XSkill: Continual Learning from Experience and Skills in Multimodal Agents | ScienceToStartup | ScienceToStartup

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References (35)

[1]

AgentVista: Evaluating Multimodal Agents in Ultra-Challenging Realistic Visual Scenarios

2026Zhaochen Su, Jincheng Gao et al.

[2]

REDSearcher: A Scalable and Cost-Efficient Framework for Long-Horizon Search Agents

2026Zheng Chu, Xiao Wang et al.

[3]

Transductive Visual Programming: Evolving Tool Libraries from Experience for Spatial Reasoning

Founder's Pitch

"XSkill is a dual-stream framework enabling multimodal agents to continually learn from experiences and skills without parameter updates."

Multimodal Agents•Score: 7•View PDF ↗

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XSkill: Continual Learning from Experience and Skills in Multimodal Agents

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References (35)

Founder's Pitch

"XSkill is a dual-stream framework enabling multimodal agents to continually learn from experiences and skills without parameter updates."

Commercial Viability Breakdown

🔭 Research Neighborhood

Why It Matters

Product Angle

Disruption

Product Opportunity

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Research Author 1

Research Author 2

Research Author 3

XSkill: Continual Learning from Experience and Skills in Multimodal Agents

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References (35)

Founder's Pitch

"XSkill is a dual-stream framework enabling multimodal agents to continually learn from experiences and skills without parameter updates."

Commercial Viability Breakdown

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