A Tale of 1001 LoC: Potential Runtime Error-Guided Specification Synthesis for Verifying Large-Scale Programs

This paper introduces Preguss, a modular framework that combines static analysis with LLM-aided synthesis to automatically generate and refine interprocedural specifications, enabling highly automated verification of large-scale programs (over 1,000 lines of code) while significantly reducing human effort.

Zhongyi Wang, Tengjie Lin, Mingshuai Chen, Haokun Li, Mingqi Yang, Xiao Yi, Shengchao Qin, Yixing Luo, Xiaofeng Li, Bin Gu, Liqiang Lu, Jianwei YinWed, 11 Ma💻 cs

Learning to Rank the Initial Branching Order of SAT Solvers

This paper proposes using graph neural networks to predict initial branching orders for CDCL SAT solvers, demonstrating significant speedups on random and pseudo-industrial benchmarks while noting that the approach struggles with complex industrial instances due to the solver's dynamic heuristics overriding the predictions.

Arvid Eriksson (KTH Royal Institute of Technology), Gabriel Poesia (Kempner Institute at Harvard University), Roman Bresson (Mohamed Bin Zayed University of Artificial Intelligence), Karl Henrik Johansson (KTH Royal Institute of Technology), David Broman (KTH Royal Institute of Technology)Tue, 10 Ma💻 cs

Mining Beyond the Bools: Learning Data Transformations and Temporal Specifications

This paper proposes a novel approach to mining data-aware temporal specifications from execution traces by combining Syntax Guided Synthesis with a finite-prefix interpretation of Temporal Stream Logic (TSLf_f), enabling the robust and sample-efficient synthesis of reactive programs that capture both data transformations and temporal behaviors.

Sam Nicholas Kouteili, William Fishell, Christian Scaff, Mark Santolucito, Ruzica PiskacTue, 10 Ma💻 cs

Three Fixed-Dimension Satisfiability Semantics for Quantum Logic: Implications and an Explicit Separator

This paper compares three fixed-dimension satisfiability semantics for quantum logic—standard Hilbert-lattice, global commuting-projector, and local partial-Boolean—proving a strict hierarchy where the standard semantics is strictly more expressive than the others, as demonstrated by an explicit formula that is satisfiable in the standard semantics but unsatisfiable under the other two for all dimensions d2d \ge 2.

Joaquim Reizi HiguchiTue, 10 Ma🔢 math