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From Theory to Therapy: MIT's Computational Breakthrough in Protein Optimization

MIT researchers plan to search for proteins that could be used to measure electrical activity in the brain. To engineer proteins with useful functions, researchers usually begin with a natural protein that has a desirable function, such as emitting fluorescent light, and put it through many round

Czech-republic , Czech , K-lisa-yang , Edward-boyden , Jason-yim , Regina-barzilay , Ila-fiete , Andrew-kirjner , Shahar-bracha , Raman-samusevich , Us-office-of-naval-research , School-of-engineering-distinguished-professor

A new computational technique could make it easier to engineer useful proteins

A new computational approach developed at MIT makes it easier to predict mutations that will lead to optimized proteins, based on a relatively small amount of data.

Czech-republic , Czech , Jason-yim , Edward-boyden , Andrew-kirjner , K-lisa-yang , Raman-samusevich , Ila-fiete , Regina-barzilay , Shahar-bracha , Hocke-tan-center , K-lisa-yang-icon-center

Innovative Technique Simplifies Protein Engineering

Innovative Technique Simplifies Protein Engineering
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AAV Contract Development And Manufacturing Organizations Market Trends, Growth, Analysis Report 2024-2032

AAV Contract Development And Manufacturing Organizations Market Trends, Growth, Analysis Report 2024-2032
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CoronaVirus "Bio-Weapon Massacre" update: US Expert blames China but forgets Pentagon's Secret Labs for Ethnic Attacks

CoronaVirus "Bio-Weapon Massacre" update: US Expert blames China but forgets Pentagon's Secret Labs for Ethnic Attacks
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Physics-Inspired AI Model Revolutionizes Advanced Pattern Generation

Physics-Inspired AI Model Revolutionizes Advanced Pattern Generation
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Singapore , Ziming-liu , Max-tegmark , Yilun-xu , Karsten-kreis , Jesse-thaler , Artificial-intelligence-laboratory , Rothberg-family-fund-for-cognitive-science , Synthesis-consortium , National-science-foundation , International-conference-on-machine , Family-foundation

From physics to generative AI: An AI model for advanced pattern generation | MIT News | Massachusetts Institute of Technology

Drawing inspiration from physics, a new Poisson Flow Generative Model ++ (PFGM++) integrates diffusion and Poisson Flow principles, outperforming existing diffusion models in advanced image generation. This breakthrough in generative AI taps into both the complexity of electric fields and the simplicity of diffusion to create realistic patterns and images with potential applications spanning multiple domains.

Singapore , Max-tegmark , Jesse-thaler , Yilun-xu , Ziming-liu , Nvidia , Rothberg-family-fund-for-cognitive-science , Google-senior-research-scientist-yonglong-tian-ph , International-conference-on-machine , National-science-foundation , Department-of-electrical-engineering , Synthesis-consortium

Generative AI imagines new protein structures

Generative AI imagines new protein structures
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Cambridge , Cambridgeshire , United-kingdom , France , French , Emile-mathieu , Jason-yim , Deepmind-arnaud-doucet , Brian-trippe , Sergey-ovchinnikov , Regina-barzilay , Institute-for-protein-design

Revolutionizing Protein Discovery: Unleashing the Power of Generative AI Imagines New Structures

Biology is a complex and intricate field, with DNA acting as the master weaver that codes for proteins, which are crucial for maintaining the various

France , Cambridge , Cambridgeshire , United-kingdom , French , Deepmind-alphafold , Jason-yim , Sergey-ovchinnikov , Regina-barzilay , Microsoft-research , Institute-for-protein-design , Harvard-university

Generative AI imagines new protein structures

MIT CSAIL researchers created FrameDiff, a computational tool utilizing machine learning to design novel protein structures. By simulating protein backbones with mathematical frames, FrameDiff constructs proteins that surpass natural varieties.

Cambridge , Cambridgeshire , United-kingdom , France , French , Deepmind-arnaud-doucet , Jason-yim , Emile-mathieu , Sergey-ovchinnikov , Brian-trippe , Regina-barzilay , Cambridge-university