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Contextualized Evaluation of Vision Language Models through Dynamic Interviews

Yijiang Li, Huiqi Zou, Bingyang Wang, Ziang Xiao

Atlanta Poster Session 5, Fri, Dec 11, 10:00 AM–1:00 PM, Hall C1 · Published 2026

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lenient 0/5
medium 0/10
strict 0/5
92%Must read
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MemLeak: Diagnosing Information Leaks in Multimodal Agent Memory

Multimodal AI agents retain forgotten facts via implicit visual cues, with MemLeak showing 12% image-based recovery and content-aware deletion reducing residuals to 2%.

Kuan Wang, Chao Zhang

Atlanta Poster Session 6, Fri, Dec 11, 4:30 PM–7:30 PM, Hall C1 · Published 2026

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19/20 AI panelreviewers recommend it

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AI panel: 19 of 20 reviewers recommend it
lenient 5/5
medium 9/10
strict 5/5
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Beyond Steering Vector: Flow-based Activation Steering for Inference-Time Intervention

FLAS learns a concept-conditioned flow field for multi-step activation steering that outperforms prompting on AxBench without per-concept tuning.

Zehao Jin, Ruixuan Deng, Junran Wang, Xinjie Shen and 1 more

Sydney Poster Session 6, Thu, Dec 10, 5:00 PM–8:00 PM, Hall 1-4 · Published 2026 · ▲ 1 on Hugging Face

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14/20 AI panelreviewers recommend it

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AI panel: 14 of 20 reviewers recommend it
lenient 4/5
medium 8/10
strict 2/5