Spend Search Where It Pays: Value-Guided Structured Sampling and Optimization for Generative Recommendation | ScienceToStartup | ScienceToStartup

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References (35)

[1]

MiniOneRec: An Open-Source Framework for Scaling Generative Recommendation

2025Xiaoyu Kong, Leheng Sheng et al.

[2]

REG4Rec: Reasoning-Enhanced Generative Model for Large-Scale Recommendation Systems

2025Haibo Xing, Hao Deng et al.

[3]

Traversal Verification for Speculative Tree Decoding

Founder's Pitch

"V-STAR optimizes generative recommendation systems with value-guided sampling to outperform existing methods in accuracy and diversity."

Generative Recommendation Systems•Score: 7•View PDF ↗

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Spend Search Where It Pays: Value-Guided Structured Sampling and Optimization for Generative Recommendation

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References (35)

Founder's Pitch

"V-STAR optimizes generative recommendation systems with value-guided sampling to outperform existing methods in accuracy and diversity."

Commercial Viability Breakdown

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Why It Matters

Product Angle

Disruption

Product Opportunity

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Spend Search Where It Pays: Value-Guided Structured Sampling and Optimization for Generative Recommendation

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References (35)

Founder's Pitch

"V-STAR optimizes generative recommendation systems with value-guided sampling to outperform existing methods in accuracy and diversity."

Commercial Viability Breakdown

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