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NeurIPS 2026shopifyShopifyNorth Carolina StateNC StateAgent benchmarks & environments

ShopGym: An Integrated Framework for Realistic Simulation and Scalable Benchmarking of E-Commerce Web Agents

ShopGym converts live e-commerce sites into reproducible simulated shops and synthesizes diverse benchmark tasks, showing synthetic shops preserve live structural properties and agent performance correlations.

Yuanzheng Zhu, Mingyu Zhao, Chinmay Savadikar, Han Li and 4 more

Sydney Poster Session 2, Tue, Dec 8, 5:00 PM–8:00 PM, Hall 1-4 · Published 2026

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AI panel: 12 of 20 reviewers recommend it
lenient 5/5
medium 7/10
strict 0/5
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NeurIPS 2026NC StateZhejiangNorth Carolina StateJailbreaks & red teaming

Conceal, Reconstruct, Jailbreak: Exploiting the Reconstruction--Concealment Tradeoff in MLLMs

Intent-obfuscation jailbreaks on MLLMs face a reconstruction-concealment tradeoff that existing transformations fail to balance, but character-removed variants and concealment-aware construction with keyword distractor images exploit model reconstruction to bypass safety filters.

Md Farhamdur Reza, Richeng Jin, Tianfu Wu, Huaiyu Dai

Atlanta Poster Session 4, Thu, Dec 10, 4:30 PM–7:30 PM, Hall C1 · Published 2026

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13/20 AI panelreviewers recommend it

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AI panel: 13 of 20 reviewers recommend it
lenient 4/5
medium 8/10
strict 1/5