Games like Dyna-Q: Agents that can plan
Looking for games like Dyna-Q: Agents that can plan? Here are top simulation recommendations, selected from player-similarity data — start with Balancing a ball: Ai, Blackjack! For QLearning or Tower Of Hanoi - Ai.
About In this simulation, I train an agent to balance a ball that is launched onto a platform, avoiding the machinery below for 15 seconds. Despite the task appearing straightforward, it presents a couple of new challenges that haven't been in my previous agents. This agent uses Q-Learning with linear function approximation and tile coding to handle the state space. You can take control of the pl… If you enjoyed this game, see our list of games similar to Balancing a ball: Ai.
View Game
This is the forth entry in my series of Unity for AI Education. Code is available for this and all other projects on my GitHub (username MLivanos), released under an MIT license. Explore the inner workings of the Q-Learning algorithm for blackjack, a classic casino game where two players receive a hand of two cards and the goal is to get a value of 21 without going over. Aces count as either 1 or… If you enjoyed this game, see our list of games similar to Blackjack! For QLearning.
View Game


- 50%Game Brain Score50% User Score 1 reviews
About Tower Of Hanoi is a mathematical puzzle that involves moving a stack of disks from one peg to another, following certain rules. You can only move one disk at a time, and you can't place a larger disk on top of a smaller one. Your goal is to move the entire tower from the first peg to the middle peg, following the set rules. The Reinforcement Learning Agent If you click the "Agent solve" butt… If you enjoyed this game, see our list of games similar to Tower Of Hanoi - Ai.
View Game
- 91%Game Brain ScoreMost mentioned positive aspects:story, gameplayMost mentioned negative aspects:graphics, grinding91% User Score 188 reviews
You've been reincarnated as another world dark lord with the skill to be reborn again and again. Use experience from your past lives to choose the right paths to conquer everything. Features ✨What's in this game Play as an another world dark lord: Grow and absorb the mana around you. Devour everything you can to survive. Develop dark magic, create minions, or evolve into a powerful creature. … If you enjoyed this game, see our list of games similar to Reincarnated as a Dark Lord Before Taking Over the World with Power 999999999.
View Game


Three Kingdoms Club Manager Three Kingdoms Club Manager is a tactical roguelike with grid-based battles. You play as a Three Kingdoms commander, recruiting famous generals, building formations, and freely combining gear and skills to create endless tactical combinations on random battlefields. Core Gameplay Turn-based grid battles: Position wins the day; synergy and counters matter. Hero collectio… If you enjoyed this game, see our list of games similar to Three Kingdoms Club Manager.
View Game


- View Game



Introduction Nim is a strategic game where players take turns removing objects from distinct heaps, aiming to avoid taking the last object. The origins of the game can be traced back to ancient China, and it has been played in various forms for over two thousand years. In this version of Nim, there are three piles, each filled with a random number of tokens. On your turn, you have to remove one or… If you enjoyed this game, see our list of games similar to Nim -Ai.
View Game


About Face off against a reinforcement learning agent in this classic Flash game. Click on your bow and pull back to aim, release to fire. The first to hit their opponent three times wins. The Agent The agent sees its environment through a state, which includes the current wind conditions, the player's position, and the bow's current angle and power. It can choose from five actions: increasing or … If you enjoyed this game, see our list of games similar to Archery - Ai.
View Game
- 48%Game Brain ScoreMost mentioned negative aspects:gameplay, story48% User Score 124 reviews
Blacksmith Legends is a RPG simulation strategy game where you inherit a small workshop and build your way up. Your job is to craft/modify your recipe's, manage your workshop/employees, become hero or villain with, compete against other blacksmith's in the Kingdom. Impress or dethrone your King! If you enjoyed this game, see our list of games similar to Blacksmith Legends.
View Game


Tactics Rogue brings RPG tactics to the dungeon crawling rogue-like genre. Mix and match a variety of character classes to fight your way through a randomly generated dungeon, finding helpful items and fighting challenging bosses. If you enjoyed this game, see our list of games similar to Tactics Rogue.
View Game


- 77%Game Brain ScoreMost mentioned positive aspects:graphics, replayabilityMost mentioned negative aspects:gameplay, story77% User Score 272 reviews
Players take on the role of an air traffic controller, guiding aircraft safely and efficiently through real-world airports. With simple controls, it’s easy for anyone to enjoy, featuring a wide range of stages tailored for both beginners and advanced players. If you enjoyed this game, see our list of games similar to I am an Air Traffic Controller 4.
View Game


Welcome! Welcome to my Abstract Painter! It's an HTML5 interactive model that allows a user to explore diffusion of color. The interactive simulation is intended to be used by the individual student or learner who is attempting to further understand the concept. The interactive is a NetLogo simulation built in NetTango which allow a user to manipulate an environment with block-based coding and … If you enjoyed this game, see our list of games similar to Programming an Abstract Painter.
View Game


- 76%Game Brain ScoreMost mentioned positive aspects:music, gameplayMost mentioned negative aspects:story, graphics100% User Score 27 reviews
Adventure is calling! Choose your Mission and a Captain, Crew and Ship. Take Actions to advance through their story cards. Actions boost your Action Speed for this run, and completing cards increases it permanently. Once your Action Speed is high enough you will complete Missions, permanently increasing your Maximum Morale. Keep an eye out for positive events that will make the game clock run q… If you enjoyed this game, see our list of games similar to Starcremental.
View Game


- 90%Game Brain ScoreMost mentioned positive aspects:gameplay, graphicsMost mentioned negative aspects:music, grinding90% User Score 103 reviews
Delve into grid-based card play in this roguelike deckbuilder. Assemble your party, carefully select your battles, and construct powerful item builds to cleanse the Tendryll of its befouled enemies. If you enjoyed this game, see our list of games similar to Tendryll.
View Game


- 88%Game Brain ScoreMost mentioned positive aspects:story, gameplayMost mentioned negative aspects:stability, grinding88% User Score 418 reviews
Carefully plan your team's tactics in close quarters battles. Use the timeline to synchronize each door breach, grenade throw and room entry with precision. Watch your team execute your plan autonomously in epic cinematic replays. Take on challenging roguelike campaigns or standalone missions. If you enjoyed this game, see our list of games similar to No Plan B.
View Game


- 82%Game Brain ScoreMost mentioned positive aspects:gameplay, graphicsMost mentioned negative aspects:story, grinding82% User Score 696 reviews
Tiny Tactics is a Tower Defense game with a heavy focus on mazing, with mechanics inspired by the Auto Chess genre. Tiny Tactics is a love letter to those of us who enjoy focusing on mazing in a Tower Defense. You will be considering your enemy's path at all times while you try to upgrade your units by combining duplicates, getting the perfect class combinations, and placing the right units with … If you enjoyed this game, see our list of games similar to Tiny Tactics.
View Game


- 62%Game Brain ScoreMost mentioned positive aspects:story, graphicsMost mentioned negative aspects:grinding, optimization62% User Score 332 reviews
Narrative exploration game located in a massive, post-human Western Washington. Navigate an open world that has been reclaimed by nature. Use journals, letters, zines, and other documents to learn the interconnected stories of the people who lived here once. If you enjoyed this game, see our list of games similar to Eidolon.
View Game


- 67%Game Brain ScoreMost mentioned positive aspects:music, humorMost mentioned negative aspects:graphics, gameplay65% User Score 102 reviewsCritic Score 72%3 reviews
Deliver Zany Passengers While Dodging Mile-High Skyscrapers & Blabbermouth Pedestrians. If you enjoyed this game, see our list of games similar to MiLE HiGH TAXi.
View Game


- 87%Game Brain ScoreMost mentioned positive aspects:gameplay, graphicsMost mentioned negative aspects:story87% User Score 124 reviews
Experience a Fast-Paced Roguelite Turn-Based Strategy game with a New Turn-Based Engine which will need you to plan early on and create strategies that would lead your army to victory. Create an army with different Characters and Leaders to choose from and explore this Roguelite world. If you enjoyed this game, see our list of games similar to Immortal Tactics: War of the Eternals.
View Game


- View Game70%Game Brain ScoreMost mentioned positive aspects:graphics, gameplayMost mentioned negative aspects:optimization, story70% User Score 289 reviews
SimRail - The Railway Simulator Prologue presents the full range of possibilities of the newest and best simulator of the work of train driver. Take on the challenge and take the controls of a freight or passenger train! If you enjoyed this game, see our list of games similar to SimRail - The Railway Simulator: Prologue.
- 85%Game Brain ScoreMost mentioned positive aspects:gameplay, storyMost mentioned negative aspects:grinding85% User Score 1,124 reviews
A unique mix of adventure and idle game. Plan and optimise your loops carefully and let the grind happen automatically. Explore this unique world, meet strange characters and escape the loop. A high-quality idle game that elevate the mechanics through an old school pixel-art adventure. If you enjoyed this game, see our list of games similar to Stuck In Time.
View Game


- View Game
Brief Description: This iteration now includes setting time limits, adjusting target size, dynamic score tracking, and starting the game via a start button. It also retains animation-focused enhancements like choosing which animations to see via a dropdown, adjusting animation speed via slider, reversing animations, allowing for simultaneous animations, and toggling the visibility of UI elements f… If you enjoyed this game, see our list of games similar to IT201_Project04_Anthony_Rodier.
- 80%Game Brain ScoreMost mentioned positive aspects:story, gameplayMost mentioned negative aspects:optimization, stability80% User Score 240 reviews
Begin your ranger journey in Ranger’s Path: National Park Simulator. Maintain trails, assist visitors, track wildlife, rescue injured or trapped animals, and explore diverse biomes filled with varied species. If you enjoyed this game, see our list of games similar to Ranger’s Path: National Park Simulator.
View Game


- 48%Game Brain ScoreMost mentioned negative aspects:gameplay, stability57% User Score 35 reviews
Dive into the most advanced tennis management experience to date. Manage your academy, develop your staff and facilities, recruit the best players from the men's and women's circuits, both junior and pro, and lead them to the top! Forge the champions of tomorrow. The future of tennis is in your hands. If you enjoyed this game, see our list of games similar to Tennis Manager 25.
View Game


- 56%Game Brain ScoreMost mentioned positive aspects:graphics, atmosphereMost mentioned negative aspects:optimization, music56% User Score 54 reviews
Whether you're new to chess or a seasoned master, welcome to Chess Infinity—the art of timeless strategy. Immerse yourself in serene environments, sharpen your skills with an adaptive AI mentor, and connect with players worldwide. Embrace endless challenges that transcend eras and borders. If you enjoyed this game, see our list of games similar to Chess Infinity.
View Game


- 79%Game Brain ScoreMost mentioned positive aspects:story, gameplayMost mentioned negative aspects:optimization, stability79% User Score 893 reviews
Command an elite international squad of special operatives against enemy forces. In Black One Blood Brothers, you will play as the elite special forces of the Joint Secret Operations (JSO) and lead special operations forces through challenging secret ops all over the globe. REALISM GAMEPLAY Black One Blood Brothers is developed in partnership with a retired French Navy officer who served in the Co… If you enjoyed this game, see our list of games similar to Black One Blood Brothers.
View Game


- 75%Game Brain ScoreMost mentioned positive aspects:gameplay, graphicsMost mentioned negative aspects:grinding, monetization75% User Score 395 reviews
World of Shooting lets you compete in realistic shooting sports matches, train tactically in ‘killhouses’, and collect your own armory from hundreds of historic and modern firearms! Currently, the game has over 120 firearms (up to 300 models total will be added), and 250+ accessories — scopes, red dot and laser sights, weapon lights, magazines, suppressors, ammunition, etc., all corresponding… If you enjoyed this game, see our list of games similar to World of Shooting.
View Game


- 65%Game Brain ScoreMost mentioned positive aspects:replayability, emotionalMost mentioned negative aspects:gameplay, stability61% User Score 228 reviewsCritic Score 85%1 reviews
The Most Hockey Ever! Franchise Hockey Manager 4 is the deepest, most authentic hockey strategy game available. FHM 4 is officially licensed by the NHL®, includes real 2017-18 rosters, packs even more features than any of its predecessors, and takes the series to a whole new level in terms of realism and gameplay. If you enjoyed this game, see our list of games similar to Franchise Hockey Manager 4.
View Game


- 79%Game Brain ScoreMost mentioned positive aspects:graphics, gameplayMost mentioned negative aspects:story, atmosphere79% User Score 173 reviews
Please Fix The Road is a colorful, minimalistic, laid-back and casual puzzle game in which it's probably not hard to guess... you're fixing roads! In each level you have a specific limited set of tools that will help you get all the cars, boats, trains or animals from their point A to point B. The mentioned animals include, of course, kittens, dogs and... pink llamas! You are able to manipulate mu… If you enjoyed this game, see our list of games similar to Please Fix The Road.
View Game


- 63%Game Brain ScoreMost mentioned positive aspects:gameplay, replayabilityMost mentioned negative aspects:story, grinding66% User Score 47 reviews
"Devil's Deck" is an Indie Roguelike game based on cards deck building, which has a unique honeycomb map and original battle rules. Hope to bring you a new game experience! If you enjoyed this game, see our list of games similar to Devil's Deck.
View Game


- 92%Game Brain ScoreMost mentioned positive aspects:graphicsMost mentioned negative aspects:gameplay, grinding92% User Score 64 reviews
Explore logic symbols. Discover the rules. Solve complex puzzles. Conquer all zones. Feel the power of your logical side! If you enjoyed this game, see our list of games similar to Pure Logic.
View Game
- 79%Game Brain ScoreMost mentioned positive aspects:graphics, storyMost mentioned negative aspects:gameplay, grinding79% User Score 107 reviews
Might is Right is an old-school turn-based strategy game, it has simple controls and deep complex mechanics. If you enjoyed this game, see our list of games similar to Might is Right.
View Game


- 69%Game Brain ScoreMost mentioned positive aspects:story, gameplayMost mentioned negative aspects:atmosphere, character development68% User Score 109 reviewsCritic Score 71%7 reviews
Pendragon is a turn-based strategy game, where every move you make drives the narrative, and every story twist opens new gameplay opportunities. Will you advance and show your mettle, or cautiously retreat? Will you slip round enemies, or encounter them head-on? And when sacrifices are required, who will you put in harm's way? If you enjoyed this game, see our list of games similar to Pendragon.
View Game


- 74%Game Brain ScoreMost mentioned positive aspects:gameplay, graphicsMost mentioned negative aspects:optimization74% User Score 76 reviews
Medievalien is a story-rich action rogue-like where a fantasy Medieval world has been invaded by Alien creatures. Use multiple characters, gather loot and manage your equipment to overcome ever harder challenges and unravel Medievalien's story and its secrets. If you enjoyed this game, see our list of games similar to Medievalien.
View Game
Please Note - The game has updated - the manual is currently being updated. However, the in-game manual is up-to-date in the meanwhile. Please refer to that for all queries. Story Description Double Crossroads is a game about two assassins hunting each other. They are getting directions from you - and you want them both dead. Hence, you are feeding them the same instruction - trying to get th… If you enjoyed this game, see our list of games similar to Double Crossroads.
View Game


Step into the ultimate public transport experience with City Transport Simulator: Gold Edition! Drive, manage, and expand your very own transport company in the most immersive bus & tram simulation yet. Build routes, grow your network, and explore a detailed European-inspired city like never before. Drive like a pro with: - Precise real-world physics - Authentic engine & ambient sounds - Interact… If you enjoyed this game, see our list of games similar to City Transport Simulator: Bus + Tram.
View Game


About The Cart-Pole environment is a classic testbed in reinforcement learning, where the objective is to balance a pole on a moving cart. The challenge involves controlling the cart's movement to prevent the pole from falling over. How to play When the game starts you will be in control of the cart. Your task is to balance the pole for 30 seconds by pressing A and D to move left and right. If you… If you enjoyed this game, see our list of games similar to Cart Pole - Ai.
View Game
- 52%Game Brain ScoreMost mentioned positive aspects:musicMost mentioned negative aspects:graphics, gameplay75% User Score 20 reviews
Combine And Conquer is a multiplanetary automation game. Build and optimize factories, colonize planets, transfer resources via spaceships between your planets. Combine And Conquer allows you to easily plan, generate and re-use building blocks for your factory. There's a free demo that offers everything the full version does except for being able to load savegames. Note that Combine And … If you enjoyed this game, see our list of games similar to Factor Y.
View Game


- View Game95%Game Brain ScoreMost mentioned positive aspects:story, gameplayMost mentioned negative aspects:replayability, grinding95% User Score 75 reviews
Morningstar: Book of the Fallen is an Urban Fantasy Adult Visual Novel/RPG. A young MMA fighter's life changes forever the day he meets an Angel. If you enjoyed this game, see our list of games similar to Morningstar: Book of the Fallen.
- View Game94%Game Brain ScoreMost mentioned positive aspects:story, gameplayMost mentioned negative aspects:grinding, optimization94% User Score 50 reviews
Ryoma, cousin of the infamous landlord Ryunosuke from "NTRaholic", won a luxury pool in a high-stakes bet and became its "Lifeguard." You must manage the pool while using Ryoma's elite athletic physique and stamina to satisfy the lonely hearts and bodies of shy co-eds like Aoi Mizuhara. If you enjoyed this game, see our list of games similar to Lifeguard Holic.
- View Game66%Game Brain ScoreMost mentioned positive aspects:graphics, emotionalMost mentioned negative aspects:gameplay, stability76% User Score 38 reviews
ROAM is a silly sandbox game where you play as a wild horse! Customize your horse and five members of your herd and explore the open world! Reunite and take care of your herd! Breed your horses to welcome new foals! Choose to cause havoc in the local towns! However you play, roam free! If you enjoyed this game, see our list of games similar to ROAM: Wild Horse Simulator.
- View Game91%Game Brain ScoreMost mentioned positive aspects:gameplay, atmosphereMost mentioned negative aspects:music, story91% User Score 56 reviews
Welcome to Battle On! Hero Academy! In this desktop idle game, you are the dean. Recruit heroes and plan their careers from swordsmen to paladins. Your heroes battle and grow. Reap the rewards, then lead your upgraded team against epic bosses. Enjoy deep strategy and satisfying idle progression! If you enjoyed this game, see our list of games similar to Battle On! Hero Academy.
- 91%Game Brain ScoreMost mentioned positive aspects:gameplay, storyMost mentioned negative aspects:grinding, optimization91% User Score 305 reviews
Card Survival: Fantasy Forest is a card-based deep survival simulator and the next installment in the Card Survival Series. Experience what life would be like in the primordial forests of old. Carve out a home in a world teeming with beasts, spirits and monsters - where humans have yet to find their place. Key Features: Simple but deep System: A deep and detailed survival simulator in a v… If you enjoyed this game, see our list of games similar to Card Survival: Fantasy Forest.
View Game


- 80%Game Brain ScoreMost mentioned positive aspects:gameplay, graphicsMost mentioned negative aspects:story, optimization80% User Score 704 reviews
This is a Simulation game. You will manage your cloud city, recruit adventurers all over the world, take them for exploration, obtain resources and blueprints. Construct buildings, make equipment, produce items, so to develop your city into greatness together with your adventurers. If you enjoyed this game, see our list of games similar to The Leviathan's Fantasy.
View Game


- 97%Game Brain ScoreMost mentioned positive aspects:story, gameplayMost mentioned negative aspects:grinding, graphics97% User Score 337 reviews
Try to survive and perhaps eventually even tame an unknown planet in this incremental semi-idle game. Inspired by Increlution, though if you've played that game, please be aware that the looping mechanic in this doesn't start unless/until you reach a certain point. So you do have to do some planning to make sure you survive long enough first time around. This project is currently in early access… If you enjoyed this game, see our list of games similar to Terraformental.
View Game


- 88%Game Brain ScoreMost mentioned positive aspects:gameplay, atmosphereMost mentioned negative aspects:grinding, stability88% User Score 2,117 reviews
An android is led through a vast structure by a glitch in his visual system. Lorn's Lure is an atmospheric narrative first-person platformer with novel climbing mechanics and modernized retro 3D graphics. If you enjoyed this game, see our list of games similar to Lorn's Lure.
View Game


- 74%Game Brain ScoreMost mentioned positive aspects:graphics, gameplayMost mentioned negative aspects:music, atmosphere74% User Score 58 reviews
Richard the Third is an epic two-player wargame that recreates the 15th century, bloody dynastic struggle between the royal houses of Lancaster and York for the throne of England. If you enjoyed this game, see our list of games similar to Blocks: Richard III.
View Game


- 37%Game Brain ScoreMost mentioned positive aspects:story, musicMost mentioned negative aspects:gameplay, replayability56% User Score 18 reviews
Dice Assassin is a challenging game in which you defeat enemies on the board according to the numbers on the dice. Choose your moves using cards, position yourself strategically to defeat enemies on the board squares, and create tactics using action cards. Positioning on the board is essential for victory, as you need to move strategically to confront enemies in the right squares. The movement on … If you enjoyed this game, see our list of games similar to Dice Assassin.
View Game


- 89%Game Brain ScoreMost mentioned positive aspects:gameplay, graphicsMost mentioned negative aspects:story, stability89% User Score 384 reviews
Build your train to build your deck. Fight off bandits in a post apocalyptic world. Progress and unlock new train combinations with synergies. Get drivers to their final destinations. If you enjoyed this game, see our list of games similar to Fogpiercer.
View Game


- 49%Game Brain ScoreMost mentioned positive aspects:gameplay, musicMost mentioned negative aspects:story64% User Score 28 reviews
Artifice: War tactics is a turn-based strategy all about setting up tripwires and executing killer combos! A game of anticipation, deduction and outwitting your enemy at every turn. Play as one of four kingdoms in an epic campaign for territory, champions, relics and the throne of the Immortal king. If you enjoyed this game, see our list of games similar to Artifice: War Tactics.
View Game




















































