Update README.md

examples/A3C-Gym/README.md

@@ -32,53 +32,22 @@ multiprocess Python program to get a cgroup dedicated for the task.
 
 Models are available for the following atari environments (click to watch videos of my agent):
 
-+ [AirRaid](https://gym.openai.com/evaluations/eval_zIeNk5MxSGOmvGEUxrZDUw) (this one is flickering due to [gym settings](https://github.com/openai/gym/issues/378))
-+ [Alien](https://gym.openai.com/evaluations/eval_8NR1IvjTQkSIT6En4xSMA)
-+ [Amidar](https://gym.openai.com/evaluations/eval_HwEazbHtTYGpCialv9uPhA)
-+ [Assault](https://gym.openai.com/evaluations/eval_tCiHwy5QrSdFVucSbBV6Q)
-+ [Asterix](https://gym.openai.com/evaluations/eval_mees2c58QfKm5GspCjRfCA)
-+ [Asteroids](https://gym.openai.com/evaluations/eval_8eHKsRL4RzuZEq9AOLZA)
-+ [Atlantis](https://gym.openai.com/evaluations/eval_Z1B3d7A1QCaQk1HpO1Rg)
-+ [BankHeist](https://gym.openai.com/evaluations/eval_hifoaxFTIuLlPd38BjnOw)
-+ [BattleZone](https://gym.openai.com/evaluations/eval_SoLit2bR1qmFoC0AsJF6Q)
-+ [BeamRider](https://gym.openai.com/evaluations/eval_KuOYumrjQjixwL0spG0iCA)
-+ [Berzerk](https://gym.openai.com/evaluations/eval_Yri0XQbwRy62NzWILdn5IA)
-+ [Breakout](https://gym.openai.com/evaluations/eval_L55gczPrQJamMGihq9tzA)
-+ [Carnival](https://gym.openai.com/evaluations/eval_xJSOlo2lSWaH1wHEOX5vw)
-+ [Centipede](https://gym.openai.com/evaluations/eval_mc1Kp5e6R42rFdjeMLzkIg)
-+ [ChopperCommand](https://gym.openai.com/evaluations/eval_tYVKyh7wQieRIKgEvVaCuw)
-+ [CrazyClimber](https://gym.openai.com/evaluations/eval_bKeBg0QwSgOm6A0I0wDhSw)
-+ [DemonAttack](https://gym.openai.com/evaluations/eval_tt21vVaRCKYzWFcg1Kw)
-+ [DoubleDunk](https://gym.openai.com/evaluations/eval_FI1GpF4TlCuf29KccTpQ)
-+ [ElevatorAction](https://gym.openai.com/evaluations/eval_SqeAouMvR0icRivx2xprZg)
-+ [FishingDerby](https://gym.openai.com/evaluations/eval_pPLCnFXsTVaayrIboDOs0g)
-+ [Frostbite](https://gym.openai.com/evaluations/eval_qtC3taKFSgWwkO9q9IM4hA)
-+ [Gopher](https://gym.openai.com/evaluations/eval_KVcpR1YgQkEzrL2VIcAQ)
-+ [Gravitar](https://gym.openai.com/evaluations/eval_QudrLdVmTpK9HF5juaZr0w)
-+ [IceHockey](https://gym.openai.com/evaluations/eval_8oWCTwwGS7OUTTGRwBPQkQ)
-+ [Jamesbond](https://gym.openai.com/evaluations/eval_mLF7XPi8Tw66pnjP73JsmA)
-+ [JourneyEscape](https://gym.openai.com/evaluations/eval_S9nQuXLRSu7S5x21Ay6AA)
-+ [Kangaroo](https://gym.openai.com/evaluations/eval_TNJiLB8fTqOPfvINnPXoQ)
-+ [Krull](https://gym.openai.com/evaluations/eval_dfOS2WzhTh6sn1FuPS9HA)
-+ [KungFuMaster](https://gym.openai.com/evaluations/eval_vNWDShYTRC0MhfIybeUYg)
-+ [MsPacman](https://gym.openai.com/evaluations/eval_kpL9bSsS4GXsYb9HuEfew)
-+ [NameThisGame](https://gym.openai.com/evaluations/eval_LZqfv706SdOMtR4ZZIwIsg)
-+ [Phoenix](https://gym.openai.com/evaluations/eval_uzUruiB3RRKUMvJIxvEzYA)
-+ [Pong](https://gym.openai.com/evaluations/eval_8L7SV59nSW6GGbbP3N4G6w)
-+ [Pooyan](https://gym.openai.com/evaluations/eval_UXFVI34MSAuNTtjZcK8N0A)
-+ [Qbert](https://gym.openai.com/evaluations/eval_wekCJkrWQm9NrOUzltXg)
-+ [Riverraid](https://gym.openai.com/evaluations/eval_OU4x3DkTfm4uaXy6CIaXg)
-+ [RoadRunner](https://gym.openai.com/evaluations/eval_wINKQTwxT9ipydHOXBhg)
-+ [Robotank](https://gym.openai.com/evaluations/eval_Gr5c0ld3QACLDPQrGdzbiw)
-+ [Seaquest](https://gym.openai.com/evaluations/eval_N2624y3NSJWrOgoMSpOi4w)
-+ [SpaceInvaders](https://gym.openai.com/evaluations/eval_Eduozx4HRyqgTCVk9ltw)
-+ [StarGunner](https://gym.openai.com/evaluations/eval_JB5cOJXFSS2cTQ7dXK8Iag)
-+ [Tennis](https://gym.openai.com/evaluations/eval_gDjJD0MMS1yLm1T0hdqI4g)
-+ [Tutankham](https://gym.openai.com/evaluations/eval_gDjJD0MMS1yLm1T0hdqI4g)
-+ [UpNDown](https://gym.openai.com/evaluations/eval_KmkvMJkxQFSED20wFUMdIA)
-+ [VideoPinball](https://gym.openai.com/evaluations/eval_PWwzNhVFR2CxjYvEsPfT1g)
-+ [WizardOfWor](https://gym.openai.com/evaluations/eval_1oGQhphpQhmzEMIYRrrp0A)
-+ [Zaxxon](https://gym.openai.com/evaluations/eval_TIQ102EwTrHrOyve2RGfg)
+| | | | |
+| - | - | - | - |
+| [AirRaid](https://gym.openai.com/evaluations/eval_zIeNk5MxSGOmvGEUxrZDUw) | [Alien](https://gym.openai.com/evaluations/eval_8NR1IvjTQkSIT6En4xSMA) |  [Amidar](https://gym.openai.com/evaluations/eval_HwEazbHtTYGpCialv9uPhA) | [Assault](https://gym.openai.com/evaluations/eval_tCiHwy5QrSdFVucSbBV6Q) |
+| [Asterix](https://gym.openai.com/evaluations/eval_mees2c58QfKm5GspCjRfCA) | [Asteroids](https://gym.openai.com/evaluations/eval_8eHKsRL4RzuZEq9AOLZA) | [Atlantis](https://gym.openai.com/evaluations/eval_Z1B3d7A1QCaQk1HpO1Rg) | [BankHeist](https://gym.openai.com/evaluations/eval_hifoaxFTIuLlPd38BjnOw) |
+| [BattleZone](https://gym.openai.com/evaluations/eval_SoLit2bR1qmFoC0AsJF6Q) | [BeamRider](https://gym.openai.com/evaluations/eval_KuOYumrjQjixwL0spG0iCA) | [Berzerk](https://gym.openai.com/evaluations/eval_Yri0XQbwRy62NzWILdn5IA) | [Breakout](https://gym.openai.com/evaluations/eval_L55gczPrQJamMGihq9tzA) |
+| [Carnival](https://gym.openai.com/evaluations/eval_xJSOlo2lSWaH1wHEOX5vw) | [Centipede](https://gym.openai.com/evaluations/eval_mc1Kp5e6R42rFdjeMLzkIg) | [ChopperCommand](https://gym.openai.com/evaluations/eval_tYVKyh7wQieRIKgEvVaCuw) | [CrazyClimber](https://gym.openai.com/evaluations/eval_bKeBg0QwSgOm6A0I0wDhSw) |
+| [DemonAttack](https://gym.openai.com/evaluations/eval_tt21vVaRCKYzWFcg1Kw) | [DoubleDunk](https://gym.openai.com/evaluations/eval_FI1GpF4TlCuf29KccTpQ) | [ElevatorAction](https://gym.openai.com/evaluations/eval_SqeAouMvR0icRivx2xprZg) | [FishingDerby](https://gym.openai.com/evaluations/eval_pPLCnFXsTVaayrIboDOs0g) |
+| [Frostbite](https://gym.openai.com/evaluations/eval_qtC3taKFSgWwkO9q9IM4hA) | [Gopher](https://gym.openai.com/evaluations/eval_KVcpR1YgQkEzrL2VIcAQ) | [Gravitar](https://gym.openai.com/evaluations/eval_QudrLdVmTpK9HF5juaZr0w) | [IceHockey](https://gym.openai.com/evaluations/eval_8oWCTwwGS7OUTTGRwBPQkQ) |
+| [Jamesbond](https://gym.openai.com/evaluations/eval_mLF7XPi8Tw66pnjP73JsmA) | [JourneyEscape](https://gym.openai.com/evaluations/eval_S9nQuXLRSu7S5x21Ay6AA) | [Kangaroo](https://gym.openai.com/evaluations/eval_TNJiLB8fTqOPfvINnPXoQ) | [Krull](https://gym.openai.com/evaluations/eval_dfOS2WzhTh6sn1FuPS9HA) |
+| [KungFuMaster](https://gym.openai.com/evaluations/eval_vNWDShYTRC0MhfIybeUYg) | [MsPacman](https://gym.openai.com/evaluations/eval_kpL9bSsS4GXsYb9HuEfew) | [NameThisGame](https://gym.openai.com/evaluations/eval_LZqfv706SdOMtR4ZZIwIsg) | [Phoenix](https://gym.openai.com/evaluations/eval_uzUruiB3RRKUMvJIxvEzYA) |
+| [Pong](https://gym.openai.com/evaluations/eval_8L7SV59nSW6GGbbP3N4G6w) | [Pooyan](https://gym.openai.com/evaluations/eval_UXFVI34MSAuNTtjZcK8N0A) | [Qbert](https://gym.openai.com/evaluations/eval_wekCJkrWQm9NrOUzltXg) | [Riverraid](https://gym.openai.com/evaluations/eval_OU4x3DkTfm4uaXy6CIaXg) |
+| [RoadRunner](https://gym.openai.com/evaluations/eval_wINKQTwxT9ipydHOXBhg) | [Robotank](https://gym.openai.com/evaluations/eval_Gr5c0ld3QACLDPQrGdzbiw) | [Seaquest](https://gym.openai.com/evaluations/eval_N2624y3NSJWrOgoMSpOi4w) | [SpaceInvaders](https://gym.openai.com/evaluations/eval_Eduozx4HRyqgTCVk9ltw) |
+| [StarGunner](https://gym.openai.com/evaluations/eval_JB5cOJXFSS2cTQ7dXK8Iag) | [Tennis](https://gym.openai.com/evaluations/eval_gDjJD0MMS1yLm1T0hdqI4g) | [Tutankham](https://gym.openai.com/evaluations/eval_gDjJD0MMS1yLm1T0hdqI4g) | [UpNDown](https://gym.openai.com/evaluations/eval_KmkvMJkxQFSED20wFUMdIA) |
+| [VideoPinball](https://gym.openai.com/evaluations/eval_PWwzNhVFR2CxjYvEsPfT1g) | [WizardOfWor](https://gym.openai.com/evaluations/eval_1oGQhphpQhmzEMIYRrrp0A) | [Zaxxon](https://gym.openai.com/evaluations/eval_TIQ102EwTrHrOyve2RGfg) | |
+
+
 
 Note that atari game settings in gym are quite different from DeepMind papers, so the scores are not comparable. The most notable differences are:
 + In gym, each action is randomly repeated 2~4 times.