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Siheng Wang

2 accepted papers

2026

DeCo-DETR: Decoupled Cognition DETR for efficient Open-Vocabulary Object Detection

ICLR 2026poster

Open-Vocabulary Object Detection (OVOD) plays a critical role in autonomous driving and human-computer interaction by enabling perception beyond closed-set categories. However, current approaches predominantly rely on multimodal fusion, facing dual limitations: multimodal fusion methods incur heavy…

Cited by 0SourceScholar
2026

Vision Language Models Cannot Reason About Physical Transformation

ICML 2026poster

Understanding physical transformations is fundamental for reasoning in dynamic environments. While Vision Language Models (VLMs) show promise in embodied applications, whether they genuinely understand physical transformations remains unclear. We introduce ***ConservationBench*** evaluating ***conse…

Cited by 0SourceScholar