MetaDrive Arena

26 Winter UCLA CS260R Leaderboard Final

Exported 2026-03-31 21:16 UTC

94 Submitted Agents 4371 Total Matches 4371 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 77.8% 2232 1737 495 2488.0 95.1%
🥈 George :) [1.8] 75.7% 2232 1690 542 2392.0 96.4%
🥉 Mohamed Alhosani 69.2% 2232 1545 686 2392.0 92.1%
4 messi 68.5% 2232 1529 703 2328.0 90.1%
5 Aidan Bayer-Calvert 66.5% 2232 1485 747 2168.0 92.7%
6 MAR 66.1% 2232 1476 756 2136.0 92.6%
7 Anthony Zhao 65.2% 2232 1455 777 2200.0 92.3%
8 Liu Martin 64.8% 2232 1447 785 2136.0 93.0%
9 404NotFound 64.0% 2232 1428 804 1912.0 92.9%
10 Good Agent 62.6% 2232 1398 833 1880.0 91.7%
11 Martin 62.3% 2232 1391 841 1816.0 93.2%
12 Noah P 62.1% 2232 1387 845 1816.0 95.0%
13 Haneol Choi 61.7% 2232 1378 854 1656.0 92.4%
14 Hehe2 61.7% 2232 1377 854 1720.0 88.9%
15 Delator 61.6% 2232 1375 857 1976.0 91.6%
16 APPO LSTM Agent 60.3% 2232 1345 887 1816.0 90.7%
17 HELLO WORLD 59.7% 2232 1333 899 2008.0 86.5%
18 strawhqt 59.5% 2232 1328 904 1720.0 92.1%
19 agent_005508215 59.1% 2232 1318 914 1752.0 92.6%
20 HO SHU HAN 59.1% 2232 1318 914 1720.0 92.6%
21 DeepMLP 58.5% 2232 1306 926 1784.0 88.1%
22 BJ Racer v4 58.5% 2232 1306 924 1784.0 90.6%
23 D 57.6% 2232 1286 946 1528.0 96.0%
24 ABCC 57.6% 2232 1285 947 1560.0 90.5%
25 FAKER 57.3% 2232 1279 953 1464.0 90.2%
26 _Hard_Agent_ Ref: Hard 57.3% 2232 1278 954 1560.0 93.5%
27 Bane 57.2% 2232 1277 955 1464.0 91.3%
28 Vivek Kumar 56.8% 2232 1267 965 1656.0 91.5%
29 HL_Agent 56.8% 2232 1267 965 1496.0 95.2%
30 Shri Nidhi 56.5% 2232 1261 971 1560.0 92.8%
31 Matthew Hutchinson 56.0% 2232 1249 983 1560.0 89.9%
32 Shiyuan Zhang 55.6% 2232 1240 990 1304.0 94.0%
33 Williston Luo 55.4% 2232 1237 995 1656.0 84.6%
34 LOUIS_HAMILTON 55.0% 2232 1227 1003 1336.0 91.8%
35 ABS-1024 53.8% 2232 1200 1031 1304.0 91.8%
36 Sonic 53.7% 2232 1199 1033 1528.0 86.8%
37 Max Verstappen 53.4% 2232 1193 1039 1304.0 95.2%
38 agent_60521110 53.4% 2232 1193 1039 1144.0 95.0%
39 Gv2 53.1% 2232 1185 1047 1240.0 92.8%
40 agent_905597306 53.1% 2232 1185 1047 1240.0 89.8%
41 BCTrainedVsPPO 52.7% 2232 1176 1056 1368.0 87.0%
42 Minimax Verstappen 52.3% 2232 1168 1064 1240.0 93.2%
43 stacked_mlp_agent 52.1% 2232 1163 1069 1496.0 85.7%
44 McLaren 51.8% 2232 1156 1076 1112.0 92.8%
45 Actually_steers 51.6% 2232 1152 1079 1240.0 87.2%
46 RylaisCrystalScepter 51.6% 2232 1152 1080 1144.0 89.8%
47 YoungDriver 51.5% 2232 1150 1082 952.0 89.2%
48 YXL 51.5% 2232 1149 1083 920.0 94.3%
49 AM 51.3% 2232 1145 1084 1112.0 92.2%
50 _Medium_Agent_ Ref: Medium 51.2% 2232 1143 1089 1176.0 91.6%
51 Ruize Wang 49.8% 2232 1112 1120 1048.0 91.0%
52 Blurr 48.4% 2232 1080 1152 952.0 92.0%
53 Han Zhang 47.9% 2232 1069 1163 792.0 90.7%
54 Erixcai 47.5% 2232 1060 1172 1016.0 86.6%
55 PPO_base 47.4% 2232 1058 1174 824.0 90.5%
56 GRTest1 46.7% 2232 1043 1189 728.0 87.4%
57 BYTE 46.6% 2232 1040 1192 856.0 87.7%
58 LightningMcQueen 46.4% 2232 1035 1197 856.0 88.5%
59 fastercar 44.4% 2232 990 1242 632.0 92.9%
60 Youyuan Jiang 44.3% 2232 989 1243 792.0 91.2%
61 vth27 44.3% 2232 988 1244 792.0 87.0%
62 Attempt1 43.6% 2232 974 1258 792.0 85.0%
63 My agent 43.5% 2232 971 1261 728.0 94.2%
64 Shouyi-PPO-v1 43.3% 2232 967 1265 632.0 90.1%
65 Secret_Agent_Randy_Beans 41.0% 2232 915 1317 536.0 88.5%
66 Occam 40.7% 2232 908 1324 472.0 89.1%
67 PPO_Agent_5_Tracks 40.5% 2232 904 1328 536.0 82.9%
68 SelfPlayAgent 38.8% 2232 867 1365 472.0 88.8%
69 Redbull 38.2% 2232 852 1380 312.0 86.7%
70 J_test 37.9% 2232 845 1387 376.0 89.5%
71 SpeedDemon 37.5% 2232 838 1393 408.0 81.8%
72 mw 36.2% 2232 809 1422 280.0 95.3%
73 Turing 34.1% 2232 761 1471 248.0 81.6%
74 AE86 34.0% 2232 759 1473 152.0 93.8%
75 AgentPPO 32.8% 2232 733 1499 24.0 91.5%
76 CS260R Agent 806626054 32.5% 2232 725 1507 216.0 84.0%
77 Simon Skoumal 31.4% 2232 701 1531 280.0 89.7%
78 Leclerrrrcccc 31.4% 2232 700 1532 56.0 90.1%
79 ztshuai 30.8% 2232 688 1544 184.0 89.2%
80 Yuheng Tu 30.4% 2232 678 1554 -40.0 89.5%
81 Toyota Prius v2 29.2% 2232 651 1581 -40.0 89.5%
82 Ferrari 28.7% 2232 640 1592 -40.0 94.7%
83 DX 28.0% 2232 626 1606 -8.0 94.5%
84 Benson 27.4% 2232 612 1620 -72.0 74.5%
85 SACTrainer2.0 27.2% 2232 606 1626 -8.0 97.3%
86 AC_agent 24.7% 2232 552 1680 -264.0 82.0%
87 _Baseline_Agent_ Ref: Baseline 22.0% 2232 491 1741 -328.0 67.6%
88 PPO_Agent_2 19.8% 2232 441 1791 -168.0 77.6%
89 SAC_Racer 16.8% 2232 375 1857 -264.0 92.7%
90 Tianle_Zheng 15.4% 2232 343 1889 -296.0 94.9%
91 Brody Maddox 11.2% 2232 250 1982 -392.0 84.3%
92 HellCat 10.4% 2232 232 2000 -392.0 90.7%
93 jun 7.2% 2232 160 2072 -456.0 93.3%
94 Kyle Zheng 1.6% 2232 35 2197 -488.0 46.3%