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TrajTok: Technical Report for 2025 Waymo Open Sim Agents Challenge

About

In this technical report, we introduce TrajTok, a trajectory tokenizer for discrete next-token-prediction based behavior generation models, which combines data-driven and rule-based methods with better coverage, symmetry and robustness, along with a spatial-aware label smoothing method for cross-entropy loss. We adopt the tokenizer and loss for the SMART model and reach a superior performance with realism score of 0.7852 on the Waymo Open Sim Agents Challenge 2025. We will open-source the code in the future.

Zhiyuan Zhang, Xiaosong Jia, Guanyu Chen, Qifeng Li, Junchi Yan• 2025

Related benchmarks

TaskDatasetResultRank
Traffic SimulationWaymo Open Motion Dataset (WOMD) v2025 (private test)
RMM Score78.61
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