · 1997 · External reference
Unresolved reference
2001 · External reference
“The neural basis of human error processing: reinforcement learning, dopamine, and the error-related negativity. ”
10.1037/0033-295x.109.4.679 · 2002 · External reference
Unresolved reference
2016 · External reference
Unresolved reference
2015 · External reference
Unresolved reference
2017 · External reference
Unresolved reference
2018 · External reference
Unresolved reference
2016 · External reference
Unresolved reference
1995 · External reference
“Variance and bias for general loss functions ”
10.1023/a:1022899518027 · 2003 · External reference
Unresolved reference
2018 · External reference
“Markov decision processes with a new optimality criterion: Discrete time ”
10.1214/aos/1176342415 · 1973 · External reference
Unresolved reference
2015 · External reference
Unresolved reference
2015 · External reference
Unresolved reference
2016 · External reference
“Inferring and Executing Programs for Visual Reasoning ”
2017 · External reference
Unresolved reference
2016 · External reference
Unresolved reference
2018 · External reference
“Planning and acting in partially observable stochastic domains ”
10.1016/s0004-3702(98)00023-x · 1998 · External reference
Unresolved reference
2011 · External reference
Unresolved reference
2001 · External reference
“Exploration in metric state spaces ”
2003 · External reference
Unresolved reference
2013 · External reference
Unresolved reference
2018 · External reference
Unresolved reference
2016 · External reference
Unresolved reference
2017 · External reference
Unresolved reference
2017 · External reference
“Near-optimal reinforcement learning in polynomial time ”
10.1023/a:1017984413808 · 2002 · External reference
Unresolved reference
2016 · External reference
Unresolved reference
2016 · External reference
Unresolved reference
2017 · External reference
10.1145/1553374.1553441
10.1145/1553374.1553441 · 2009 · External reference
Unresolved reference
2000 · External reference
Unresolved reference
2012 · External reference
Unresolved reference
2009 · External reference
Unresolved reference
2016 · External reference
Unresolved reference
2017 · External reference
“Convolutional networks for images, speech, and time series ”
1995 · External reference
“Deep learning ”
10.1038/nature14539 · 2015 · External reference
“Gradient-based learning applied to document recognition ”
10.1109/5.726791 · 1998 · External reference
“Neural basis of reinforcement learning and decision making ”
10.1146/annurev-neuro-062111-150512 · 2012 · External reference
“Efficient reinforcement learning with relocatable action models ”
2007 · External reference
“End-to-end training of deep visuomotor policies ”
2016 · External reference
Unresolved reference
2013 · External reference
“Traffic signal timing via deep reinforcement learning ”
10.1109/jas.2016.7508798 · 2016 · External reference
10.1145/1935826.1935878
10.1145/1935826.1935878 · 2011 · External reference
Unresolved reference
2015 · External reference
“Classification and regression by randomForest ”
2002 · External reference
Unresolved reference
2015 · External reference
“Self-improving reactive agents based on reinforcement learning, planning and teaching ”
10.1023/a:1022628806385 · 1992 · External reference
Unresolved reference
2016 · External reference
“Markov games as a framework for multi-agent reinforcement learning ”
1994 · External reference
Unresolved reference
2017 · External reference
Unresolved reference
2017 · External reference
Unresolved reference
2017 · External reference
Unresolved reference
2017 · External reference
Unresolved reference
2017 · External reference
Unresolved reference
2014 · External reference
Unresolved reference
2016 · External reference
Unresolved reference
2015 · External reference
Unresolved reference
2017 · External reference
Unresolved reference
1996 · External reference
“Roles of macroactions in accelerating reinforcement learning ”
1997 · External reference
Unresolved reference
2017 · External reference
Unresolved reference
2016 · External reference
Unresolved reference
2016 · External reference
“Human-level control through deep reinforcement learning ”
10.1038/nature14236 · 2015 · External reference
Unresolved reference
2015 · External reference
10.1007/978-1-4614-1424-7_13
10.1007/978-1-4614-1424-7_13 · 2013 · External reference
Unresolved reference
1990 · External reference
“Model predictive control: past, present and future ”
10.1016/s0098-1354(98)00301-9 · 1999 · External reference
“DeepStack: Expert-level artificial intelligence in heads-up no-limit poker ”
10.1126/science.aam6960 · 2017 · External reference
Unresolved reference
2015 · External reference
Unresolved reference
2010 · External reference
“Variable resolution discretization in optimal control ”
10.1023/a:1017992615625 · 2002 · External reference
Unresolved reference
2016 · External reference
Unresolved reference
2012 · External reference
Unresolved reference
2017 · External reference
Unresolved reference
2018 · External reference
Unresolved reference
2016 · External reference
Unresolved reference
2015 · External reference
Unresolved reference
2012 · External reference
Unresolved reference
1999 · External reference
Unresolved reference
2000 · External reference
10.1109/37.55119
10.1109/37.55119 · 1990 · External reference
“Reinforcement learning in the brain ”
10.1016/j.jmp.2008.12.005 · 2009 · External reference
10.1016/b978-0-12-374176-9.00022-1
10.1016/b978-0-12-374176-9.00022-1 · 2009 · External reference
Unresolved reference
1998 · External reference
Unresolved reference
2016 · External reference
Unresolved reference
2016 · External reference
Unresolved reference
2015 · External reference
Unresolved reference
2017 · External reference
Unresolved reference
2017 · External reference
10.1007/978-3-319-11662-4_11
10.1007/978-3-319-11662-4_11 · 2014 · External reference
Unresolved reference
2016 · External reference
Unresolved reference
2017 · External reference
Unresolved reference
2018 · External reference
Unresolved reference
2015 · External reference
Unresolved reference
2017 · External reference
Unresolved reference
2017 · External reference
Unresolved reference
1927 · External reference
Unresolved reference
2011 · External reference
10.1016/b978-1-55860-335-6.50035-0
10.1016/b978-1-55860-335-6.50035-0 · 1994 · External reference
Unresolved reference
2017 · External reference
“DeepLoco: Dynamic Locomotion Skills Using Hierarchical Deep Reinforcement Learning ”
2017 · External reference
“The 2014 general video game playing competition ”
10.1109/tciaig.2015.2402393 · 2016 · External reference
Unresolved reference
2009 · External reference
Unresolved reference
2013 · External reference
“Point-based value iteration: An anytime algorithm for POMDPs ”
2003 · External reference
Unresolved reference
2017 · External reference
Unresolved reference
2017 · External reference
Unresolved reference
2000 · External reference
Unresolved reference
2015 · External reference
10.1007/978-3-540-28650-9_4
10.1007/978-3-540-28650-9_4 · 2004 · External reference
Unresolved reference
2004 · External reference
Unresolved reference
2017 · External reference
Unresolved reference
2015 · External reference
“A theory of Pavlovian conditioning: Variations in the effectiveness of reinforcement and nonreinforcement ”
1972 · External reference
10.1007/11564096_32
10.1007/11564096_32 · 2005 · External reference
Unresolved reference
2018 · External reference
Unresolved reference
2018 · External reference
Unresolved reference
2017 · External reference
“Learning representations by back-propagating errors ”
1988 · External reference
“Imagenet large scale visual recognition challenge ”
10.1007/s11263-015-0816-y · 2015 · External reference
Unresolved reference
2017 · External reference
Unresolved reference
2015 · External reference
Unresolved reference
2016 · External reference
Unresolved reference
2016 · External reference
10.3390/e16052789
10.3390/e16052789 · 2014 · External reference
Unresolved reference
2017 · External reference
“Some studies in machine learning using the game of checkers ”
10.1147/rd.33.0210 · 1959 · External reference
“Ten simple rules for reproducible computational research ”
10.1371/journal.pcbi.1003285 · 2013 · External reference
Unresolved reference
2017 · External reference
Unresolved reference
2018 · External reference
Unresolved reference
2017 · External reference
“PyBrain ”
2010 · External reference
Unresolved reference
2015 · External reference
Unresolved reference
2015 · External reference
“Formal theory of creativity, fun, and intrinsic motivation (1990-2010) ”
10.1109/tamd.2010.2056368 · 2010 · External reference
“Deep learning in neural networks: An overview ”
10.1016/j.neunet.2014.09.003 · 2015 · External reference
Unresolved reference
1994 · External reference
Unresolved reference
2017 · External reference
10.1007/978-3-319-28872-7_20
10.1007/978-3-319-28872-7_20 · 2016 · External reference
Unresolved reference
2015 · External reference
Unresolved reference
2017 · External reference
“A neural substrate of prediction and reward ”
10.1126/science.275.5306.1593 · 1997 · External reference
“Programming a Computer for Playing Chess ”
1950 · External reference
“Lifelong Machine Learning Systems: Beyond Learning Algorithms. ”
2013 · External reference
Unresolved reference
2016 · External reference
“Mastering the game of Go with deep neural networks and tree search ”
10.1038/nature16961 · 2016 · External reference
Unresolved reference
2014 · External reference
Unresolved reference
1994 · External reference
“Reinforcement learning with replacing eligibility traces ”
10.1023/a:1018012322525 · 1996 · External reference
“Convergence results for single-step on-policy reinforcement-learning algorithms ”
10.1023/a:1007678930559 · 2000 · External reference
“The optimal control of partially observable Markov processes over the infinite horizon: Discounted costs ”
10.1287/opre.26.2.282 · 1978 · External reference
“Dropout: a simple way to prevent neural networks from overfitting. ”
2014 · External reference
Unresolved reference
2015 · External reference
10.1007/3-540-45164-1_38
10.1007/3-540-45164-1_38 · 2000 · External reference
“Does temporal discounting explain unhealthy behavior? A systematic review and reinforcement learning perspective ”
10.3389/fnbeh.2014.00076 · 2014 · External reference
Unresolved reference
2016 · External reference
10.1007/978-3-642-22887-2_5
10.1007/978-3-642-22887-2_5 · 2011 · External reference
Unresolved reference
2017 · External reference
“Learning to predict by the methods of temporal differences ”
10.1023/a:1022633531479 · 1988 · External reference
Unresolved reference
1996 · External reference
Unresolved reference
1998 · External reference
Unresolved reference
2017 · External reference
Unresolved reference
2000 · External reference
“Between MDPs and semi-MDPs: A framework for temporal abstraction in reinforcement learning ”
10.1016/s0004-3702(99)00052-1 · 1999 · External reference
Unresolved reference
1984 · External reference
Unresolved reference
2016 · External reference
Unresolved reference
2016 · External reference
“Inception- v4, inception-resnet and the impact of residual connections on learning. ”
2017 · External reference
Unresolved reference
2016 · External reference
Unresolved reference
2018 · External reference
“RL-Glue: Language-independent software for reinforcement-learning experiments ”
2009 · External reference
Unresolved reference
2017 · External reference
“Temporal difference learning and TD-Gammon ”
10.1145/203330.203343 · 1995 · External reference
Unresolved reference
2017 · External reference
Unresolved reference
2014 · External reference
Unresolved reference
2016 · External reference
Unresolved reference
1992 · External reference
Unresolved reference
2017 · External reference
Unresolved reference
2012 · External reference
Unresolved reference
2017 · External reference
Unresolved reference
2012 · External reference
“An analysis of temporal difference learning with function approximation ”
10.1109/9.580874 · 1997 · External reference
Unresolved reference
1953 · External reference
Unresolved reference
2015 · External reference
Unresolved reference
2017 · External reference
Unresolved reference
2016 · External reference
Unresolved reference
1998 · External reference
Unresolved reference
2017 · External reference
Unresolved reference
2016 · External reference
Unresolved reference
2017 · External reference
Unresolved reference
2015 · External reference
Unresolved reference
2017 · External reference
Unresolved reference
2016 · External reference
Unresolved reference
2016 · External reference
Unresolved reference
2015 · External reference
Unresolved reference
2017 · External reference
“Q-learning ”
1992 · External reference
Unresolved reference
1989 · External reference
Unresolved reference
2015 · External reference
Unresolved reference
2017 · External reference
Unresolved reference
2012 · External reference
10.1109/adprl.2011.5967363
10.1109/adprl.2011.5967363 · 2011 · External reference
“Simple statistical gradient-following algorithms for connectionist reinforcement learning ”
10.1023/a:1022672621406 · 1992 · External reference
Unresolved reference
2016 · External reference
Unresolved reference
2015 · External reference
Unresolved reference
2017 · External reference
Unresolved reference
2016 · External reference
Unresolved reference
2018 · External reference
Unresolved reference
2018 · External reference
Unresolved reference
2018 · External reference
Unresolved reference
2016 · External reference
Unresolved reference
2016 · External reference
Unresolved reference
2010 · External reference
Unresolved reference
2016 · External reference
