Multi-Token Prediction Performance on Natural Language Models
4 Jun 2025
We evaluate multi-token prediction's impact on natural language models, and assessing its benefits for summarization and natural language mathematics.
Cutting Private Key Backup Failures by 6 Orders of Magnitude
30 May 2025
A highly secure and reliable private key backup method using indirect-escrow and permission mechanisms with trustee redundancy and low failure rates.
How Secure Are Private Key Backup Methods? A Comparative Study
30 May 2025
Compare the failure rates of popular private key backup methods and discover why the indirect-permission method is the most secure and reliable option.
Optimizing Failure Rates in Trustee-Based Recovery Systems
30 May 2025
Learn how to optimize trustee-based recovery systems using real-world data to choose the best (k, n) parameters for minimal failure rates.
How Secure Backup Systems Prevent Recovery Failures
30 May 2025
Analyze the failure rate and reliability of trustee-based encrypted key backup systems, exploring how secret sharing (k, n) parameters affect outcomes.
How to Evaluate Security and Reliability in Key Recovery Systems
29 May 2025
Explore how security and reliability together determine the success of secret key recovery—and how attackers exploit social trust to compromise systems.
How to Prevent Trustee Collusion in Key Recovery Systems
29 May 2025
Discover a new key escrow method that prevents trustee collusion and boosts private key backup security using indirect-permission and digital signatures.
Encrypted Key Recovery via Social Trust Models
29 May 2025
A secure, socially-driven backup method that combines encryption, trustees, and reliability measures to protect and recover private keys effectively.
Future Research: Explanatory Feedback Systems for Tutor Training
29 May 2025
Explore limitations and future work for our GPT-based explanatory feedback system, including empirical impact studies, and broader application.