3 papers
cs.AI2026
L2G-SR: Learning to Guide LLM-based Symbolic Regression
Letian Huang, Xiangyu Wang, Haowei Lin +1
Symbolic regression searches for an equation that explains observed data. Numerical error is commonly used to guide the search, but it alone can favor an accurate surrogate over a…
cs.CL2026
Test-Time Scaling for Scientific Equation Discovery
Haowei Lin, Hubert Lim, Xiangyu Wang +2
Test-time scaling (TTS) improves language model reasoning by allocating additional test-time compute, but prior work mainly studies closed-ended tasks such as math and coding. We s…
cs.CR2025
GraphQLer: Enhancing GraphQL Security with Context-Aware API Testing
Omar Tsai, Jianing Li, Tsz Tung Cheung +5
GraphQL APIs power production systems across financial services, e-commerce, and social platforms, yet their most critical access-control vulnerabilities--Insecure Direct Object Re…