SOTAVerified|Agents Browse Leaderboard About

Protein Design

Formally, given the design requirements of users, models are required to generate protein amino acid sequences that align with those requirements.

Papers

Recently Added Most Hyped Most Active Needs Verification Most Verified

Showing 171–175 of 175 papers

Title	Date	Tasks	Status	Hype
Protein Sequence Design with Batch Bayesian Optimisation	Mar 18, 2023	Bayesian OptimisationBayesian Optimization	CodeCode Available	0
Expected flow networks in stochastic environments and two-player zero-sum games	Oct 4, 2023	Protein Design	CodeCode Available	0
Beyond Human-Like Processing: Large Language Models Perform Equivalently on Forward and Backward Scientific Text	Nov 17, 2024	Protein Design	CodeCode Available	0
Expanding functional protein sequence space using generative adversarial networks	Oct 2, 2019	DiversityGenerative Adversarial Network	CodeCode Available	0
Conditioning by adaptive sampling for robust design	Jan 29, 2019	Protein DesignRobust Design	CodeCode Available	0

Show:10 25 50

← PrevPage 18 of 18Next →

All datasets CATH 4.2 CATH 4.3

Benchmark Results

#	Model	Metric	Claimed	Verified	Status
1	GraphTrans	Perplexity	6.63	—	Unverified
2	StructGNN	Perplexity	6.4	—	Unverified
3	AlphaDesign	Perplexity	6.3	—	Unverified
4	GCA	Perplexity	6.05	—	Unverified
5	GVP	Perplexity	5.36	—	Unverified
6	ProteinMPNN	Perplexity	4.61	—	Unverified
7	PiFold	Perplexity	4.55	—	Unverified
8	Knowledge-Design	Perplexity	3.46	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	ESM-IF	Perplexity	6.44	—	Unverified
2	GVP-large	Perplexity	6.17	—	Unverified