Author

Varun Praveen

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Preprint Aug 2026

From Detection to Understanding: TAR and TAR-Bench for Multi-Task Traffic Anomaly Reasoning

TAR and TAR-Bench serve as the official training and in-domain evaluation resources for AI City Challenge 2026 Track 3 and highlight persistent limitations in temporal precision and causal attribution.

Han Zhang, Yi-Lin Zhao, Zaid Pervaiz Bhat et al. · 1 citation

#artificial intelligence Preprint Sep 2026

VANTAGE-Bench: Evaluating the Infrastructure AI Gap in Vision-Language Models

VANTAGE-Bench is introduced, a benchmark measuring the "Infrastructure AI Gap", which spans three operational domains, unifies image and video evaluation across semantic, spatial, temporal, and spatio-temporal capabilities, and moves beyond multiple-choice to eight task formulations including dense captioning and spati...

Zaid Pervaiz Bhat, Nimra Nayyar, Arihant Jain et al. · 0 citations