ICME team shared how zkML-JOLT (Atlas) achieves a 3-7x speedup in zkML by using sumcheck protocol and lookup arguments, focusing on efficient processing of sparsity and non-linearity in neural network inference. ICME团队分享了zkML-JOLT(Atlas)如何通过sumcheck协议和查找表优化,将zkML速度提升3-7倍,专注于神经网络推理中的稀疏性和非线性的高效处理。
ICME-Lab team released JOLT Atlas, a zkML framework based on JOLT proof system, supporting ML inference verification from ONNX models, simplifying proof process through lookup arguments. ICME-Lab团队开源了JOLT Atlas,这是一个基于JOLT证明系统的zkML框架,支持从ONNX模型进行ML推理验证,通过查找参数简化证明过程。