Tuan-Duong Trinh

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Publication activitypapers/week, last 8 weeks

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Multimodal Models (1)Reasoning & Chain-of-Thought (1)Red-Teaming & Adversarial Robustness (1)

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Tuan Duong Trinh (1)Naveed Akhtar (1)Basim Azam (1)

Papers (1)

Jul 20, 2026

Corresponding authorJul 20, 2026

Reasoning as a Double-Edged Sword: Architecture and Cross-Stage Robustness in Vision-Language-Action Models

Latent-iterative reasoning in VLA models may actually decrease robustness, collapsing under perturbations while simpler reasoning approaches hold strong.

Tuan-Duong Trinh, Tuan Duong Trinh, Naveed Akhtar +1

Multimodal Models Reasoning & Chain-of-Thought Red-Teaming & Adversarial Robustness

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Tuan-Duong Trinh

Publication activitypapers/week, last 8 weeks

Research focus

Frequent co-authors

Papers (1)