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AlphaZero beats AlphaGo Zero, Stockfish, and Elmo
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Milos Stanisavljevic



Joined: 25 Nov 2009
Posts: 2760

PostPost subject: Re: AlphaZero beats AlphaGo Zero, Stockfish, and Elmo    Posted: Sun Dec 10, 2017 6:30 am Reply to topic Reply with quote

pilgrimdan wrote:

gwern 35 days ago [-]

Aside from MCTS being a different tree search method, there is no 'closing of the loop'. In regular MCTS, it is far from unheard of to do the random playouts with instead some 'heavier' heuristic to make the playouts a little better estimators of the node value, but the heavy playouts do not do any kind of learning, the heuristic you start with is what you end with; what makes this analogous to policy iteration (hence the names for the Zero algorithm of 'tree iteration' or 'expert iteration') is that the refined estimates from the multiple heavy playouts are then used to improve the heavy playout heuristic (ie. a NN which can be optimized via backpropagation in a supervised learning of board position -> value). Then in a self-play setting, the MCTS continually refines its heavy heuristic (the NN) until it's so good that the NN+MCTS is superhuman. Then at play time you can drop the MCTS entirely and just use the heavy heuristic to do a very simple tree search to choose a move (which I think might actually be a minimax with a fixed depth but I forget).

https://news.ycombinator.com/item?id=15627340

I don't know who wrote this, but this is just a load of bollocks. It has absolutely nothing to do with how Alpha0 is trained or run.
I really wonder why it is so hard to read AGZ Nature paper??? Or are some simply incapable of comprehending it?
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AlphaZero beats AlphaGo Zero, Stockfish, and Elmo Carl Lumma Wed Dec 06, 2017 8:22 am
      Re: AlphaZero beats AlphaGo Zero, Stockfish, and Elmo Mike Libanan Wed Dec 06, 2017 1:07 pm
            Re: AlphaZero beats AlphaGo Zero, Stockfish, and Elmo Lyudmil Tsvetkov Wed Dec 06, 2017 1:30 pm
                  Re: AlphaZero beats AlphaGo Zero, Stockfish, and Elmo Lyudmil Tsvetkov Wed Dec 06, 2017 1:31 pm
                        Re: AlphaZero beats AlphaGo Zero, Stockfish, and Elmo Daniel Shawul Wed Dec 06, 2017 1:36 pm
                              Re: AlphaZero beats AlphaGo Zero, Stockfish, and Elmo Lyudmil Tsvetkov Wed Dec 06, 2017 4:17 pm
                                    Re: AlphaZero beats AlphaGo Zero, Stockfish, and Elmo Joseph Ellis Wed Dec 06, 2017 4:22 pm
                                    Re: AlphaZero beats AlphaGo Zero, Stockfish, and Elmo Henk van den Belt Wed Dec 06, 2017 4:24 pm
                              Re: AlphaZero beats AlphaGo Zero, Stockfish, and Elmo Carl Lumma Wed Dec 06, 2017 4:53 pm
                                    Re: AlphaZero beats AlphaGo Zero, Stockfish, and Elmo Milos Stanisavljevic Wed Dec 06, 2017 5:02 pm
                                          Re: AlphaZero beats AlphaGo Zero, Stockfish, and Elmo Rémi Coulom Wed Dec 06, 2017 5:11 pm
                                                Re: AlphaZero beats AlphaGo Zero, Stockfish, and Elmo Milos Stanisavljevic Wed Dec 06, 2017 5:28 pm
                                                      Re: AlphaZero beats AlphaGo Zero, Stockfish, and Elmo Rémi Coulom Wed Dec 06, 2017 5:43 pm
                                                            Re: AlphaZero beats AlphaGo Zero, Stockfish, and Elmo Milos Stanisavljevic Wed Dec 06, 2017 5:49 pm
                                                                  Re: AlphaZero beats AlphaGo Zero, Stockfish, and Elmo Joseph Ellis Wed Dec 06, 2017 5:53 pm
                                                                        Re: AlphaZero beats AlphaGo Zero, Stockfish, and Elmo Milos Stanisavljevic Wed Dec 06, 2017 5:59 pm
                                                                              Re: AlphaZero beats AlphaGo Zero, Stockfish, and Elmo Joseph Ellis Wed Dec 06, 2017 6:00 pm
                                                                                    Re: AlphaZero beats AlphaGo Zero, Stockfish, and Elmo Milos Stanisavljevic Wed Dec 06, 2017 6:03 pm
                                                                  Re: AlphaZero beats AlphaGo Zero, Stockfish, and Elmo Rémi Coulom Wed Dec 06, 2017 6:05 pm
                                                                        Re: AlphaZero beats AlphaGo Zero, Stockfish, and Elmo Anil V Dharan Wed Dec 06, 2017 6:09 pm
                                                                              Re: AlphaZero beats AlphaGo Zero, Stockfish, and Elmo Oleg Smirnov Wed Dec 06, 2017 6:22 pm
                                                                                    Re: AlphaZero beats AlphaGo Zero, Stockfish, and Elmo Anil V Dharan Wed Dec 06, 2017 6:28 pm
                                                                                    Re: AlphaZero beats AlphaGo Zero, Stockfish, and Elmo Leo Anger Wed Dec 06, 2017 11:05 pm
                                                                                          Re: AlphaZero beats AlphaGo Zero, Stockfish, and Elmo Joseph Ellis Wed Dec 06, 2017 11:08 pm
                                                                                          Re: AlphaZero beats AlphaGo Zero, Stockfish, and Elmo Leo Anger Wed Dec 06, 2017 11:53 pm
                                                                                          Re: AlphaZero beats AlphaGo Zero, Stockfish, and Elmo Rasmus Althoff Wed Dec 06, 2017 11:13 pm
                                                                                          Re: AlphaZero beats AlphaGo Zero, Stockfish, and Elmo Milos Stanisavljevic Wed Dec 06, 2017 11:23 pm
                                                                                          Re: AlphaZero beats AlphaGo Zero, Stockfish, and Elmo Joseph Ellis Wed Dec 06, 2017 11:30 pm
                                                                                          Re: AlphaZero beats AlphaGo Zero, Stockfish, and Elmo Leo Anger Wed Dec 06, 2017 11:56 pm
                                                                                          Re: AlphaZero beats AlphaGo Zero, Stockfish, and Elmo Leto Atreides Wed Dec 06, 2017 11:58 pm
                                                                                          Re: AlphaZero beats AlphaGo Zero, Stockfish, and Elmo Leo Anger Thu Dec 07, 2017 12:08 am
                                                                                          Re: AlphaZero beats AlphaGo Zero, Stockfish, and Elmo Rasmus Althoff Thu Dec 07, 2017 12:35 am
                                                                                          Re: AlphaZero beats AlphaGo Zero, Stockfish, and Elmo Leo Anger Thu Dec 07, 2017 12:45 am
                                                                                          Re: AlphaZero beats AlphaGo Zero, Stockfish, and Elmo Rasmus Althoff Thu Dec 07, 2017 1:06 am
                                                                                          Re: AlphaZero beats AlphaGo Zero, Stockfish, and Elmo Uri Blass Thu Dec 07, 2017 1:30 am
                                                                                          Re: AlphaZero beats AlphaGo Zero, Stockfish, and Elmo Michael B Thu Dec 07, 2017 2:28 am
                                                                                          Re: AlphaZero beats AlphaGo Zero, Stockfish, and Elmo Joseph Ellis Thu Dec 07, 2017 2:38 am
                                                                                          Re: AlphaZero beats AlphaGo Zero, Stockfish, and Elmo Michael B Thu Dec 07, 2017 2:54 am
                                                                                          Re: AlphaZero beats AlphaGo Zero, Stockfish, and Elmo Lyudmil Tsvetkov Thu Dec 07, 2017 11:49 am
                                                                              Re: AlphaZero beats AlphaGo Zero, Stockfish, and Elmo Lyudmil Tsvetkov Wed Dec 06, 2017 7:30 pm
                                                                        Re: AlphaZero beats AlphaGo Zero, Stockfish, and Elmo Milos Stanisavljevic Wed Dec 06, 2017 6:32 pm
                                                                              Re: AlphaZero beats AlphaGo Zero, Stockfish, and Elmo Rémi Coulom Wed Dec 06, 2017 6:51 pm
                                                                                    Re: AlphaZero beats AlphaGo Zero, Stockfish, and Elmo Milos Stanisavljevic Wed Dec 06, 2017 7:05 pm
                                                                                    Re: AlphaZero beats AlphaGo Zero, Stockfish, and Elmo Lyudmil Tsvetkov Wed Dec 06, 2017 7:36 pm
                                                                                    Re: AlphaZero beats AlphaGo Zero, Stockfish, and Elmo Albert Silver Thu Dec 07, 2017 3:35 am
                                          Re: AlphaZero beats AlphaGo Zero, Stockfish, and Elmo Carl Lumma Wed Dec 06, 2017 5:32 pm
                                                Re: AlphaZero beats AlphaGo Zero, Stockfish, and Elmo Milos Stanisavljevic Wed Dec 06, 2017 5:39 pm
                                                      Re: AlphaZero beats AlphaGo Zero, Stockfish, and Elmo Carl Lumma Wed Dec 06, 2017 5:51 pm
                                                            Re: AlphaZero beats AlphaGo Zero, Stockfish, and Elmo Milos Stanisavljevic Wed Dec 06, 2017 5:55 pm
                                                      Re: AlphaZero beats AlphaGo Zero, Stockfish, and Elmo Evgeniy Zheltonozhskiy Thu Dec 07, 2017 4:01 am
                                                            Re: AlphaZero beats AlphaGo Zero, Stockfish, and Elmo Larry Kaufman Thu Dec 07, 2017 5:57 am
                                                                  Re: AlphaZero beats AlphaGo Zero, Stockfish, and Elmo Evgeniy Zheltonozhskiy Thu Dec 07, 2017 6:21 am
                                                                        Re: AlphaZero beats AlphaGo Zero, Stockfish, and Elmo Milos Stanisavljevic Thu Dec 07, 2017 5:27 pm
                                                                              Re: AlphaZero beats AlphaGo Zero, Stockfish, and Elmo Evgeniy Zheltonozhskiy Thu Dec 07, 2017 6:38 pm
                                                                                    Re: AlphaZero beats AlphaGo Zero, Stockfish, and Elmo Milos Stanisavljevic Thu Dec 07, 2017 6:54 pm
                                                                                          Re: AlphaZero beats AlphaGo Zero, Stockfish, and Elmo Evgeniy Zheltonozhskiy Thu Dec 07, 2017 7:25 pm
                                                                                          Re: AlphaZero beats AlphaGo Zero, Stockfish, and Elmo Adam Hair Fri Dec 08, 2017 1:40 am
                                                                                          Re: AlphaZero beats AlphaGo Zero, Stockfish, and Elmo Milos Stanisavljevic Fri Dec 08, 2017 1:59 am
                                                                                          Re: AlphaZero beats AlphaGo Zero, Stockfish, and Elmo Evgeniy Zheltonozhskiy Fri Dec 08, 2017 8:34 am
                                                                                          Re: AlphaZero beats AlphaGo Zero, Stockfish, and Elmo Evgeniy Zheltonozhskiy Fri Dec 08, 2017 8:14 am
                                                                                          Re: AlphaZero beats AlphaGo Zero, Stockfish, and Elmo Lyudmil Tsvetkov Fri Dec 08, 2017 5:14 pm
                                                                                          Re: AlphaZero beats AlphaGo Zero, Stockfish, and Elmo Rasmus Althoff Fri Dec 08, 2017 7:45 pm
                                                                                          Re: AlphaZero beats AlphaGo Zero, Stockfish, and Elmo Guenther Simon Fri Dec 08, 2017 7:54 pm
                                                                                          Re: AlphaZero beats AlphaGo Zero, Stockfish, and Elmo Rasmus Althoff Fri Dec 08, 2017 8:23 pm
                                                                                          Re: AlphaZero beats AlphaGo Zero, Stockfish, and Elmo Lyudmil Tsvetkov Sat Dec 09, 2017 3:24 pm
                                                                                          Re: AlphaZero beats AlphaGo Zero, Stockfish, and Elmo Dan Ellwein Sun Dec 10, 2017 6:17 am
                                                                                          Re: AlphaZero beats AlphaGo Zero, Stockfish, and Elmo Milos Stanisavljevic Sun Dec 10, 2017 6:30 am
                                                                                          Re: AlphaZero beats AlphaGo Zero, Stockfish, and Elmo Lyudmil Tsvetkov Sat Dec 09, 2017 3:20 pm
                                                                                          Re: AlphaZero beats AlphaGo Zero, Stockfish, and Elmo Lyudmil Tsvetkov Sat Dec 09, 2017 3:19 pm
                                                                                          Re: AlphaZero beats AlphaGo Zero, Stockfish, and Elmo Rasmus Althoff Sat Dec 09, 2017 5:14 pm
                                                                                          Re: AlphaZero beats AlphaGo Zero, Stockfish, and Elmo Uri Blass Sat Dec 09, 2017 4:54 pm
                                                                                          Re: AlphaZero beats AlphaGo Zero, Stockfish, and Elmo Rasmus Althoff Sat Dec 09, 2017 5:18 pm
                                                                                          Re: AlphaZero beats AlphaGo Zero, Stockfish, and Elmo Evgeniy Zheltonozhskiy Fri Dec 08, 2017 9:09 pm
                                                                                          Re: AlphaZero beats AlphaGo Zero, Stockfish, and Elmo Lyudmil Tsvetkov Sat Dec 09, 2017 3:27 pm
                                                                  Re: AlphaZero beats AlphaGo Zero, Stockfish, and Elmo Lyudmil Tsvetkov Thu Dec 07, 2017 11:53 am
                                                                        Re: AlphaZero beats AlphaGo Zero, Stockfish, and Elmo Larry Kaufman Thu Dec 07, 2017 4:08 pm
                                                                              Re: AlphaZero beats AlphaGo Zero, Stockfish, and Elmo Lyudmil Tsvetkov Fri Dec 08, 2017 5:03 pm
                                                                                    Re: AlphaZero beats AlphaGo Zero, Stockfish, and Elmo Larry Kaufman Fri Dec 08, 2017 8:18 pm
                                                                                          Re: AlphaZero beats AlphaGo Zero, Stockfish, and Elmo Carl Bicknell Fri Dec 08, 2017 9:26 pm
                                                                                          Re: AlphaZero beats AlphaGo Zero, Stockfish, and Elmo Michael B Sat Dec 09, 2017 12:09 am
                                                                                          Re: AlphaZero beats AlphaGo Zero, Stockfish, and Elmo Carl Lumma Fri Dec 08, 2017 9:36 pm
                                                                                          Re: AlphaZero beats AlphaGo Zero, Stockfish, and Elmo Lyudmil Tsvetkov Sat Dec 09, 2017 3:34 pm
                                                                  Re: AlphaZero beats AlphaGo Zero, Stockfish, and Elmo John Fishburn Tue Dec 12, 2017 11:21 pm
                                                Re: AlphaZero beats AlphaGo Zero, Stockfish, and Elmo Lyudmil Tsvetkov Wed Dec 06, 2017 7:40 pm
                        Re: AlphaZero beats AlphaGo Zero, Stockfish, and Elmo Richard Delorme Wed Dec 06, 2017 8:28 pm
                              Re: AlphaZero beats AlphaGo Zero, Stockfish, and Elmo Lyudmil Tsvetkov Wed Dec 06, 2017 8:35 pm
                                    Re: AlphaZero beats AlphaGo Zero, Stockfish, and Elmo Joseph Ellis Wed Dec 06, 2017 8:39 pm
                                          Re: AlphaZero beats AlphaGo Zero, Stockfish, and Elmo Lyudmil Tsvetkov Wed Dec 06, 2017 8:40 pm
                                                Re: AlphaZero beats AlphaGo Zero, Stockfish, and Elmo Joseph Ellis Wed Dec 06, 2017 8:41 pm
                                                      Re: AlphaZero beats AlphaGo Zero, Stockfish, and Elmo Lyudmil Tsvetkov Wed Dec 06, 2017 8:50 pm
                  Re: AlphaZero beats AlphaGo Zero, Stockfish, and Elmo Norman Schmidt Wed Dec 06, 2017 2:32 pm
                        Re: AlphaZero beats AlphaGo Zero, Stockfish, and Elmo Norman Schmidt Wed Dec 06, 2017 2:41 pm
                              Re: AlphaZero beats AlphaGo Zero, Stockfish, and Elmo Lyudmil Tsvetkov Wed Dec 06, 2017 4:08 pm
                                    Re: AlphaZero beats AlphaGo Zero, Stockfish, and Elmo Milos Stanisavljevic Wed Dec 06, 2017 4:15 pm
                                          Re: AlphaZero beats AlphaGo Zero, Stockfish, and Elmo Lyudmil Tsvetkov Wed Dec 06, 2017 4:21 pm
                        Re: AlphaZero beats AlphaGo Zero, Stockfish, and Elmo Milos Stanisavljevic Wed Dec 06, 2017 2:44 pm
                              Re: AlphaZero beats AlphaGo Zero, Stockfish, and Elmo Norman Schmidt Wed Dec 06, 2017 3:02 pm
                                    Re: AlphaZero beats AlphaGo Zero, Stockfish, and Elmo Milos Stanisavljevic Wed Dec 06, 2017 3:33 pm
                                          Re: AlphaZero beats AlphaGo Zero, Stockfish, and Elmo Jon Dart Wed Dec 06, 2017 5:48 pm
                                                Re: AlphaZero beats AlphaGo Zero, Stockfish, and Elmo Lyudmil Tsvetkov Wed Dec 06, 2017 7:45 pm
                                          Re: AlphaZero beats AlphaGo Zero, Stockfish, and Elmo Richard Delorme Wed Dec 06, 2017 8:43 pm
                                                Re: AlphaZero beats AlphaGo Zero, Stockfish, and Elmo Lyudmil Tsvetkov Wed Dec 06, 2017 8:51 pm
                                                      Re: AlphaZero beats AlphaGo Zero, Stockfish, and Elmo Greg Simpson Thu Dec 07, 2017 7:07 am
                                                Re: AlphaZero beats AlphaGo Zero, Stockfish, and Elmo Milos Stanisavljevic Wed Dec 06, 2017 8:52 pm
                                                      Re: AlphaZero beats AlphaGo Zero, Stockfish, and Elmo Lyudmil Tsvetkov Thu Dec 07, 2017 11:56 am
                                    Re: AlphaZero beats AlphaGo Zero, Stockfish, and Elmo Lyudmil Tsvetkov Wed Dec 06, 2017 4:11 pm
                                          Re: AlphaZero beats AlphaGo Zero, Stockfish, and Elmo Mike Libanan Wed Dec 06, 2017 4:22 pm
                                                Re: AlphaZero beats AlphaGo Zero, Stockfish, and Elmo Lyudmil Tsvetkov Wed Dec 06, 2017 4:26 pm
                              Re: AlphaZero beats AlphaGo Zero, Stockfish, and Elmo Richard Delorme Wed Dec 06, 2017 8:24 pm
                                    Re: AlphaZero beats AlphaGo Zero, Stockfish, and Elmo Milos Stanisavljevic Wed Dec 06, 2017 8:29 pm
                                          Re: AlphaZero beats AlphaGo Zero, Stockfish, and Elmo Joseph Ellis Wed Dec 06, 2017 8:32 pm
                                                Re: AlphaZero beats AlphaGo Zero, Stockfish, and Elmo Lyudmil Tsvetkov Wed Dec 06, 2017 8:39 pm
                                                Re: AlphaZero beats AlphaGo Zero, Stockfish, and Elmo Milos Stanisavljevic Wed Dec 06, 2017 8:39 pm
                                                      Re: AlphaZero beats AlphaGo Zero, Stockfish, and Elmo Joseph Ellis Wed Dec 06, 2017 8:44 pm
                                    Re: AlphaZero beats AlphaGo Zero, Stockfish, and Elmo Lyudmil Tsvetkov Wed Dec 06, 2017 8:32 pm
                        Re: AlphaZero beats AlphaGo Zero, Stockfish, and Elmo Lyudmil Tsvetkov Wed Dec 06, 2017 4:06 pm
                  Re: AlphaZero beats AlphaGo Zero, Stockfish, and Elmo Carl Lumma Wed Dec 06, 2017 4:56 pm
                        Re: AlphaZero beats AlphaGo Zero, Stockfish, and Elmo Mike Libanan Wed Dec 06, 2017 5:03 pm
                              Re: AlphaZero beats AlphaGo Zero, Stockfish, and Elmo Lyudmil Tsvetkov Wed Dec 06, 2017 5:16 pm
                                    Re: AlphaZero beats AlphaGo Zero, Stockfish, and Elmo Mike Libanan Wed Dec 06, 2017 5:44 pm
                                          Re: AlphaZero beats AlphaGo Zero, Stockfish, and Elmo Joseph Ellis Wed Dec 06, 2017 5:48 pm
                                                Re: AlphaZero beats AlphaGo Zero, Stockfish, and Elmo Lyudmil Tsvetkov Wed Dec 06, 2017 8:00 pm
                                          Re: AlphaZero beats AlphaGo Zero, Stockfish, and Elmo Lyudmil Tsvetkov Wed Dec 06, 2017 7:55 pm
                                                Re: AlphaZero beats AlphaGo Zero, Stockfish, and Elmo Joseph Ellis Wed Dec 06, 2017 7:57 pm
                                                      Re: AlphaZero beats AlphaGo Zero, Stockfish, and Elmo Lyudmil Tsvetkov Wed Dec 06, 2017 8:02 pm
                                                            Re: AlphaZero beats AlphaGo Zero, Stockfish, and Elmo Joseph Ellis Wed Dec 06, 2017 8:04 pm
                                                                  Re: AlphaZero beats AlphaGo Zero, Stockfish, and Elmo Lyudmil Tsvetkov Wed Dec 06, 2017 8:42 pm
                                                Re: AlphaZero beats AlphaGo Zero, Stockfish, and Elmo Norman Schmidt Wed Dec 06, 2017 8:41 pm
                                                      Re: AlphaZero beats AlphaGo Zero, Stockfish, and Elmo Lyudmil Tsvetkov Wed Dec 06, 2017 8:48 pm
                                    Re: AlphaZero beats AlphaGo Zero, Stockfish, and Elmo Dan Cooper Wed Dec 06, 2017 5:56 pm
                                          Re: AlphaZero beats AlphaGo Zero, Stockfish, and Elmo Lyudmil Tsvetkov Wed Dec 06, 2017 8:07 pm
                        Re: AlphaZero beats AlphaGo Zero, Stockfish, and Elmo Lyudmil Tsvetkov Wed Dec 06, 2017 5:11 pm
                              Re: AlphaZero beats AlphaGo Zero, Stockfish, and Elmo Norman Schmidt Wed Dec 06, 2017 5:24 pm
                                    Re: AlphaZero beats AlphaGo Zero, Stockfish, and Elmo Lyudmil Tsvetkov Wed Dec 06, 2017 8:11 pm
                                          Re: AlphaZero beats AlphaGo Zero, Stockfish, and Elmo Joseph Ellis Wed Dec 06, 2017 8:23 pm
                                                Re: AlphaZero beats AlphaGo Zero, Stockfish, and Elmo Bigler Wed Dec 06, 2017 8:34 pm
                                                      Re: AlphaZero beats AlphaGo Zero, Stockfish, and Elmo Lyudmil Tsvetkov Wed Dec 06, 2017 9:01 pm
                                                            Re: AlphaZero beats AlphaGo Zero, Stockfish, and Elmo Dan Ellwein Wed Dec 06, 2017 11:21 pm
                                                                  Re: AlphaZero beats AlphaGo Zero, Stockfish, and Elmo Lyudmil Tsvetkov Thu Dec 07, 2017 11:58 am
                                                Re: AlphaZero beats AlphaGo Zero, Stockfish, and Elmo Lyudmil Tsvetkov Wed Dec 06, 2017 8:58 pm
                                          Re: AlphaZero beats AlphaGo Zero, Stockfish, and Elmo Uri Blass Wed Dec 06, 2017 8:41 pm
                                                Re: AlphaZero beats AlphaGo Zero, Stockfish, and Elmo Lyudmil Tsvetkov Wed Dec 06, 2017 9:04 pm
                                                      Re: AlphaZero beats AlphaGo Zero, Stockfish, and Elmo F. Bluemers Wed Dec 06, 2017 9:08 pm
                                                      Re: AlphaZero beats AlphaGo Zero, Stockfish, and Elmo Uri Blass Wed Dec 06, 2017 10:12 pm
                                                            Re: AlphaZero beats AlphaGo Zero, Stockfish, and Elmo Lyudmil Tsvetkov Thu Dec 07, 2017 12:00 pm
                                                                  Re: AlphaZero beats AlphaGo Zero, Stockfish, and Elmo Evgeniy Zheltonozhskiy Thu Dec 07, 2017 1:45 pm
                                                                        Re: AlphaZero beats AlphaGo Zero, Stockfish, and Elmo Milos Stanisavljevic Thu Dec 07, 2017 5:32 pm
                                                                              Re: AlphaZero beats AlphaGo Zero, Stockfish, and Elmo Evgeniy Zheltonozhskiy Thu Dec 07, 2017 6:39 pm
                                                                                    Re: AlphaZero beats AlphaGo Zero, Stockfish, and Elmo Milos Stanisavljevic Thu Dec 07, 2017 7:20 pm
                                                                                          Re: AlphaZero beats AlphaGo Zero, Stockfish, and Elmo Evgeniy Zheltonozhskiy Thu Dec 07, 2017 7:29 pm
                                                                                          Re: AlphaZero beats AlphaGo Zero, Stockfish, and Elmo Milos Stanisavljevic Thu Dec 07, 2017 7:37 pm
                                                                                          Re: AlphaZero beats AlphaGo Zero, Stockfish, and Elmo Carl Lumma Fri Dec 08, 2017 12:50 am
                                                                                          Re: AlphaZero beats AlphaGo Zero, Stockfish, and Elmo Milos Stanisavljevic Fri Dec 08, 2017 1:48 am
                                                                                          Re: AlphaZero beats AlphaGo Zero, Stockfish, and Elmo Adam Hair Fri Dec 08, 2017 2:11 am
                                                                                          Re: AlphaZero beats AlphaGo Zero, Stockfish, and Elmo Milos Stanisavljevic Fri Dec 08, 2017 2:15 am
                                                                                          Re: AlphaZero beats AlphaGo Zero, Stockfish, and Elmo Milos Stanisavljevic Fri Dec 08, 2017 2:36 am
                                                                                          Re: AlphaZero beats AlphaGo Zero, Stockfish, and Elmo Adam Hair Fri Dec 08, 2017 1:59 am
                                                                                          Re: AlphaZero beats AlphaGo Zero, Stockfish, and Elmo Milos Stanisavljevic Fri Dec 08, 2017 2:04 am
                                                                              Re: AlphaZero beats AlphaGo Zero, Stockfish, and Elmo Jef Kaan Thu Dec 07, 2017 6:50 pm
                                                                        Re: AlphaZero beats AlphaGo Zero, Stockfish, and Elmo Lyudmil Tsvetkov Fri Dec 08, 2017 5:06 pm
            Re: AlphaZero beats AlphaGo Zero, Stockfish, and Elmo Mike Libanan Wed Dec 06, 2017 3:36 pm
                  Re: AlphaZero beats AlphaGo Zero, Stockfish, and Elmo Lyudmil Tsvetkov Wed Dec 06, 2017 4:23 pm
      Re: AlphaZero beats AlphaGo Zero, Stockfish, and Elmo fernando Wed Dec 06, 2017 5:17 pm
      Re: AlphaZero beats AlphaGo Zero, Stockfish, and Elmo daniel jose Wed Dec 06, 2017 8:19 pm
      Re: AlphaZero beats AlphaGo Zero, Stockfish, and Elmo Ted Summers Wed Dec 06, 2017 9:43 pm
            Re: AlphaZero beats AlphaGo Zero, Stockfish, and Elmo Chris Burns Wed Dec 06, 2017 10:13 pm
                  Re: AlphaZero beats AlphaGo Zero, Stockfish, and Elmo Erin Dame Wed Dec 06, 2017 10:26 pm
                  Re: AlphaZero beats AlphaGo Zero, Stockfish, and Elmo Eelco de Groot Wed Dec 06, 2017 10:37 pm
                        Re: AlphaZero beats AlphaGo Zero, Stockfish, and Elmo Ian Osgood Wed Dec 06, 2017 11:52 pm
                        Re: AlphaZero beats AlphaGo Zero, Stockfish, and Elmo Lyudmil Tsvetkov Thu Dec 07, 2017 12:10 pm
                              Re: AlphaZero beats AlphaGo Zero, Stockfish, and Elmo Tony Mokonen Thu Dec 07, 2017 5:17 pm
                                    Re: AlphaZero beats AlphaGo Zero, Stockfish, and Elmo Lyudmil Tsvetkov Fri Dec 08, 2017 5:22 pm
                                          Re: AlphaZero beats AlphaGo Zero, Stockfish, and Elmo Uri Blass Fri Dec 08, 2017 5:46 pm
                                                Re: AlphaZero beats AlphaGo Zero, Stockfish, and Elmo Robin Messemer Fri Dec 08, 2017 6:03 pm
                                                      Re: AlphaZero beats AlphaGo Zero, Stockfish, and Elmo Tony Mokonen Fri Dec 08, 2017 7:20 pm
                                                            Re: AlphaZero beats AlphaGo Zero, Stockfish, and Elmo Guenther Simon Fri Dec 08, 2017 7:56 pm
                                                                  Re: AlphaZero beats AlphaGo Zero, Stockfish, and Elmo Tony Mokonen Fri Dec 08, 2017 11:21 pm
                                                Re: AlphaZero beats AlphaGo Zero, Stockfish, and Elmo Lyudmil Tsvetkov Sat Dec 09, 2017 3:37 pm
                                                      Re: AlphaZero beats AlphaGo Zero, Stockfish, and Elmo Uri Blass Sat Dec 09, 2017 4:57 pm
                                                Re: AlphaZero beats AlphaGo Zero, Stockfish, and Elmo Jesse Gersenson Sat Dec 09, 2017 5:04 pm
                  Re: AlphaZero beats AlphaGo Zero, Stockfish, and Elmo Lyudmil Tsvetkov Thu Dec 07, 2017 12:03 pm
                        Re: AlphaZero beats AlphaGo Zero, Stockfish, and Elmo Norman Schmidt Thu Dec 07, 2017 1:26 pm
                              Re: AlphaZero beats AlphaGo Zero, Stockfish, and Elmo Jhor A. Vi Thu Dec 07, 2017 1:44 pm
                                    Re: AlphaZero beats AlphaGo Zero, Stockfish, and Elmo Robert Pope Thu Dec 07, 2017 3:46 pm
                                    Re: AlphaZero beats AlphaGo Zero, Stockfish, and Elmo Lyudmil Tsvetkov Fri Dec 08, 2017 5:27 pm
                              Re: AlphaZero beats AlphaGo Zero, Stockfish, and Elmo Lyudmil Tsvetkov Fri Dec 08, 2017 5:24 pm
      Re: AlphaZero beats AlphaGo Zero, Stockfish, and Elmo Michael B Thu Dec 07, 2017 3:00 am
      Re: AlphaZero beats AlphaGo Zero, Stockfish, and Elmo daniel jose Thu Dec 07, 2017 6:23 am
            Re: AlphaZero beats AlphaGo Zero, Stockfish, and Elmo Oliver Roese Thu Dec 07, 2017 1:04 pm
                  Re: AlphaZero beats AlphaGo Zero, Stockfish, and Elmo Lyudmil Tsvetkov Fri Dec 08, 2017 5:32 pm
                        Re: AlphaZero beats AlphaGo Zero, Stockfish, and Elmo Ian Osgood Fri Dec 08, 2017 6:37 pm
                              Re: AlphaZero beats AlphaGo Zero, Stockfish, and Elmo Lyudmil Tsvetkov Sat Dec 09, 2017 3:41 pm
      Re: AlphaZero beats AlphaGo Zero, Stockfish, and Elmo Ian Osgood Thu Dec 07, 2017 5:30 pm
      Chess content and openings Lyudmil Tsvetkov Thu Dec 07, 2017 6:57 pm
            Re: Chess content and openings Larry Kaufman Thu Dec 07, 2017 7:38 pm
                  Re: Chess content and openings Lyudmil Tsvetkov Fri Dec 08, 2017 5:41 pm
      Re: AlphaZero beats AlphaGo Zero, Stockfish, and Elmo Jesse Gersenson Thu Dec 07, 2017 7:13 pm
            Re: AlphaZero Supposedly Beat Stockfish 8 AA Ross Thu Dec 07, 2017 7:29 pm
            Re: AlphaZero beats AlphaGo Zero, Stockfish, and Elmo Dmitri Gusev Fri Dec 08, 2017 1:07 am
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