Automated reasoning, algorithm configuration, computational combinatorics.
M.S. Computer Engineering, New York University.
Canonicalization Leakage in Non-Equivariant Models
Models trained on canonicalized circuit representations achieve strong prediction (r = 0.788) but 0% invariance consistency. We decompose this into four orthogonal signal components to isolate the leakage mechanism.
Learned Control Layers for MaxSAT
First RL-based dynamic algorithm configuration for MaxSAT local search. PPO controller discovers an explore-then-exploit noise schedule, outperforming Bayesian-optimized static configuration (7/10 wins, p = 0.019).
Z3 Tactic Evolution
A fixed tactic string that improves Z3's solve rate on QF_NIA by +2.2pp on test and +4.3pp on validation, with zero solver modification. Cross-validated on 3 external benchmark families.
Dockerfile Doctor โ The only Dockerfile linter that fixes what it finds. 80 rules, 51 auto-fixers, pure Python, zero dependencies.
Minecraft Modding โ 3 published mods on CurseForge. Ported 9 mods to NeoForge/Forge 1.21.


