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Author

Ashish Patel

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Open access Sep 2026

Property-Conditioned Transformer Language Model for De Novo Molecular Generation Using Self-Referencing Embedded Strings.

Transformer-based molecular language models have demonstrated strong capabilities for de novo molecular generation by modeling chemical structures as token sequences. However, controllable generation of molecules with desired physicochemical properties remains challenging without reinforcement learning (RL) or post-gen...

Ashish Patel, Rajesh A. Maheshwari, Atul Patel et al. · 0 citations
Review Sep 2026

Shaping the Future of Predictive Toxicology with Machine and Deep Learning: A Comprehensive Review

This review discusses recent progress in ML, DL, and AI-based strategies for toxicity prediction, assesses their utility across major toxicity endpoints, and highlights the challenges and future research opportunities in predictive toxicology.

Anjali Mahavar, Atul Patel, Ashish Patel · 0 citations

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