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References (25)

[1]
Adv-BMT: Bidirectional Motion Transformer for Safety-Critical Traffic Scenario Generation
2025Yuxin Liu, Zhenghao Peng et al.
[2]
LANGTRAJ: Diffusion Model and Dataset for Language-Conditioned Trajectory Simulation
2025Wei-Jer Chang, Wei Zhan et al.
[3]
Critical scenarios adversarial generation method for intelligent vehicles testing based on hierarchical reinforcement architecture.
2025Bing Zhu, Rui Tang et al.
[4]
Diffusion-Based Planning for Autonomous Driving with Flexible Guidance
2025Yinan Zheng, Ruiming Liang et al.
[5]
ReGentS: Real-World Safety-Critical Driving Scenario Generation Made Stable
2024Yuan Yin, Pegah Khayatan et al.
[6]
KiGRAS: Kinematic-Driven Generative Model for Realistic Agent Simulation
2024Jianbo Zhao, Jiaheng Zhuang et al.
[7]
Solving Motion Planning Tasks with a Scalable Generative Model
2024Yi Hu, Siqi Chai et al.
[8]
FREA: Feasibility-Guided Generation of Safety-Critical Scenarios with Reasonable Adversariality
2024Keyu Chen, Yuheng Lei et al.
[9]
Safe Offline Reinforcement Learning with Feasibility-Guided Diffusion Model
2024Yinan Zheng, Jianxiong Li et al.
[10]
SMART: Scalable Multi-agent Real-time Motion Generation via Next-token Prediction
2024Wei Wu, Xiaoxin Feng et al.
[11]
SAFE-SIM: Safety-Critical Closed-Loop Traffic Simulation with Diffusion-Controllable Adversaries
2023Wei-Jer Chang, F. Pittaluga et al.
[12]
Trajeglish: Traffic Modeling as Next-Token Prediction
2023Jonah Philion, X. Peng et al.
[13]
Waymax: An Accelerated, Data-Driven Simulator for Large-Scale Autonomous Driving Research
2023Cole Gulino, Justin Fu et al.
[14]
MotionLM: Multi-Agent Motion Forecasting as Language Modeling
2023Ari Seff, Brian Cera et al.
[15]
Query-Centric Trajectory Prediction
2023Zikang Zhou, Jianping Wang et al.
[16]
The Waymo Open Sim Agents Challenge
2023N. Montali, John Lambert et al.
[17]
KING: Generating Safety-Critical Driving Scenarios for Robust Imitation via Kinematics Gradients
2022Niklas Hanselmann, Katrin Renz et al.
[18]
A Survey on Safety-Critical Driving Scenario Generation—A Methodological Perspective
2022Wenhao Ding, Chejian Xu et al.
[19]
Generating Useful Accident-Prone Driving Scenarios via a Learned Traffic Prior
2021Davis Rempe, Jonah Philion et al.
[20]
Offline Reinforcement Learning with Implicit Q-Learning
2021Ilya Kostrikov, Ashvin Nair et al.

Showing 20 of 25 references

Founder's Pitch

"SaFeR generates safety-critical scenarios for autonomous vehicles, balancing adversarial criticality with feasibility and realism using token resampling and Transformer models."

Autonomous DrivingScore: 6View PDF ↗

Commercial Viability Breakdown

0-10 scale

High Potential

2/4 signals

5

Quick Build

4/4 signals

10

Series A Potential

2/4 signals

5

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