AI x Bio Discovery
aixbiobot.bsky.social
AI x Bio Discovery
@aixbiobot.bsky.social
Automated discovery of AI x Bio preprint papers.
De Novo Design of SIK3 Inhibitors via Feedback-Driven Fine-Tuning of Seq2Seq-VAE [new]
De novo design... uses active learning to refine a Seq2Seq-VAE, generating potential SIK3 inhibitors without extensive data.
November 11, 2025 at 4:04 AM
Entangled Schrödinger Bridge Matching][new]
Models interacting particle dynamics by entangling velocities via coupled bias forces, improving trajectory simulation for systems with evolving interactions.
November 11, 2025 at 4:00 AM
Billion-Scale Deciphering of Human Gene Regulatory Grammar [new]
Million-scale data links degenerate seqs to gene expr in human cells. Reveals TF occupancy, coop regulation, & generalizable seq rules.
November 11, 2025 at 3:38 AM
Learning Biomolecular Motion: The Physics-Informed Machine Learning Paradigm [new]
Integrates physics with ML to model biomolecular systems, addressing the "closure problem" for kinetics, rare events, and free-energy estimation.
November 11, 2025 at 3:36 AM
Dual-Pathway Fusion of EHRs and Knowledge Graphs for Predicting Unseen Drug-Drug Interactions [new]
Predicts DDIs using knowledge graphs & EHRs via teacher/student model, generalizing to new drugs with interpretable mechanisms.
November 11, 2025 at 3:34 AM
Integrating Epigenetic and Phenotypic Features for Biological Age Estimation in Cancer Patients via Multimodal Learning [new]
Combines epigenetic and phenotypic data via multimodal learning to estimate biological age in cancer patients.
November 11, 2025 at 3:30 AM
A Diffusion Model to Shrink Proteins While Maintaining Their Function [new]
Develops a diffusion model to shrink proteins by learning to delete sequence letters, creating shorter, functional variants resembling natural proteins.
November 11, 2025 at 3:28 AM
Assessing the feasibility of machine learning for ancient DNA age prediction: limitations and insights [new]
aDNA damage-based ML age prediction fails. Context/decay models may improve it.
November 11, 2025 at 3:04 AM
Can Lightweight LLM Agents Improve Spatial TranscriptomicsAnnotation? [new]
Lightweight LLMs annotated spatial transcriptomics data by integrating rule-based heuristics and multi-role reasoning within an agentic framework.
November 10, 2025 at 10:54 PM
Lightweight open-source fine-tuning of SAM2 enables domain-specific microscopy segmentation [new]
Domain microscopy seg. w/ SAM2 fine-tuning & informed post-processing.
November 10, 2025 at 10:32 PM
Enhancing Intra-Continental Biogeographical Ancestry Prediction Through a Machine Learning Marker Selection Method [new]
ML refines ancestry prediction via marker selection, boosting intra-continental accuracy.
November 10, 2025 at 9:49 PM
Learning the Unseen: Data-Augmented Deep Learning for PTM Discovery with Prosit-PTM [new]
Data-augmented DL enables zero-shot PTM prediction, improving site ID & localization in proteomics.
November 10, 2025 at 8:15 PM
November 10, 2025 at 8:13 PM
MetaboliteChat: A Unified Multimodal Large Language Model for Interactive Metabolite Analysis and Functional Insights [new]
Multimodal LLM integrates metabolite graphs, images, and language for interactive analysis/prediction.
November 10, 2025 at 8:09 PM
Language may be all omics needs: Harmonizing multimodal data for omics understanding with CellHermes [new]
LLMs integrate omics via Q\&A pairs, emulating self-supervised learning.
November 10, 2025 at 8:07 PM
Improving DNA Modeling with WaveDNA: Enhancing Speed, Generalizability, and Interpretability through Wavelet Transformation [new]
DNA to 2D via wavelets. Enables light, interpretable deep learning using CV.
November 10, 2025 at 7:03 PM
CONCERT predicts niche-aware perturbation responses in spatial transcriptomics [new]
CONCERT: Predicts niche-aware perturbation responses in spatial transcriptomics using spatial kernels within a generative model.
November 10, 2025 at 6:20 PM
HEIMDALL: A Modular Framework for Tokenization in Single-Cell Foundation Models [new]
HEIMDALL:
...evaluates tokenization strategies in single-cell foundation models by modularizing components for fine-grained control and analysis.
November 10, 2025 at 6:03 PM
An Explainable AI Framework for Identifying Universal Aging Signatures in Cell Embeddings [new]
Identifies universal aging signatures in cell data by disentangling aging-related gene expression from other biological variations.
November 10, 2025 at 6:00 PM
Dynamics-enhanced Molecular Property Prediction Guided by Deep Learning [new]
Leverages molecular dynamics simulations and deep learning to enhance property prediction by considering molecular dynamics.
November 10, 2025 at 5:08 PM
PyrMol: A Knowledge-Structured Pyramid Graph Framework forGeneralizable Molecular Property Prediction [new]
Hierarchical GNNs boost molecule property prediction generalization by integrating multi-level chem knowledge.
November 10, 2025 at 3:02 PM
Prognosis prediction using autophagy gene expression in osteosarcoma [new]
Autophagy gene data informs a classifier (Auto-RS) for individualized osteosarcoma risk, capturing metastatic trajectories and revealing drug vulnerabilities.
November 10, 2025 at 1:39 PM
Challenges in predicting chromatin accessibility differences between species [new]
Models predict chromatin accessibility across species but struggle with quantitative differences in orthologous regions, highlighting limitations.
November 10, 2025 at 12:52 PM
Inferring the regulation dynamics of oscillatorynetworks from scRNA-seq data [new]
Inferred cell cycle positions enhance gene regulatory network inference, especially in early progenitor cells, by improving on temporal ordering.
November 10, 2025 at 11:49 AM