Close this search box.

We are creating some awesome events for you. Kindly bear with us.

Advancing Content Creation with Physics-Driven AI

Image credits:

Generative artificial intelligence (AI) is at the forefront of transforming the boundaries of digital reality, promising to take simplicity and turn it into complexity through the creation of patterns in images, sounds, and text. Researchers at the Massachusetts Institute of Technology’s Computer Science and Artificial Intelligence Laboratory (MIT CSAIL) have delved deep into this realm, introducing an innovative AI model that bridges the gap between two unrelated physical principles: diffusion and Poisson Flow. Their work has led to the development of the “Poisson Flow Generative Model ++” (PFGM++), which is poised to redefine digital content creation across various applications.

The PFGM++ model represents a leap in generative AI, offering the capabilities to generate a wide range of content, from images to audio. Its potential applications span from the creation of antibodies and RNA sequences to graph generation. At its core, PFGM++ extends the foundation of the Poisson equation, a concept from physics, to enhance its data exploration and generation capabilities. This breakthrough underscores the power of interdisciplinary collaboration between physicists and computer scientists in advancing the field of AI, as highlighted by Jesse Thaler, a physicist at MIT.

Thaler emphasises the remarkable progress achieved by AI-based generative models in recent years. These models have generated photorealistic images and coherent textual content, challenging the boundaries of artificial intelligence. Notably, some of these powerful generative models draw inspiration from well-established physics concepts such as symmetries and thermodynamics. PFGM++ builds upon a century-old notion from fundamental physics—the existence of extra dimensions in space-time – and transforms it into a versatile tool for crafting synthetic yet authentic datasets. The infusion of ‘physics intelligence’ is revolutionising the landscape of AI.

In the PFGM model, data points take on the role of minuscule electric charges within a multidimensional space, shaping an electric field that extends into an extra dimension, ultimately forming a uniform distribution.

This process is akin to rewinding a video, starting with charges and retracing their path along electric lines to recreate the original data distribution. This process enables the neural model to grasp the electric field concept and generate new data that mirrors the original.

The PFGM++ model takes this concept further by expanding it into a higher-dimensional framework. As these dimensions continue to grow, the model’s behaviour unexpectedly begins to resemble another crucial category of models known as diffusion models. This work aims to strike a balance, as PFGM and diffusion models occupy opposite ends of a spectrum: one is robust yet complex to handle, while the other is simpler but less sturdy. The PFGM++ model introduces a balanced middle ground, combining robustness with user-friendliness, revolutionising image and pattern generation and marking a significant technological advancement.

In addition to its adaptable dimensions, the research team has proposed a novel training approach that enhances the model’s understanding of the electric field, further boosting its efficiency.

To bring this concept further, the research team tackled a pair of differential equations detailing these charges’ motion within the electric field. They evaluated the model’s performance using the widely accepted Frechet Inception Distance (FID) score, which assesses the quality of generated images compared to real ones. PFGM++ excelled in demonstrating enhanced error tolerance and resilience regarding the step size within the differential equations, solidifying its position as a game-changer in the realm of AI-generated content.

In the future, the researchers are committed to refining specific aspects of the model through systematic approaches. They aim to identify the optimal value of D, customised for distinct data sets, architectures, and tasks, by closely analysing the behaviour of neural network estimation errors. Moreover, they plan to leverage PFGM++ in contemporary large-scale endeavours, particularly in text-to-image and text-to-video generation.

MIT’s PFGM++ stands at the forefront of a digital content revolution, bridging the gap between AI and reality. By integrating physics principles and advanced AI techniques, this innovative model promises to reshape the way we create digital content, opening up new horizons for creativity and application across various industries.


Qlik’s vision is a data-literate world, where everyone can use data and analytics to improve decision-making and solve their most challenging problems. A private company, Qlik offers real-time data integration and analytics solutions, powered by Qlik Cloud, to close the gaps between data, insights and action. By transforming data into Active Intelligence, businesses can drive better decisions, improve revenue and profitability, and optimize customer relationships. Qlik serves more than 38,000 active customers in over 100 countries.


As a Titanium Black Partner of Dell Technologies, CTC Global Singapore boasts unparalleled access to resources.

Established in 1972, we bring 52 years of experience to the table, solidifying our position as a leading IT solutions provider in Singapore. With over 300 qualified IT professionals, we are dedicated to delivering integrated solutions that empower your organization in key areas such as Automation & AI, Cyber Security, App Modernization & Data Analytics, Enterprise Cloud Infrastructure, Workplace Modernization and Professional Services.

Renowned for our consulting expertise and delivering expert IT solutions, CTC Global Singapore has become the preferred IT outsourcing partner for businesses across Singapore.


Planview has one mission: to build the future of connected work. Our solutions enable organizations to connect the business from ideas to impact, empowering companies to accelerate the achievement of what matters most. Planview’s full spectrum of Portfolio Management and Work Management solutions creates an organizational focus on the strategic outcomes that matter and empowers teams to deliver their best work, no matter how they work. The comprehensive Planview platform and enterprise success model enables customers to deliver innovative, competitive products, services, and customer experiences. Headquartered in Austin, Texas, with locations around the world, Planview has more than 1,300 employees supporting 4,500 customers and 2.6 million users worldwide. For more information, visit


SIRIM is a premier industrial research and technology organisation in Malaysia, wholly-owned by the Minister​ of Finance Incorporated. With over forty years of experience and expertise, SIRIM is mandated as the machinery for research and technology development, and the national champion of quality. SIRIM has always played a major role in the development of the country’s private sector. By tapping into our expertise and knowledge base, we focus on developing new technologies and improvements in the manufacturing, technology and services sectors. We nurture Small Medium Enterprises (SME) growth with solutions for technology penetration and upgrading, making it an ideal technology partner for SMEs.


HashiCorp provides infrastructure automation software for multi-cloud environments, enabling enterprises to unlock a common cloud operating model to provision, secure, connect, and run any application on any infrastructure. HashiCorp tools allow organizations to deliver applications faster by helping enterprises transition from manual processes and ITIL practices to self-service automation and DevOps practices. 


IBM is a leading global hybrid cloud and AI, and business services provider. We help clients in more than 175 countries capitalize on insights from their data, streamline business processes, reduce costs and gain the competitive edge in their industries. Nearly 3,000 government and corporate entities in critical infrastructure areas such as financial services, telecommunications and healthcare rely on IBM’s hybrid cloud platform and Red Hat OpenShift to affect their digital transformations quickly, efficiently and securely. IBM’s breakthrough innovations in AI, quantum computing, industry-specific cloud solutions and business services deliver open and flexible options to our clients. All of this is backed by IBM’s legendary commitment to trust, transparency, responsibility, inclusivity and service.