Incentive Mechanism

InfiCoEvalChain: A Blockchain-Based Decentralized Framework for Collaborative LLM Evaluation

Authors: Yifan Yang, Jinjia Li, Kunxi Li, Puhao Zheng, Yuanyi Wang, Zheyan Qu, Yang Yu, Jianmin Wu, Ming Li, Hongxia Yang | Published: 2026-02-09
LLM Performance Evaluation
Incentive Mechanism
Model evaluation methods
2026.02.09 2026.02.11
Literature Database

Adaptive and Robust Cost-Aware Proof of Quality for Decentralized LLM Inference Networks

Authors: Arther Tian, Alex Ding, Frank Chen, Simon Wu, Aaron Chan | Published: 2026-01-29
Identification of AI Output
Incentive Mechanism
Adversarial Learning
2026.01.29 2026.01.31
Literature Database

Position: LLM Watermarking Should Align Stakeholders’ Incentives for Practical Adoption

Authors: Yepeng Liu, Xuandong Zhao, Dawn Song, Gregory W. Wornell, Yuheng Bu | Published: 2025-10-21
Incentive Mechanism
Digital Watermarking for Generative AI
Robustness of Watermarking Techniques
2025.10.21 2025.10.23
Literature Database

FedServing: A Federated Prediction Serving Framework Based on Incentive Mechanism

Authors: Jiasi Weng, Jian Weng, Hongwei Huang, Chengjun Cai, Cong Wang | Published: 2020-12-19
Incentive Mechanism
Membership Inference
Machine Learning Application
2020.12.19 2025.05.28
Literature Database

Distributed creation of Machine learning agents for Blockchain analysis

Authors: Zvezdin Besarabov, Todor Kolev | Published: 2019-09-06
Incentive Mechanism
Integration of Blockchain and FL
Machine Learning
2019.09.06 2025.05.28
Literature Database