Author

Atul 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. · Molecular Informatics · 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 · Current Chemical Biology · 0 citations

Open access Jul 2026

General-purpose named entity recognition using transformer-based fine-tuned approach

A transformer-based fully fine-tuned XLNet model with 117M parameters is proposed, designed to recognize and extract named entities form general domain data and can be used for content recommendation, information retrieval in Q&A systems.

Parth Goel, A. Bhatt, Biswajeet Pradhan et al. · PeerJ Computer Science · 0 citations