Polynomial secret sharing schemes play a crucial role in enhancing the security and integrity of sensitive information. These schemes enable the distribution of a secret among multiple participants, with each participant holding a share of the secret, represented as a point on a polynomial curve. Their significance lies in their ability to provide fault tolerance and robustness, as the original secret can be reconstructed even if a subset of shares is compromised or lost. The Tree Parity Machine (TPM) holds substantial significance in the field of cryptography due to its unique capabilities in bolstering the security of encryption and authentication processes. Given these advantages, we have integrated TPM into a secret sharing scheme. In this combined approach, the dealer and participants collaboratively generate a secret value using TPM, serving as the foundation for producing audio shares and a secure verification code. This verification code empowers participants to verify the authenticity of shares during the reconstruction process. The proposed secret sharing scheme generates audio shares of reduced size and does not need any secret security channel for the distribution of shares. Notably, experimental results affirm the scheme’s robustness, ensuring both the security and confidentiality of shared information while enabling lossless recovery.