Quantum computing for near-term applications in generative chemistry and drug discovery

•Drug discovery is time consuming, expensive and experiences increasing challenges.•Generation of new drug candidates is one of the major challenges.•Quantum computing is the next most significant leap in disruptive technologies.•Quantum generative models theoretically outperform classical ones.•Novel quantum computing approaches may revolutionize generative chemistry.