Accumulation schemes are powerful primitives that enable distributed and incremental verifiable computation with less overhead than recursive SNARKs. However, existing schemes with constant-size accumulation verifiers, suffer from linear-sized accumulators and deciders, leading to linear-sized proofs that are unsuitable in distributed settings. Motivated by the need for bandwidth efficient accountable voting protocols, (I) We introduce KZH, a novel polynomial commitment scheme, and (II) KZH-fold, the first sublinear accumulation scheme with a constant-size verifier (3 group scalar multiplications) and O(n1/2 ) accumulator size and decider time. Our scheme generalizes to achieve accumulator and decider complexity of k • n1/k with a verifier of size k. Using the BCLMS compiler, (III) we build the first IVC/PCD scheme with sublinear proof and decider. (IV) Next, we propose a new approach to non-uniform IVC, where the cost of proving a step is proportional to the maximum size of all instruction circuits, and unlike previous approaches, the witness size is not linear in the number of instructions. (V) Leveraging these advancements, we demonstrate the power of KZH-fold by implementing an accountable voting scheme using a novel signature aggregation protocol supporting millions of nodes, significantly reducing communication overhead and verifier time compared to BLS-based aggregation. We implemented and benchmarked our protocols, and KZH-fold achieves a 2000x reduction in communication and a 50x improvement in decider time over Nova when proving 2000 Poseidon hashes, at the cost of 3x the prover time.