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Papers
Advancing Protein Design via Multi-Agent Reinforcement Learning with Pareto-Based Collaborative Optimization
AAAI 2026
Generalizable Drug–Target Interaction Prediction via ESM-2 Representations and Progressive Contrastive Curriculum Learning
AAAI 2026
Multimodal Protein Language Models for Enzyme Kinetic Parameters: From Substrate Recognition to Conformational Adaptation
CVPR 2026
ProtSAE: Disentangling and Interpreting Protein Language Models via Semantically-Guided Sparse Autoencoders
AAAI 2026
Accurate Nucleic Acid-Binding Residue Identification Based Domain-Adaptive Protein Language Model and Explainable Geometric Deep Learning
AAAI 2025
Concept Bottleneck Language Models For Protein Design
ICLR 2025
Diffusion on Language Model Encodings for Protein Sequence Generation
ICML 2025
Enhancing Safe and Controllable Protein Generation via Knowledge Preference Optimization
ACL 2025
FoldToken: Learning Protein Language via Vector Quantization and Beyond
AAAI 2025
From Mechanistic Interpretability to Mechanistic Biology: Training, Evaluating, and Interpreting Sparse Autoencoders on Protein Language Models
ICML 2025
Learning to engineer protein flexibility
ICLR 2025
LM2Protein: A Structure-to-Token Protein Large Language Model
EMNLP 2025
Metalic: Meta-Learning In-Context with Protein Language Models
ICLR 2025
Multi-objective antibody design with constrained preference optimization
ICLR 2025
Protein Language Model Fitness is a Matter of Preference
ICLR 2025
Protein Large Language Models: A Comprehensive Survey
EMNLP 2025
Retrieval-Augmented Language Model for Knowledge-aware Protein Encoding
ICML 2025
Steering Masked Discrete Diffusion Models via Discrete Denoising Posterior Prediction
ICLR 2025
Steering Protein Language Models
ICML 2025
Synergy of GFlowNet and Protein Language Model Makes a Diverse Antibody Designer
AAAI 2025
VenusFactory: An Integrated System for Protein Engineering with Data Retrieval and Language Model Fine-Tuning
ACL 2025
Approximating mutual information of high-dimensional variables using learned representations
NeurIPS 2024
A SARS-CoV-2 Interaction Dataset and VHH Sequence Corpus for Antibody Language Models
NeurIPS 2024
AsEP: Benchmarking Deep Learning Methods for Antibody-specific Epitope Prediction
NeurIPS 2024
BioT5+: Towards Generalized Biological Understanding with IUPAC Integration and Multi-task Tuning
ACL 2024