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Renran Tian

3 accepted papers

2025

PSI: A Benchmark for Human Interpretation and Response in Traffic Interactions

NeurIPS 2025poster

Accurately modeling pedestrian intention and understanding driver decision-making processes are critical for the development of safe and socially aware autonomous driving systems. However, existing datasets primarily emphasize observable behavior, offering limited insight into the underlying causal…

Cited by 0SourceScholar
2023

TrEP: Transformer-Based Evidential Prediction for Pedestrian Intention with Uncertainty

AAAI 2023technical

With rapid development in hardware (sensors and processors) and AI algorithms, automated driving techniques have entered the public’s daily life and achieved great success in supporting human driving performance. However, due to the high contextual variations and temporal dynamics in pedestrian beha…

2022

InAction: Interpretable Action Decision Making for Autonomous Driving

ECCV 2022poster

"Autonomous driving has attracted interest for interpretable action decision models that mimic human cognition. Existing interpretable autonomous driving models explore static human explanations, which ignore the implicit visual semantics that are not explicitly annotated or even consistent across a…