AprilPyone MaungMaung

Papers on Lattice

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Publication activitypapers/week, last 8 weeks

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Eval Frameworks & Benchmarks (1)Multimodal Models (1)Red-Teaming & Adversarial Robustness (1)

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Jia Chengyu (1)Huy H. Nguyen (1)Jinyin Chen (1)

Papers (1)

Apr 6, 2026

Jia Chengyu +31w ago

Beyond Standard Benchmarks: A Systematic Audit of Vision-Language Model's Robustness to Natural Semantic Variation Across Diverse Tasks

Robust CLIP models, surprisingly, can be *more* vulnerable to natural semantic variations than standard CLIP, revealing a critical flaw in current robustness training strategies.

Jia Chengyu, AprilPyone MaungMaung, Huy H. Nguyen +1

Eval Frameworks & Benchmarks Multimodal Models Red-Teaming & Adversarial Robustness

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AprilPyone MaungMaung

Publication activitypapers/week, last 8 weeks

Research focus

Frequent co-authors

Papers (1)