Language as the Interface: Foundation-Model Contrastive Learning Links Transcriptomes and Electrophysiology
cs.AI
Submitted: 2026-09-29
Updated: 2026-09-29
Code: https://github.com/ai4biomedicine/LangPatch
Terminology
Sources
- Benchmarking Transcriptomics Foundation Models for Perturbation Analysis : one PCA still rules them all
- A coupled autoencoder approach for multi-modal analysis of cell types
- TabLLM: Few-shot Classification of Tabular Data with Large Language Models
- Parameter-Efficient Transfer Learning for NLP
- LoRA: Low-Rank Adaptation of Large Language Models
- Cross-Species Transfer Learning for Electrophysiology-to-Transcriptomics Mapping in Cortical GABAergic Interneurons
- Representation Learning with Contrastive Predictive Coding
- OmniMouse: Scaling properties of multi-modal, multi-task Brain Models on 150B Neural Tokens
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