2 papers
cs.LG2026
Multi-Token Prediction and Alternative Tokenization Improve Learning Latent Multi-Hop Graph Search at Scale
Arvid Frydenlund, FuTe Wong, Katherine Lambert +1
Given an unseen graph, a start node, , and an end node, , can a language model generate the shortest path from to ? Prior work has found that models fail to learn this…
cs.CR2026
CyberArena: Benchmarking AI Agents in Live Symmetric Attack-and-Defense Combat
Bangya Liu, Jianhong Tu, Yueyang Pan +18
AI agents are demonstrating increasingly strong offensive and defensive cybersecurity capabilities in the real world. Current benchmarks mostly evaluate agents in isolation against…