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Joint Discrete and SE(3) Diffusion for Protein Interface Design

BACKGROUND
1 SIGNALFIRST DETECTED 15 October 2026
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25 Sept
PFArena: Benchmarking Language Models for Protein Modification

arXiv:2609.28921v1 Announce Type: new Abstract: Protein modification requires navigating an immense sequence space, yet wet-lab validation remains low-throughput and costly.

REPORT · WHAT · ArXiv CS.AIOPEN STORY
8 May
ProtDBench: A Unified Benchmark of Protein Binder Design and Evaluation

arXiv:2605.04118v1 Announce Type: cross Abstract: Recent advances in de novo protein binder design have enabled increasing experimental validation, yet reported in silico metrics

REPORT · WHAT · ArXiv CS.AIOPEN STORY
28 Sept
Spectral Feedback for Test-Time Alignment of Protein Diffusion Models

arXiv:2609.30456v1 Announce Type: new Abstract: Reward maximization alignment methods for discrete diffusion models have primarily focused on steering the reverse process, either

REPORT · WHAT · ArXiv CS.AIOPEN STORY
18 Sept
TorchCraft: Unified binder design by inverting an all-atom structure predictor

arXiv:2609.19770v1 Announce Type: new Abstract: All-atom structure predictors model diverse molecular interactions, but using their learned structural priors for binder design

REPORT · HOW · ArXiv CS.AIOPEN STORY
5 May
VQ-SAD: Vector Quantized Structure Aware Diffusion For Molecule Generation

arXiv:2605.00354v1 Announce Type: cross Abstract: Many diffusion based molecule generation methods ignore the symbolic information of molecules and represent the atom and bond

REPORT · WHAT · ArXiv CS.AIOPEN STORY
19 May
Reading the Cell, Designing the Cure: Perturbation-Conditioned Molecular Diffusion for Function-Oriented Drug Design

arXiv:2605.15243v1 Announce Type: cross Abstract: When reliable target structures are unavailable at scale or phenotypes arise from dysregulated pathways, transcriptomic

REPORT · WHEN · ArXiv CS.AIOPEN STORY
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