https://github.com/umutkavakli/molformer-regression
Fine-tuned chemical language model for predicting molecular lipophilicity in drug design. Explores parameter-efficient fine-tuning strategies (LoRA, BitFit, IA3), layer freezing techniques, and influence-based data selection. Balances accuracy and computational efficiency for molecular property prediction tasks.
https://github.com/umutkavakli/molformer-regression
bitfit ia3 llm lora mlm molformer peft pytorch regression
Last synced: 6 months ago
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Fine-tuned chemical language model for predicting molecular lipophilicity in drug design. Explores parameter-efficient fine-tuning strategies (LoRA, BitFit, IA3), layer freezing techniques, and influence-based data selection. Balances accuracy and computational efficiency for molecular property prediction tasks.
- Host: GitHub
- URL: https://github.com/umutkavakli/molformer-regression
- Owner: umutkavakli
- Created: 2025-03-16T14:08:09.000Z (7 months ago)
- Default Branch: main
- Last Pushed: 2025-03-30T18:18:13.000Z (6 months ago)
- Last Synced: 2025-03-30T19:24:48.130Z (6 months ago)
- Topics: bitfit, ia3, llm, lora, mlm, molformer, peft, pytorch, regression
- Language: Python
- Homepage:
- Size: 25.4 KB
- Stars: 0
- Watchers: 1
- Forks: 0
- Open Issues: 0