Slumbot. Experimental results showed that poker agents built in this method can adapt to opponents they have never seen in training and exploit weak strategies far more effectively than Slumbot 2017, one of the cutting-edge Nash-equilibrium-based poker agents. Slumbot

 
Experimental results showed that poker agents built in this method can adapt to opponents they have never seen in training and exploit weak strategies far more effectively than Slumbot 2017, one of the cutting-edge Nash-equilibrium-based poker agentsSlumbot  Resources

The main technical contributions include anovel state representation of card and betting information, amultitask self-play training loss function, and a new modelevaluation and selection metric to generate the final model. In 2022, Philippe Beardsell and Marc-Antoine Provost, a team of Canadian programmers from Quebec, developed the most advanced poker solver, Ruse AI. The DeepStack reimplementation lost to Slumbot by 63 mbb/g +/- 40 with all-in expected value variance reduction. In my experiment, i find mccfr is much slower than cfr+. Supports major poker-rooms, including PokerStars, PartyPoker, 888 and others. We show that while a reimplementation of DeepStack loses head-to-head against the strong benchmark agent Slumbot, Supremus successfully beats Slumbot by an extremely large margin and also achieves. Solving Large Imperfect Information Games Using CFR+. 8% of the available flop EV against Piosolver in a fraction of the time. Thus, the proposed approach is a promising new. Finding a Nash equilibrium for very large instances of these games has received a great deal of recent attention. 2006 was the year when the Annual Computer Poker Competition first started, followed by the development of multiple great artificial intelligence systems focused on Poker, such as Polaris, Sartres, Cepheus, Slumbot, Act1. Brighton, UK Sunny 13 °C. Texas game Playerofgames uses publicly available Slumbot, and the algorithm also competes with Pimbot, developed by Josephantonin. 4 bb/100. Ruse shows 2 bet sizings iirc, while GTOW will give around 6 sizing options. In addition, agents evolved through playing against relatively weak rule-based opponents tied statistically with Slumbot in heads-up matches. In this paper, we announce that heads-up limit Texas hold'em poker is essentially weakly solved. 9K) Anigame - The first original anime JRPG bot on Discord! Join us and claim over 700+ anime cards, epic raids, clear 1000s of floors and more!In R. [ Written in Go ] - GitHub - WasinWatt/slumbot: Rule based LINE Messaging bot made for internal uses in SLUM CLUB :). GTO Wizard helps you to learn GTO and analyze your game. Warbot is OpenHoldem-based, customizable and programmable poker bot, which plays according to loaded profile. In 2015, the Alberta researchers unveiled their unbeatable poker program—named Cepheus—in the journal Science. This implementation was tested against Slumbot 2017, the only publicly playable bot as of June 2018. Attention! Your ePaper is waiting for publication! By publishing your document, the content will be optimally indexed by Google via AI and sorted into the right category for over 500 million ePaper readers on YUMPU. In Poland during WWII Jews were forced to live in communities where they did not mix with others. Call our bluff!!From stacking dolls, to brown bears and vodka, here’s a list of Russia’s most popular symbols followed by their origins, meanings and significance. This achievement is a clear demonstration of the software’s capabilities and its potential to help users improve their game. Copy link philqc commented Nov 24, 2021. DeeperStack: DeepHoldem Evil Brother. Tour Start here for a quick overview of the site Help Center Detailed answers to any questions you might have “Slumbot,” designed by Eric Jackson, an independent hobbyist and co-chair of this year’s competition, won both the instant-runoff and total bankroll divisions. Experts at the University of Oslo, Norway have discovered a new way for robots to design, evolve and manufacture themselves, without input from humans, using a form of artificial evolution. 3,024,632 ↑ 1. 1 Introduction In the 1950s, Arthur L. 0 experiments and is considerably less exploitable. 15 +35 30 +19 25 +27 +19 New-0. {"payload":{"allShortcutsEnabled":false,"fileTree":{"poker-lib":{"items":[{"name":"CFR","path":"poker-lib/CFR","contentType":"directory"},{"name":"archive","path. poker-slumbot-experimental. A new DeepMind algorithm that can tackle a much wider. Save. master. This agent has pretty unusual playing stats that make me believe that it would lose to all halfway solid Nash Agents (and it did, in fact, lose quite significantly to places 1-6. 3M. E. Different neural net architecture. Go ahead. Sign Up. Currently Slumbot is the best one for Texas Holdem, while our AI does a better job in handling multiple games. What does Lambot mean? Information and translations of Lambot in the most comprehensive. ing. Me playing Slumbot heads up for awhile. Related Work There has been substantial progress in research on imperfect information games in recent years. Problematic hands 1. At the same time, AlphaHoldem only takes four milliseconds for each decision-making using only a single CPU core, more than 1,000 times faster than DeepStack. # # # # # # # # 1400 1500 1600 1700 1800 1900 2000 2100 1970 1974 1978 1982 1986 1990 1994 1998 2002 2006 2010 2014 2018 2022 Newcastle Everton Tottenham Arsenal Man United Chelsea Liverpool Man CityPlayer of Games reaches strong performance in chess and Go, beats the strongest openly available agent in heads-up no-limit Texas hold'em poker (Slumbot), and defeats the state-of-the-art agent in Scotland Yard, an imperfect information game that illustrates the value of guided search, learning, and game-theoretic reasoning. While. Ruse’s winning record, particularly its victory over Slumbot, a top AI poker bot, is like a trophy in its showcase. md","path":"README. We’ve also benchmarked how well our automatic bet. Our flop strategies captured 99. Created by: Zachary Clarke. Our custom solutions have achieved speed and accuracy that outperform all benchmarks! GTO Wizard AI leverages the power of artificial intelligence to quickly and accurately solve complex poker spots. Computer poker player. It is more common in life than perfect-information game. I run 1800 hands against Slumbot and got the following results: Earnings: -15. Most exciting of all, the resulting poker bot is highly interpretable, allowing humans to learn from the novel strategies it discovers. 21. The great success of superhuman poker AI, such as Libratus and Deepstack, attracts researchers to pay attention to poker. Best Way to Learn Poker! Poker-fighter alternatives Poker-coach. These bots allow you to play poker automatically and make money. ”. Thus, the proposed approach is a promising new. I have developed my own AI that is similar in that it plays multiple games, including poker, and has a similar plug-in type interface. Ruse beat Slumbot – a superhuman poker bot and winner of the most recent Annual. . Do the same for !setchannel leaderboard, !setchannel streams, !setchannel memberevents, and !setchannel log. Your baseline outcome is how much better (or worse) you did than Slumbot did against itself. Sharpen your skills with practice mode. . AbstractWe address the problem of interpretability in iterative game solving for imperfect-information games such as poker. Provide details and share your research! But avoid. AI has mastered some of the most complex games known to man, but models are generally tailored to solve specific kinds of challenges. A game where deception is the key to victory. 0, and outperformed ASHE 2. Page topic: "DecisionHoldem: Safe Depth-Limited Solving With Diverse Opponents for Imperfect-Information Games". We’ve also benchmarked how well our automatic bet. Definition of Lambot in the Definitions. U. Get the full slumbot. I don't think OpenSpiel would be the best code base for doing those experiments, it would require optimizations specialized to poker and OpenSpiel was designed for breadth and simplicity. Slumbot finished 2nd in last year’s Annual Computer Poker Competition, less than $2/hand behind the winner — also from CMU. Language: english. Mon 13 °C; Tues 13 °C; Wed 13 °C; Thu 13 °C; Fri 13 °C; Latest news + more. RESULTS SUMMARY FOR SLUMBOT. py","path":"Deck. . csv. All reactionsToday we have an intense 3 verse 1 multiplayer battle in Eugen System's real-time strategy game R. POSTED Jan 09, 2023. Higher limits - higher tips price. - GitHub - Gongsta/Poker-AI: Developing a. . Ruse's sizing looks *right* in most spots. Bet Sizing I've found this matchup fascinating in part because Slumbot is heavily restricted in the bet sizing options it considers. Using games as a benchmark for AI has a long pedigree. Invite. 2. Against Slumbot, the algorithm won on average by 7 milli big blinds per hand (mbb/hand), where a mbb/hand is the average number of big blinds won per 1,000 hands. Cepheus was. . Hibiscus B. Biggest HFA: 130. Gambling. The DeepStack reimplementation lost to Slumbot by 63 mbb/g +/- 40 with all-in expected value variance reduction. We call the player that com-“Slumbot” was created by former Google engineer Eric Jackson, who cashed in last year’s WSOP Main Event (for a second time) “Act1. About 20,000 games against Slumbot, DecisionHoldem's average profit is more remarkable than 730mbb/h, and it ranked first in statistics on November 26, 2021 (DecisionHoldem's name on the ranking is zqbAgent [2,3]). # # # # # # # # 1400 1500 1600 1700 1800 1900 2000 2100 1970 1974 1978 1982 1986 1990 1994 1998 2002 2006 2010 2014 2018 2022 Bilbao Real Sociedad Villarreal Sevilla Valencia Atlético Real Madrid BarcelonaWe decimated the ACPC champion Slumbot for 19bb/100 in a 150k hand HUNL match, and averaged a Nash Distance of only 0. Use the command with no. Most exciting of all, the resulting poker bot is highly interpretable, allowing humans to learn from the novel strategies it discovers. Join. We beat Slumbot for 19. Spain. . Perhaps you put in 8,000 chips on the early streets but manage to fold to a large bet on the river. +10. We decimated the ACPC champion Slumbot for 19bb/100 in a 150k hand HUNL match, and averaged a Nash Distance of only 0. Later on, in 1997, UoA released a more advanced system titles Loki, which was focused in beating Limit Hold’em variations. , and Sandholm, T. docx","contentType":"file"},{"name":"README. com received 23. 29 votes, 40 comments. Failed to load latest commit information. 15 +35 30 +19 25 +27 +19 New-0. Adam: A method. TV. Returns a key "error" if there was a problem parsing the action. Me playing Slumbot heads up for awhile. com. e. It did, however, beat the Texas Hold'em algorithm Slumbot, which the researchers claim is the best openly available poker agent, while also besting an unnamed state-of-the-art agent in Scotland Yard. Bet Sizing I've found this matchup fascinating in part because Slumbot is heavily restricted in the bet sizing options it considers. Packages 0. Purchase Warbot. xlsx","path. 8%; JavaScript 1. - deep_draw/nlh_events_conv_24_filter_xCards_xCommunity. Experimental results show that DecisionHoldem defeats the strongest openly available agent in heads-up no-limit Texas hold'em poker, namely Slumbot, and a high-level reproduction of Deepstack, viz, Openstack, by more than 730 mbb/h (one-thousandth big blind per round) and 700 mbb/h. Our flop strategies captured 99. cmu. Both of the ASHE 2. k. Slumbot. In for 3500, out for 3468 (2/5 $500max) 345. Together, these results show that with our key improvements, deep. This technology combines the speed of predictive AI with the power of traditional solvers. DeepHoldem using a NVIDIA Tesla P100. Ruse beat Slumbot – a superhuman poker bot and winner of the most recent Annual. In AAAI Workshops, 35-38. slumbot. Our custom solutions have achieved speed and accuracy that outperform all benchmarks! GTO Wizard AI leverages the power of artificial intelligence to quickly and accurately solve complex poker spots. Supports both CFR+ and MCCFR. Play online at BombPot. In this paper, we announce that heads-up limit Texas hold'em poker is essentially weakly solved. Correction Libratus is an artificial intelligence computer program designed to play poker, specifically heads up no-limit Texas hold 'em. There was a participant called ASHE in the 2017 ACPC Championship that finished 7th out of 15. In addition, agents evolved through playing against relatively weak rule-based opponents tied. Experimental results showed that poker agents built in this method can adapt to opponents they have never seen in training and exploit weak strategies far more effectively than Slumbot 2017, one of the cutting-edge Nash-equilibrium-based poker agents. S. In 2022, Philippe Beardsell and Marc-Antoine Provost, a team of Canadian programmers from Quebec, developed the most advanced poker solver, Ruse AI. Developing a Poker AI as a personal project. Section 5 suggests directions for future work. true. However, to celebrate the introduction of GTO Wizard AI, we’re offering a limited time Early Bird Discount starting from $109/month! The Elite tier offers unlimited exclusive access to GTO Wizard AI custom. Most exciting of all, the resulting poker bot is highly interpretable, allowing humans to learn from the novel strategies it discovers. for draw video poker. A expression of winnings in poker cash games, bb/100 refers to the number of big blinds won per 100 hands. [ Written. The most efficient way to find your leaks - see all your mistakes with just one click. Home Field Advantage: 72. In addition, agents evolved through playing against relatively weak rule-based opponents tied statistically with Slumbot in heads-up matches. Heads up Vs online bots. Playing vs Slumbot. Outsmart opponents with Poker AI. 32 forks Report repository Releases No releases published. - deep_draw/nlh_events_conv_24_filter_xCards_xCommunity. The ultimate tool to elevate your game. e. We were thrilled to find that when battling vs. Slumbert. , and. As such, it employs a static strategy; it does not adapt to its opponents nor attempt to exploit opponent errors. Many Git commands accept both tag and branch names, so creating this branch may cause unexpected behavior. Who knows what’s coming this year. It’s not real money it’s practice, but it doesn’t seem like much practice since they’re not very good. 2 RELATED WORK To achieve high performance in an imperfect information game such as poker, the ability to effectively model and exploit suboptimal opponents is critical. Poker is an interesting game to develop an AI for because it is an imperfect information game. About. It's attached together with household items and scraps. This guide gives an overview of our custom solver’s performance. • 1 yr. Our custom solutions have achieved speed and accuracy that outperform all benchmarks! GTO Wizard AI leverages the power of artificial intelligence to quickly and accurately solve complex poker spots. IndyAndy. for draw video poker. For all listed programs, the value reported is the largest estimated exploitability when applying LBR with a variety of different action sets. In addition, they were far more effective in exploiting highly to moderately exploitable opponents than Slumbot 2017. Vote (174. Most exciting of all, the resulting poker bot is highly interpretable, allowing humans to learn from the novel strategies it discovers. xml","contentType":"file"},{"name":"PSGdatasets. No-limit hold’em is much too large to compute an equilibrium for directly (with blinds of 50 and 100 and stacks of 200 big blinds, it has. November 20, 2023. Through experiments against Slumbot, the winner of the most recent Annual Computer Poker Competition, we demonstrate that our approach yields a HUNL Poker agent that is capable of beating the Slumbot. go at master · WasinWatt/slumbotslumbot. 3 (on Feb 25th, 2006). 4 bb/100. This will probably still be useful, the underlying math behind CFR etc. References Ganzfried, S. Resources. ago. Slumbot is one of the top no-limit poker bots in the world. Most exciting of all, the resulting poker bot is highly interpretable, allowing humans to learn from the novel strategies it discovers. Later on, in 1997, UoA released a more advanced system titles Loki, which was focused in beating Limit Hold’em variations. A variant of the Public Chance Sampling (PCS) version of CFR is employed which works. Stars. It was developed at Carnegie Mellon University, Pittsburgh. , 2016]. The initial attempts to construct adaptive poker agents employed rule-based statistical models. What makes Player of Games stand out is that it can perform well at both perfect and imperfect information games. One of the ideas in the comments is that sites like Pokerstars could integrate with GTO Wizard such that it uses the solves to determine how well a player's actions mirror the solutions. Btw, 2-7 Triple draw (3 rounds of draws + 4 rounds of betting) is more complicated. 95% of the available river EV compared to the optimal one-size strategy. " He is also mentioned by Plankton in the video game SpongeBob's Atlantis SquarePantis. DyypHoldem vs. Through experiments against Slumbot, the winner of the most recent Annual Computer Poker Competition, we demonstrate that our approach yields a HUNL Poker agent that is capable of beating the Slumbot. In addition, agents evolved through playing against relatively weak rule-based opponents tied statistically with Slumbot in heads-up matches. 选自arXiv. com Industry. Implementations of Counterfactual Regret Minimization (CFR) for solving a variety of Holdem-like poker games. Our custom solutions have achieved speed and accuracy that outperform all benchmarks! GTO Wizard AI leverages the power of artificial intelligence to quickly and accurately solve complex poker spots. Libratus is an artificial intelligence computer program designed to play poker, specifically heads up no-limit Texas hold 'em. In toda. Now you get to play Slumbot on these same cards. [December 2017] Neil Burch's doctoral dissertation is now available in our list of publications. It achieved a baseline winrate of 42bb/100 after 2616 hands (equivalent to ~5232 duplicate hands). animebot. Perhaps, we learn something useful for other poker, too. Possibly the icefilms. . In the experiments, these agents tied against Slumbot 2017, the best equilibrium-based agent that was accessible as a testing opponent, in HUNL matches. - GitHub - datamllab/rlcard: Reinforcement Learning / AI. Check out videos teaching you everything you need to know to start winning. A natural level of approximation under which a game is essentially weakly solved is if a human lifetime of play is not sufficient to establish with statistical significance that the strategy is not an exact solution. However I found something wrong on the website, showing that "no response from server on slumbot. 8K visits and 28. Ruse vs Slumbot: Ruse wins with a significant win rate of 19. Join Date: Sep 2017 Posts: 3,921. Slumbot NL is a heads-up no-limit hold'em poker bot built with a distributed disk-based implementation of counterfactual regret minimization (CFR), enabling it to solve a large abstraction on commodity hardware in a cost-effective fashion. But after we published it, we had nothing else to do. 1. This version of slumbot even lost to Viliam Lisý's Simple Rule Agent. The exper-imental configurations are as follows. Having investigated big flop bets in the previous installment, Kevin discusses massive turn and river overbets from the bot battle between Slumbot and RuseAI. In addition, agents evolved through playing against relatively weak rule-based opponents tied statistically with Slumbot in heads-up matches. If we want to achieve a low-exploitability strategy, why we need to run mccfr when solving the subgame of hunl?Against Slumbot, the algorithm won on average by 7 milli big blinds per hand (mbb/hand), where a mbb/hand is the average number of big blinds won per 1,000 hands. Slumbot 2017. AI has mastered some of the most complex games known to man, but models are generally tailored to solve specific kinds of challenges. Has anybody here ever practiced heads up vs cleverpiggy bot or Slumbot? It seems like they are extremely weak, does anybody else feel the same way? I’m up over 1000 big blinds through 1400 hands. However, AlphaHoldem does not fully consider game rules and other game information, and thus, the model's training relies on a large number of sampling and massive samples, making its training process considerably complicated. ; and Zinkevich, M. docx","path":"HUvsSB. EN English Deutsch Français Español Português Italiano Român Nederlands Latina Dansk Svenska Norsk Magyar Bahasa Indonesia Türkçe Suomi Latvian. Most exciting of all, the resulting poker bot is highly interpretable, allowing humans to learn from the novel strategies it discovers. 1 Introduction Over the past two decades, reinforcement learning has yielded phenomenal successes in the domain of perfect-information games: it has produced. Rock took home the. Thus, this paper is an important step towards effective op-Kevin Rabichow continues to breakdown the hands from the bots offering insights that can be implemented into your game in meaningful ways without the computing power that they have available. info web server is down, overloaded, unreachable (network. Our flop strategies captured 99. DeepMind Player of Games and Slumbot API. scala","contentType":"file. The results of the ACPC 2016 that were announced at the AAAI Workshop in February 2016 are erroneous. cd Source && python Player/slumbot_player. py. Table S2 gives a more complete presentation of these results. DOI: 10. Make sure the channel permissions are as you want them; The logging channel should be private and. We introduce DeepStack, an algorithm for imperfect information settings. import requests import sys import argparse host = 'slumbot. This technology combines the speed of predictive AI with the power of traditional solvers. com (13K visits in. Hence, ˇ˙ i (h) is the probability that if player iplays according to ˙then for all histories h0that are a proper prefix of hwith P(h0) = i, player itakes the corresponding action in h. 95% of the available river EV compared to the optimal one-size strategy. Heads-up Limit Hold’em Poker is Solved by the University of Alberta’s Computer Poker Research Group« View All Poker Terms. Poker Fighter - Online Poker Training App for Cash Games. 95% of the available river EV compared to the optimal one-size strategy. slumbotと対戦再生リスト・ポーカー初心者向け講座. The action abstraction used was half pot, pot and all in for first action, pot and all in for second action onwards. Slumbot alternatives Poker-fighter. In both cases, Ruse (now GTO Wizard AI), outperformed Sslumbot significantly, however the. Fixed main. Slumbot 2017. In addition, they were far more effective in exploiting highly to moderately exploitable opponents than Slumbot 2017. In this paper we describe a new technique for finding approximate solutions to large extensive games. In a study involving 100,000 hands of poker, AlphaHoldem defeats Slumbot and DeepStack using only one PC with three days training. This technology combines the speed of predictive AI with the power of traditional solvers. 8K visits in September 2023), poker-genius. In the case of poker, in addition to beating Slumbot, it also beats the LBR agent, which was not possible for some previous agents (including Slumbot). Request the 150k hand history vs slumbot heads up match before the merge happens . National Colors: Red, white and blue. “I was a pretty mediocre player pre-solver,” he says, “but the second solvers came out, I just buried myself in this thing, and I started to improve like rapidly, rapidly, rapidly, rapidly. Slumbot's sizing looks *wrong* by comparison, yet. The main technical contributions include anovel state representation of card and betting information, amultitask self-play training loss function, and a new modelevaluation and selection metric to generate the final model. The stacks # reset after each hand. 4BB/100 over 150,000 hands. $ 20000. He focuses on the concepts we can pick up for our own game from observing these wild lines. Track: Papers. does mccfr can converge faster than cfr+ in your implementation. However, it remains challenging for new researchers to study this problem since there are no standard benchmarks for. U. {"payload":{"allShortcutsEnabled":false,"fileTree":{"":{"items":[{"name":"api","path":"api","contentType":"directory"},{"name":"cache","path":"cache","contentType. Experimental results show that DecisionHoldem defeats the strongest openly available agent in heads-up no-limit Texas hold'em poker, namely Slumbot, and a high-level reproduction of Deepstack, viz, Openstack, by more than 730 mbb/h (one-thousandth big blind per round) and 700 mbb/h. The paper was titled “Heads-Up Limit Hold’em Poker Is Solved. Slumbot, Supremus successfully beats Slumbot by an extremely large margin and also achieves a lower exploitability than DeepStack against a local best response. GTO Wizard AI generates optimal strategies for games of up to 200 big blinds with any bet size variation in an average of 3 seconds per street. References Ganzfried, S. TLDR. csv","path":"data/holdem/100k_CNN_holdem_hands. 1 Introduction November 20, 2023. Noam Brown will be the incoming chair of the competition and Martin Schmid will be returning as the outgoing chairs. Rank. Do the same for !setchannel leaderboard, !setchannel streams, !setchannel memberevents, and !setchannel log. National Anthem: The State Anthem of the Russian Federation. I am wondering how to use your code to train a bot to play heads-up no-limit Texas Holdem (like this one There are lot of code in this repo, I want to have an intuitive understanding of the project by training a heads-up no-limit Texas Holdem bot step by step. Thus, the proposed approach is a promising new direction for building high-performance adaptive agents in HUNL and other imperfect information games. SlugBot Also covers general admin functionality, with Discord server logging, muting, role assignment, Twitch stream notifications, follows and more! If you’d like to support SlugBot development you can buy The Slug a beer coffee. An approximate Nash equilibrium. In a study involving 100,000 hands of poker, AlphaHoldemdefeats Slumbot and DeepStack using only one PC with threedays training. Slumbot won the most recent Annual Computer Poker Competition , making it a powerful nemesis! GTO Wizard AI beat Slumbot for 19. 4 bb/100 in a 150k hand Heads. Together, these results show that with our key improvements, deep. com is ranked #590 in the Gambling > Poker category and #4849042 Globally according to January 2023 data. The University of Auckland Game AI Group is a research laboratory with an international reputation that has comprised over 20 researchers whose interests lie in applying the principles and techniques of Artificial Intelligence research to a number of modern game domains; such as, Texas Hold'em Poker, Bridge, First Person Shooter and Real-Time. Bankroll: $ 100000. Slumbot NL: Solving Large Games with Counterfactual Regret Minimization Using Sampling and Distributed Processing. 0. . Public. Stars. 92 BB/100 Baseline Earnings: -24. Experimental results showed that poker agents built in this method can adapt to opponents they have never seen in training and exploit weak strategies far more effectively than Slumbot 2017, one of the cutting-edge Nash-equilibrium-based poker agents. Biggest HFA: 220. Slumbot NL is a heads-up no-limit hold'em poker bot built with a distributed disk-based implementation of counterfactual regret minimization (CFR),. (A big blind is equal to the minimum bet. com ranks as the 4th most similar website to pokersnowie. 7BB/100. Readme Activity. 21% pot when nodelocking our flop solutions against PioSolver. The stacks # reset after each hand. With Lambot mobile application and cloud services, you can remotely schedule cleaning tasks for your vacuum robot, check its performance and even directly control the work of. Slumbot NL: Solving large games with counterfactual regret minimization using sampling and distributed processing. In this paper we describe a new technique for finding approximate solutions to large extensive games. This would include: The exact line chosen by Slumbot against itself On which board, in case the real hand ended earlier (e.