BBS+ signatures are widely adopted in privacy-preserving systems such as anonymous credentials and Direct Anonymous Attestation (DAA). To strengthen key security and eliminate single points of failure, threshold variants of BBS+ signatures have become increasingly important. However, existing constructions suffer from notable inefficiencies: some entail excessive communication overhead (e.g., DKL+23, S&P 2023), while others impose substantial computational costs and require additional interaction rounds (e.g., WMC24, NDSS 2024).
In this work, we present a novel and efficient three-round threshold BBS+ signature scheme from the Castagnos–Laguillaumie (CL) cryptosystem. Our construction achieves best communication–computation trade-offs than previous works. Specifically, compared to the four-round WMC24 scheme, our protocol reduces communication by and demonstrates faster computation, with benchmarks indicating speedups of -- in single-threading and -- in multi-threading. Against the three-round protocol DKL+23, our scheme exhibits an asymptotic slowdown factor of , but enhances communication by two orders of magnitude.
We further extend our techniques to threshold BBS signatures, Dodis-Yampolskiy verifiable random functions (DY VRFs), and multiplication protocols (DNP25 and LLZ+25, CCS'25). This yields: (1) a three-round threshold protocol for the original BBS scheme; (2) two-round threshold protocols for both DY VRFs (focusing on its oblivious variant) and the AGM-secure BBS variant; and (3) one fewer group element in broadcasts for the multiplication protocol with reduced ZKP costs via simplified relations.