2 papers
cs.CL2026
HawkesLLM: Semantic Uncertainty Propagation in Agentic Text Simulation
Zewei Deng, Tinghan Ye, Liyan Xie
Agentic text-simulation systems write in sequence, with each item becoming possible context for later steps. That makes uncertainty path-dependent: an early ambiguity can affect la…
cs.LG2026
Learning to Test: Physics-Informed Representation for Dynamical Instability Detection
Minxing Zheng, Zewei Deng, Liyan Xie +1
Many safety-critical scientific and engineering systems evolve according to differential-algebraic equations (DAEs), where dynamical behavior is constrained by physical laws and ad…