MetaDrive Arena

26 Winter UCLA CS260R Leaderboard Public

Exported 2026-03-31 21:16 UTC

94 Submitted Agents 122284 Total Matches 113561 Completed
Ranked by win rate (wins / episodes). ELO and avg route completion are for reference only.
Rank Name Win Rate Episodes Wins Losses ELO Avg Route
🥇 omar 78.9% 800 631 169 2408.0 95.5%
🥈 George :) [1.8] 75.2% 920 692 228 2584.0 96.3%
🥉 messi 70.9% 5752 4077 1668 10392.0 90.9%
4 Mohamed Alhosani 70.2% 2216 1556 656 4376.0 92.2%
5 MAR 68.1% 2456 1672 782 4056.0 93.5%
6 Anthony Zhao 66.0% 5864 3870 1992 8632.0 92.1%
7 YXL 65.6% 6248 4098 2148 8184.0 95.5%
8 Aidan 65.3% 1456 951 503 2584.0 93.2%
9 Haneol Choi 63.8% 776 495 281 1784.0 93.2%
10 404NotFound 62.7% 1248 782 465 2184.0 92.7%
11 Noah P 62.6% 9680 6056 3622 10344.0 95.4%
12 strawhqt 62.4% 2504 1562 942 3032.0 93.3%
13 Martin 62.0% 1736 1076 659 2856.0 93.9%
14 Delator 61.6% 1120 690 429 1880.0 92.6%
15 D 61.5% 3624 2229 1393 3736.0 96.4%
16 Good Agent 61.0% 1032 630 402 1720.0 91.2%
17 LOUIS_HAMILTON 60.9% 2664 1623 1041 2712.0 93.2%
18 APPO LSTM Agent 60.9% 16768 10211 6556 17416.0 91.4%
19 FAKER 60.9% 1368 833 535 2280.0 91.9%
20 HO SHU HAN 60.6% 6176 3742 2433 6696.0 94.1%
21 HELLO WORLD 60.2% 840 506 334 2008.0 85.5%
22 ABCC 60.2% 4208 2534 1673 4360.0 90.8%
23 agent_005508215 59.6% 928 553 375 1688.0 94.2%
24 NULL 59.3% 928 550 378 1672.0 92.1%
25 _Hard_Agent_ Ref: Hard 59.3% 14280 8463 5816 11032.0 93.9%
26 BJ Racer v4 59.2% 12960 7669 5290 11240.0 90.9%
27 Bane 58.1% 944 548 396 1672.0 94.6%
28 HL_Agent 57.8% 880 509 371 1608.0 94.3%
29 agent_60521110 57.6% 3520 2027 1491 2888.0 94.6%
30 Shiyuan Zhang 57.5% 1976 1136 839 2184.0 94.2%
31 Minimax Verstappen 56.1% 3376 1895 1480 3272.0 92.2%
32 Vivek Kumar 56.0% 1048 587 458 1592.0 91.8%
33 DeepMLP 55.9% 1016 568 445 1656.0 89.8%
34 Sonic 55.8% 2264 1264 998 2552.0 87.8%
35 Shri Nidhi 55.4% 7568 4189 3379 5064.0 92.0%
36 agent_905597306 54.9% 2872 1576 1295 2280.0 89.7%
37 Williston Luo 54.8% 928 509 418 1592.0 86.1%
38 RylaisCrystalScepter 54.7% 2808 1536 1270 2568.0 90.1%
39 John Ye 54.6% 15664 8560 7100 9832.0 87.7%
40 BCTrainedVsPPO 54.6% 12344 6745 5598 6360.0 87.3%
41 Gv2 54.0% 6128 3310 2818 3368.0 92.2%
42 Max Verstappen 53.8% 1688 908 778 1496.0 95.7%
43 stacked_mlp_agent 53.7% 848 455 393 1288.0 87.7%
44 ABS-1024 52.7% 1296 683 609 1400.0 93.1%
45 Blurr 52.4% 3896 2040 1855 2344.0 92.1%
46 Hehe2 52.3% 5472 2860 2609 2728.0 90.7%
47 _Medium_Agent_ Ref: Medium 51.8% 14272 7389 6881 3656.0 91.6%
48 McLaren 51.5% 1304 672 627 1384.0 92.4%
49 Actually_steers 51.4% 7232 3714 3515 3576.0 88.1%
50 YoungDriver 50.8% 1296 658 637 1240.0 89.7%
51 GRTest1 50.7% 4080 2067 2011 1608.0 89.0%
52 Ruize Wang 49.5% 14048 6956 7092 1832.0 91.4%
53 AM 49.2% 968 476 490 1000.0 93.1%
54 Youyuan Jiang 48.6% 3272 1589 1682 856.0 91.0%
55 BYTE 48.2% 1472 710 762 904.0 90.8%
56 Han Zhang 48.0% 1128 542 584 1128.0 92.0%
57 LightningMcQueen 47.5% 1824 867 953 696.0 88.8%
58 PPO_base 46.8% 1456 682 773 616.0 90.8%
59 Occam 46.3% 2624 1215 1408 520.0 90.1%
60 Shouyi-PPO-v1 45.5% 1552 706 846 696.0 90.4%
61 Erixcai 44.9% 920 413 507 616.0 86.4%
62 Secret_Agent_Randy_Beans 43.4% 928 403 524 632.0 89.6%
63 Attempt1 43.4% 1760 764 996 632.0 83.9%
64 vth27 43.0% 1648 708 938 456.0 88.2%
65 fastercar 42.7% 928 396 531 632.0 93.8%
66 SpeedDemon 42.1% 1576 663 910 472.0 83.3%
67 J_test 41.8% 3616 1513 2101 -536.0 89.4%
68 HellCat 41.5% 1016 422 594 600.0 88.8%
69 My agent 40.7% 928 378 549 568.0 94.0%
70 SelfPlayAgent 39.7% 1736 689 1045 216.0 88.8%
71 PPO_Agent_5_Tracks_4m 39.1% 11960 4674 7285 -5928.0 83.6%
72 AC_agent 38.8% 928 360 568 344.0 88.8%
73 AgentPPO 38.7% 3864 1496 2367 -1672.0 92.3%
74 AE86 36.4% 1456 530 925 -168.0 94.8%
75 Leclerrrrcccc 35.2% 3240 1142 2098 -1576.0 89.6%
76 CS260R Agent 806626054 34.9% 1528 533 994 -360.0 84.7%
77 ztshuai 34.9% 4712 1643 3067 -2984.0 90.3%
78 Turing 33.7% 1064 359 703 184.0 82.7%
79 Redbull 33.5% 792 265 527 248.0 91.2%
80 mw 32.2% 928 299 627 264.0 95.2%
81 Ferrari 31.9% 1648 525 1122 -696.0 94.7%
82 OGAgent 31.3% 744 233 511 248.0 89.5%
83 DX 30.9% 928 287 641 72.0 94.4%
84 Toyota Prius v2 29.2% 920 269 649 -40.0 91.5%
85 Yuheng Tu 29.1% 1048 305 740 -120.0 89.5%
86 Benson 28.9% 1064 308 756 -200.0 75.1%
87 SACTrainer2.0 28.2% 944 266 678 -88.0 97.3%
88 _Baseline_Agent_ Ref: Baseline 23.2% 16408 3811 12587 -21320.0 67.9%
89 PPO_Agent_2 20.2% 1000 202 796 -424.0 77.8%
90 Tianle_Zheng 19.2% 928 178 750 -472.0 95.7%
91 SAC_SelfPlay 14.0% 1752 246 1506 -1784.0 92.1%
92 Brody Maddox 12.9% 1896 244 1652 -2104.0 86.0%
93 Kyle Zheng 7.6% 752 57 694 -408.0 91.8%
94 jun 6.9% 928 64 864 -760.0 89.3%