most citedProof-of-Learning with Incentive Security

2 citations · 2 across the 4 of their papers we have counts for

collaborators

7 papers

cs.CR2026

OVIG: Optimistic Verification of AI Training Integrity via Gradient Signals

Hongxu Su, Jianzhu Yao, Huan Zhang +2

The rapid growth of AI has increased the demand for domain-specific post-training, while the cost and specialization of accelerator infrastructure push many model owners to outsour…

cs.CR2026

TAO: Tolerance-Aware Optimistic Verification for Floating-Point Neural Networks

Jianzhu Yao, Hongxu Su, Taobo Liao +4

Neural networks increasingly run on hardware outside the user's control (cloud GPUs, inference marketplaces). Yet ML-as-a-Service reveals little about what actually ran or whether…

cs.CR20262 cited

Proof-of-Learning with Incentive Security

Zishuo Zhao, Zhixuan Fang, Xuechao Wang +4

Most concurrent blockchain systems rely heavily on the Proof-of-Work (PoW) or Proof-of-Stake (PoS) mechanisms for decentralized consensus and security assurance. However, the subst…

cs.CR2026

Ordering Power is Sanctioning Power: Sanction Evasion-MEV and the Limits of On-Chain Enforcement

Di Wu, Yuman Bai, Shoupeng Ren +5

Centralized stablecoins such as USDT and USDC enforce sanctions through contract-layer blacklist functions. Yet on public blockchains, a freeze is still an ordinary transaction com…

cs.CE2026

GasLiteAA: Optimizing ERC-4337 for Efficient and Secure Gas Sponsorship

Hongxu Su, Mingzhe Liu, Jie Xu +2

ERC-4337, the Ethereum account abstraction standard, simplifies account management and transaction fee payment in decentralized applications by introducing programmable smart contr…

cs.CE2025

The Walls Have Ears: Unveiling Cross-Chain Sandwich Attacks in DeFi

Chuanlei Li, Zhicheng Sun, Jing Xin Yuu +1

Cross-chain interoperability is a core component of modern blockchain infrastructure, enabling seamless asset transfers and composable applications across multiple blockchain ecosy…