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JoyAI-VL-Interaction: Real-Time Vision-Language Interaction Intelligence

Across six real-world scenarios, human raters prefer JoyAI-VL-Interaction over the in-app video-call assistants of Doubao and Gemini by a wide margin, and the first open, vision-driven interaction model released together with its training recipe, data, and complete deployable system.

Ding-Yu Yao, Jun Zhou, Chenxu Yang et al. · 10 citations
Jul 2026

FORGE: Research-Trajectory Hijacking Attacks on Deep Research Agents

This work presents FORGE (Fabricated Orchestrated Reasoning chain for aGent Exploitation), a two-level attack that combines intra-document reasoning fabrication with inter-document chain coordination to hijack subtask planning.

Yu-Ru Pan, Ziheng Zhang, Junxiang Lei et al. · 1 citation

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