Maverick: Private and Verifiable LLM Inference Made Practical via Matrix-Vector Multiplication Delegation
Ben Merbaum*, Mohammad Amin Raeisi*, Wenhao Wang*, Charalampos Papamanthou, Katerina Sotiraki, Fan Zhang
In submission, 2026 (* denotes equal contribution)
Certified but Private: Scalable Zero-Knowledge Proofs for Neural Network Guarantees
Youwei Zhong, Ben Merbaum, Timos Antonopoulos, Ning Luo, Charalampos Papamanthou, Katerina Sotiraki, Ruzica Piskac
To appear in NeurIPS 2026.
Undergraduate Research Thesis
In fall of 2024, I completed my Honours Research Thesis under the supervision of Prof. Henri Darmon in the area of modular forms, Hecke operators, and Weierstrass Uniformization.
I gave a talk at Les séminaires universitaires en mathématiques à Montréal 2025 (SUMM) hosted by the Université de Montréal (UdeM). Here are my slides: