ProToken: Token-Level Attribution for Federated Large Language Models | ScienceToStartup | ScienceToStartup

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References (39)

[1]

FlowerTune: A Cross-Domain Benchmark for Federated Fine-Tuning of Large Language Models

2025Yan Gao, Massimo Roberto Scamarcia et al.

[2]

FedBiOT: LLM Local Fine-tuning in Federated Learning without Full Model

2024Feijie Wu, Zitao Li et al.

[3]

AttnLRP: Attention-Aware Layer-wise Relevance Propagation for Transformers

Founder's Pitch

"ProToken offers token-level client attribution in federated LLMs for secure and accountable deployment."

Federated LLMs•Score: 3•View PDF ↗

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ProToken: Token-Level Attribution for Federated Large Language Models

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References (39)

Founder's Pitch

"ProToken offers token-level client attribution in federated LLMs for secure and accountable deployment."

Commercial Viability Breakdown

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Why It Matters

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Disruption

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ProToken: Token-Level Attribution for Federated Large Language Models

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References (39)

Founder's Pitch

"ProToken offers token-level client attribution in federated LLMs for secure and accountable deployment."

Commercial Viability Breakdown

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