3 papers
cs.AI2026
Beyond Isolated Investor: Predicting Startup Success via Roleplay-Based Collective Agents
Zhongyang Liu, Haoyu Pei, Xiangyi Xiao +5
Due to the high value and high failure rates of startups, predicting their success is a critical challenge. Existing approaches typically model startup success from a single decisi…
cs.AR2026
Efficient Solving for Dynamic Data Structure Constraint Satisfaction Problem
Nanbing Li, Weijie Peng, Jin Luo +4
Functional verification plays a central role in ensuring the correctness of modern integrated circuit designs, where constrained-random verification is widely adopted to generate d…
stat.ME2025
NOVA: Coordinated Test Selection and Bayes-Optimized Constrained Randomization for Accelerated Coverage Closure
Weijie Peng, Nanbing Li, Jin Luo +5
Functional verification relies on large simulation-based regressions. Traditional test selection relies on static test features and overlooks actual coverage behavior, wasting subs…