UGID: Unified Graph Isomorphism for Debiasing Large Language Models | ScienceToStartup | ScienceToStartup

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References (35)

[1]

Beyond Spurious Signals: Debiasing Multimodal Large Language Models via Counterfactual Inference and Adaptive Expert Routing

2025Zichen Wu, Hsiu-Yuan Huang et al.

[2]

Simulating a Bias Mitigation Scenario in Large Language Models

2025Kiana Kiashemshaki, Mohammad Jalili Torkamani et al.

[3]

KLAAD: Refining Attention Mechanisms to Reduce Societal Bias in Generative Language Models

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"A framework to debias LLMs by enforcing structural invariance in their internal graph representations, preserving model utility."

LLM Debiasing•Score: 7•View PDF ↗

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UGID: Unified Graph Isomorphism for Debiasing Large Language Models

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References (35)

Founder's Pitch

"A framework to debias LLMs by enforcing structural invariance in their internal graph representations, preserving model utility."

Commercial Viability Breakdown

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UGID: Unified Graph Isomorphism for Debiasing Large Language Models

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References (35)

Founder's Pitch

"A framework to debias LLMs by enforcing structural invariance in their internal graph representations, preserving model utility."

Commercial Viability Breakdown

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