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.

A property-conditioned autoregressive transformer framework for molecular generation using the SELFIES representation, which provides a computationally efficient and stable approach for controllable molecular generation without requiring RL or graph-based modeling.

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