--- title: Advancing Artificial Intelligence Research | Sony AI description: Sony AI explores the future of technology through research in robotics, gaming, and sensing to unleash human imagination and solve ambitious global challenges. --- ![A robot arm, set against a white backdrop, is playing table tennis with a person in a blue shirt](https://ai.sony/hs-fs/hubfs/SonyAI_2026/Images/A%20robot%20arm%2c%20set%20against%20a%20white%20backdrop%2c%20is%20playing%20table%20tennis%20with%20a%20person%20in%20a%20blue%20shirt.webp?width=2000&height=1125&name=A%20robot%20arm%2c%20set%20against%20a%20white%20backdrop%2c%20is%20playing%20table%20tennis%20with%20a%20person%20in%20a%20blue%20shirt.webp) # Unleash Human Imagination and Creativity with AI Uncover the latest research in AI, robotics, and sensing—built to empower creators, scientists, and innovators solving the world’s most ambitious challenges. [Learn about Ace ](https://ace.ai.sony/?hsLang=en) ![Nature Paper](https://ai.sony/hs-fs/hubfs/Cover%2023%20April%202026%20%20copy.jpg?width=595&height=790&name=Cover%2023%20April%202026%20%20copy.jpg) [Read Now ](https://www.nature.com/articles/s41586-026-10338-5) PUBLICATION The definitive publication documenting Ace's design, training process, evaluation, and results. ![Abstract digital background with interconnected lines and nodes on a dark blue backdrop](https://ai.sony/hs-fs/hubfs/SonyAI_2026/Images/Abstract%20digital%20background%20with%20interconnected%20lines%20and%20nodes%20on%20a%20dark%20blue%20backdrop.webp?width=800&height=800&name=Abstract%20digital%20background%20with%20interconnected%20lines%20and%20nodes%20on%20a%20dark%20blue%20backdrop.webp) [Read Now ](https://ai.sony/publications/reconciling-legal-and-technical-approaches-to-algorithmic-bias?hsLang=en) PUBLICATION Reconciling Legal and Technical Approaches to Algorithmic Bias ![Nature Paper](https://ai.sony/hs-fs/hubfs/Cover%2023%20April%202026%20%20copy.jpg?width=595&height=790&name=Cover%2023%20April%202026%20%20copy.jpg) [Read Now ](https://www.nature.com/articles/s41586-026-10338-5) PUBLICATION The definitive publication documenting Ace's design, training process, evaluation, and results. ![Abstract digital background with interconnected lines and nodes on a dark blue backdrop](https://ai.sony/hs-fs/hubfs/SonyAI_2026/Images/Abstract%20digital%20background%20with%20interconnected%20lines%20and%20nodes%20on%20a%20dark%20blue%20backdrop.webp?width=800&height=800&name=Abstract%20digital%20background%20with%20interconnected%20lines%20and%20nodes%20on%20a%20dark%20blue%20backdrop.webp) [Read Now ](https://ai.sony/publications/reconciling-legal-and-technical-approaches-to-algorithmic-bias?hsLang=en) PUBLICATION Reconciling Legal and Technical Approaches to Algorithmic Bias ## AI That Inspires **Human Creativity** Explore how our researchers are conceptualizing, experimenting, and pushing the boundaries with AI innovation. Gaming & Interactive Agents Imaging & Sensing Robotics Scientific Discovery AI for Creators AI Ethics ### Gaming & Interactive Agents **Revolutionizing game play with cutting-edge AI agents.** In partnership with Sony Interactive Entertainment (SIE) and PlayStation Studios, we're transforming human interactions in virtual worlds and unlocking new possibilities for game developers and players.  ![A person with long turquoise hair wears a headset, focused intently on steering a simulated racing game](https://ai.sony/hs-fs/hubfs/SonyAI_2026/Images/A%20person%20with%20long%20turquoise%20hair%20wears%20a%20headset%2c%20focused%20intently%20on%20steering%20a%20simulated%20racing%20game.webp?width=792&height=445&name=A%20person%20with%20long%20turquoise%20hair%20wears%20a%20headset%2c%20focused%20intently%20on%20steering%20a%20simulated%20racing%20game.webp) #### Building Game AI beyond rule-based systems. At Sony AI, our researchers leverage deep reinforcement learning to train AI agents in robust gaming ecosystems. This specialized research enables game developers to design and deliver sophisticated, high-fidelity experiences that augment the creative potential of both developers and players. Gran Turismo Sophy™ Gran Turismo Sophy represents a special collaboration between Sony AI, Polyphony Digital, and Sony Interactive Entertainment. By combining deep reinforcement learning with the PlayStation racing simulation game *Gran Turismo*, we developed an autonomous agent capable of mastering complex driving strategies while maintaining the highest standards of gaming. ![A group of esports players in red, blue, and white Toyota Gazoo Racing shirts stands together, smiling and engaged in conversation](https://ai.sony/hs-fs/hubfs/SonyAI_2026/Images/A%20group%20of%20esports%20players%20in%20red%2c%20blue%2c%20and%20white%20Toyota%20Gazoo%20Racing%20shirts%20stands%20together%2c%20smiling%20and%20engaged%20in%20conversation.webp?width=1200&height=900&name=A%20group%20of%20esports%20players%20in%20red%2c%20blue%2c%20and%20white%20Toyota%20Gazoo%20Racing%20shirts%20stands%20together%2c%20smiling%20and%20engaged%20in%20conversation.webp) GT Sophy Tech Blog Series Following our 2022 *Nature* cover article, this series invites researchers to explore the technical architecture behind Gran Turismo Sophy. Our researchers illuminate the specialized training techniques and reward functions used to create an agent that outperforms elite human drivers, making our complex deep reinforcement learning breakthroughs more accessible. ![A person wearing a Sony AI shirt faces a screen displaying the words Gran Turismo with a heart graphic](https://ai.sony/hs-fs/hubfs/SonyAI_2026/Images/A%20person%20wearing%20a%20Sony%20AI%20shirt%20faces%20a%20screen%20displaying%20the%20words%20Gran%20Turismo%20with%20a%20heart%20graphic.webp?width=1200&height=900&name=A%20person%20wearing%20a%20Sony%20AI%20shirt%20faces%20a%20screen%20displaying%20the%20words%20Gran%20Turismo%20with%20a%20heart%20graphic.webp) *The Team Behind GT Sophy* Docuseries *Meet the Team Behind GT Sophy* provides an inside look at the researchers and engineers who brought this breakthrough to life. This docuseries highlights how our globally distributed team collaborated virtually to solve unprecedented engineering challenges, demonstrating the human creativity and technical persistence required to train a world-class AI agent. [Explore Gaming & Interactive Agents ](https://ai.sony/research-areas/gaming-ai?hsLang=en) ### Imaging & Sensing **Changing the way computers "see" the world around us.** Through groundbreaking advancements in computer vision and process innovation, we aim to revolutionize how humans and machines perceive and interact with the world. We're unlocking unparalleled opportunities for enhanced experiences and transformative applications that redefine our understanding of what it means to experience the world around us. ![Close-up of a person wearing glasses with a blue digital screen light reflecting on the lenses](https://ai.sony/hs-fs/hubfs/SonyAI_2026/Images/Close-up%20of%20a%20person%20wearing%20glasses%20with%20a%20blue%20digital%20screen%20light%20reflecting%20on%20the%20lenses.webp?width=792&height=445&name=Close-up%20of%20a%20person%20wearing%20glasses%20with%20a%20blue%20digital%20screen%20light%20reflecting%20on%20the%20lenses.webp) #### Leading advancements in computer vision and process innovation. At Sony AI, our researchers investigate advanced computer vision architectures and process innovation to address fundamental challenges in semiconductor fabrication and future camera systems. Our researchers explore the intersection of hardware-aware algorithms and high data efficiency to ensure AI research effectively augments the human sensing experience. AI for Chip Design To accelerate semiconductor innovation, our researchers deploy AI-powered automation tools that optimize high-performance hardware design and expedite production processes. ![A person holds a camera close to the lens, focused against a warm, blurred sunset background](https://ai.sony/hs-fs/hubfs/SonyAI_2026/Images/A%20person%20holds%20a%20camera%20close%20to%20the%20lens%2c%20focused%20against%20a%20warm%2c%20blurred%20sunset%20background.webp?width=800&height=800&name=A%20person%20holds%20a%20camera%20close%20to%20the%20lens%2c%20focused%20against%20a%20warm%2c%20blurred%20sunset%20background.webp) Vision and Sensing We explore hardware-aware algorithms with privacy-centered architecture to analyze secure, high-efficiency sensing pipelines that enhance the capabilities of future imaging systems. [Explore Imaging & Sensing ](https://ai.sony/research-areas/imaging-and-sensing?hsLang=en) ### Robotics **Advancing AI's impact in the physical world.** We're not just building robots; we're shaping a future where technology safely empowers human creativity and progress.  ![A person playing table tennis with a robotic arm labeled Sony AI.](https://ai.sony/hs-fs/hubfs/SonyAI_2026/Images/A%20person%20playing%20table%20tennis%20with%20a%20robotic%20arm%20labeled%20Sony%20AI..webp?width=593&height=445&name=A%20person%20playing%20table%20tennis%20with%20a%20robotic%20arm%20labeled%20Sony%20AI..webp) #### Exploring the intersection of creative and physical innovation. At Sony AI, by exploring the challenges of real-world perception and state-of-the-art sensing, we are exploring robotics challenges from fine motor manipulation to building hardware that exhibits precision, speed, and technique. [Explore Robotics ](https://ai.sony/research-areas/robotics?hsLang=en) ### Scientific Discovery **Accelerating breakthroughs in AI-driven research.** In a world where thousands of papers are published daily, even researchers struggle to keep pace. Sony AI’s Scientific Discovery team is reimagining the research process by modeling the entire body of literature as an evolving, interconnected system. ![A scientist in a lab coat and safety goggles operates advanced lab equipment under blue lighting, focused and meticulous in a modern laboratory setting](https://ai.sony/hs-fs/hubfs/SonyAI_2026/Images/A%20scientist%20in%20a%20lab%20coat%20and%20safety%20goggles%20operates%20advanced%20lab%20equipment%20under%20blue%20lighting%2c%20focused%20and%20meticulous%20in%20a%20modern%20laboratory%20setting.webp?width=792&height=445&name=A%20scientist%20in%20a%20lab%20coat%20and%20safety%20goggles%20operates%20advanced%20lab%20equipment%20under%20blue%20lighting%2c%20focused%20and%20meticulous%20in%20a%20modern%20laboratory%20setting.webp) #### Transforming a sea of scientific data into a single connected resource. As our teams uncover hidden relationships across domains such as biology and chemistry, we develop AI tools that augment human intuition. This process surfaces discoveries the data implies but has not yet articulated, for the benefit of all researchers on a global scale. [Explore Scientific Discovery ](https://ai.sony/research-areas/scientific-discovery?hsLang=en) ### AI for Creators **Empowering the creative pursuits of artists and creators.** Our team conducts the deep, refined modeling that global creators need to fulfill their artistic pursuits. From visual realms and anime to language, dubbing and translation, music and sound, and data science, this modeling provides better outcomes for creators in the entertainment sector. ![A lively concert scene with a crowd of raised hands silhouetted against bright stage lights, creating an energetic and euphoric atmosphere](https://ai.sony/hs-fs/hubfs/SonyAI_2026/Images/A%20lively%20concert%20scene%20with%20a%20crowd%20of%20raised%20hands%20silhouetted%20against%20bright%20stage%20lights%2c%20creating%20an%20energetic%20and%20euphoric%20atmosphere.webp?width=792&height=445&name=A%20lively%20concert%20scene%20with%20a%20crowd%20of%20raised%20hands%20silhouetted%20against%20bright%20stage%20lights%2c%20creating%20an%20energetic%20and%20euphoric%20atmosphere.webp) #### Unifying artistic expression and technical abilities to empower the creative spirit.  At Sony AI, our research explores real-time controllable systems that improve efficiency in editing, restoration, translation, and creation. Key areas of research include speech, language, music, sound, and visual technologies, with an emphasis on professional-grade precision and control. Music and Sound Our research makes foundation models intuitive partners for studio editing and synthesis. We also lead in creator rights, using advanced watermarking to ensure each artist's work stays protected. ![A man with long hair sitting cross-legged on the floor, using a smartphone](https://ai.sony/hs-fs/hubfs/SonyAI_2026/Images/A%20man%20with%20long%20hair%20sitting%20cross-legged%20on%20the%20floor%2c%20using%20a%20smartphone.webp?width=1200&height=900&name=A%20man%20with%20long%20hair%20sitting%20cross-legged%20on%20the%20floor%2c%20using%20a%20smartphone.webp) Translation and Dubbing Our context-aware models go beyond simple translation to preserve the heart of a performance. We help artists reach a global audience without losing the expressive nature of their work. ![Four people collaborating in a modern meeting room, each with a laptop](https://ai.sony/hs-fs/hubfs/SonyAI_2026/Images/Four%20people%20collaborating%20in%20a%20modern%20meeting%20room%2c%20each%20with%20a%20laptop.webp?width=1200&height=900&name=Four%20people%20collaborating%20in%20a%20modern%20meeting%20room%2c%20each%20with%20a%20laptop.webp) User Engagement Research We analyze creator-fan interactions to predict behavioral trends. This work streamlines hyper-personalization, helping artists connect with audiences in more meaningful ways. [Explore AI for Creators ](https://ai.sony/research-areas/ai-for-creators?hsLang=en) ### AI Ethics **Laying a foundation for ethics in AI innovation.** Partnering with industry leaders and Sony global businesses, our researchers are using new tools and techniques with ethical AI standards that protect the interests of users and creators alike. ![A person holds a Sony camera, focusing on the digital screen displaying a woman posing against a dark background](https://ai.sony/hs-fs/hubfs/SonyAI_2026/Images/A%20person%20holds%20a%20Sony%20camera%2c%20focusing%20on%20the%20digital%20screen%20displaying%20a%20woman%20posing%20against%20a%20dark%20background.webp?width=792&height=445&name=A%20person%20holds%20a%20Sony%20camera%2c%20focusing%20on%20the%20digital%20screen%20displaying%20a%20woman%20posing%20against%20a%20dark%20background.webp) #### Championing transparent AI strategies. At Sony AI, we develop frameworks and benchmarks to address dataset bias at scale, ensuring our AI technologies are fair and accountable.  ![A collage of diverse groups engaging in activities, swimming, dancing, eating, and embracing](https://ai.sony/hs-fs/hubfs/SonyAI_2026/Images/A%20collage%20of%20diverse%20groups%20engaging%20in%20activities%2c%20swimming%2c%20dancing%2c%20eating%2c%20and%20embracing.webp?width=1200&height=900&name=A%20collage%20of%20diverse%20groups%20engaging%20in%20activities%2c%20swimming%2c%20dancing%2c%20eating%2c%20and%20embracing.webp) Fair Human-Centric Image Benchmark (FHIBE) FHIBE is the first publicly available, globally diverse, consensually collected fairness evaluation dataset for a wide variety of human-centric computer vision tasks. ![A person holds a smartphone with a screen showing a registered face](https://ai.sony/hs-fs/hubfs/SonyAI_2026/Images/A%20person%20holds%20a%20smartphone%20with%20a%20screen%20showing%20a%20registered%20face.webp?width=1200&height=900&name=A%20person%20holds%20a%20smartphone%20with%20a%20screen%20showing%20a%20registered%20face.webp) Ethical Creation & Protection Program Sony uniquely shapes ethical AI in entertainment through Protective AI to safeguard creator rights and through Creative AI to enhance human creativity, ensuring AI always empowers the artist. [Explore AI Ethics ](https://ai.sony/research-areas/ai-ethics-research?hsLang=en) ## Contributing to **Global Scientific Progress** At Sony AI, our research focuses on advancing AI for society's most ambitious creative and scientific endeavors. As an extension of Sony, we apply technical research across our entertainment and technology ecosystem. ![Four people gather around a laptop, smiling and engaged](https://ai.sony/hs-fs/hubfs/SonyAI_2026/Images/Four%20people%20gather%20around%20a%20laptop%2c%20smiling%20and%20engaged.webp?width=1200&height=900&name=Four%20people%20gather%20around%20a%20laptop%2c%20smiling%20and%20engaged.webp) Global Research Teams Across Key Disciplines Our global network of researchers explores what's possible in gaming, ethics, sensing, and robotics. We provide interdisciplinary expertise to solve complex challenges and pioneer the future of human-centered AI. Breakthrough Projects Like Gran Turismo Sophy We expand the possibilities of AI world-class projects like GT Sophy. These breakthroughs showcase sophisticated AI agents that master technical complexity while interacting with humans with sportsmanship and precision. ![Three people in casual attire are engaged in a lively discussion in a bright, modern space](https://ai.sony/hs-fs/hubfs/SonyAI_2026/Images/Three%20people%20in%20casual%20attire%20are%20engaged%20in%20a%20lively%20discussion%20in%20a%20bright%2c%20modern%20space.webp?width=1200&height=900&name=Three%20people%20in%20casual%20attire%20are%20engaged%20in%20a%20lively%20discussion%20in%20a%20bright%2c%20modern%20space.webp) Accepted at Top AI Journals and Conferences We're at the forefront of developing ethical AI datasets and pioneering new approaches to IP, consent, and bias. Our peer-reviewed research is presented at top-tier global conferences, including CVPR, NeurIPS, and ICLR. ## Innovation Begins with **Imagination** Sony AI was established in April 2020 to pursue groundbreaking research in AI. Our aim is to advance AI so that it augments—and works in harmony with—humans to benefit society, enrich interactions, and elevate our creative endeavors. ![A man presents to six seated, engaged individuals in a bright room with floor-length windows](https://ai.sony/hs-fs/hubfs/SonyAI_2026/Images/A%20man%20presents%20to%20six%20seated%2c%20engaged%20individuals%20in%20a%20bright%20room%20with%20floor-length%20windows.webp?width=2000&height=1125&name=A%20man%20presents%20to%20six%20seated%2c%20engaged%20individuals%20in%20a%20bright%20room%20with%20floor-length%20windows.webp) ### Team Spotlight: Meet Some of Our Team Get to know Sony AI researchers and engineers from around the world. Click below to view our full list of researchers. [Meet the Full Research Team ](https://ai.sony/people?hsLang=en) ![Microsoft logo](https://ai.sony/hubfs/SonyAI_2026/Logos/logo-microsoft.svg) ![AMD logo](https://ai.sony/hubfs/SonyAI_2026/Logos/logo-amd.svg) ![Amazon AWS logo](https://ai.sony/hs-fs/hubfs/SonyAI_2026/Logos/logo-amazon-aws.png?width=98&height=98&name=logo-amazon-aws.png) ![AMD logo](https://ai.sony/hubfs/SonyAI_2026/Logos/logo-sony-black.svg) ## Featured Research & **Breakthrough Projects** We transform complex data into sophisticated insights that support the next wave of human innovation. Explore how this research is applied across our latest projects. ### Gran Turismo Sophy™ Explore Gran Turismo Sophy—the result of a unique collaboration between Sony AI, Polyphony Digital, the creative studio behind the world-famous *Gran Turismo* games, and Sony Interactive Entertainment. [Learn More ](https://ai.sony/blog/unveiling-gran-turismo-sophy-an-ai-breakthrough?hsLang=en) OUR WORK ### Introducing FHIBE: A Consent-Driven Benchmark for AI Fairness Evaluation Sony AI’s Fair Human-Centric Image Benchmark (FHIBE) is the first publicly available globally diverse, consensually-collected fairness evaluation dataset for a wide variety of human-centric computer vision tasks. [Learn More ](https://ai.sony/blog/introducing-fhibe-a-consent-driven-benchmark-for-ai-fairness-evaluation?hsLang=en) OUR WORK ### Beyond Skin Tone: A Multidimensional Measure of Apparent Skin Color As part of this project, our researchers strive to measure apparent skin color in computer vision, beyond a unidimensional scale on skintone. [Learn More ](https://ai.sony/blog/beyond-skin-tone-a-multidimensional-measure-of-apparent-skin-color?hsLang=en) OUR WORK ### Protecting Creator’s Rights in the Age of AI The rise of artificial intelligence technologies that can generate songs and mimic musical styles and artists has led to a surge in AI music content with unclear origins, prompting concerns about authenticity, fairness and ownership. Our recent work looks at how models remember, how music relates, and why today's watermarking solutions fall short. [Learn More ](https://ai.sony/blog/protecting-creators-rights-in-the-age-of-ai?hsLang=en) ## **Latest Updates** from Sony AI Stay informed on our latest contributions to the global scientific community and our progress in advancing the ethical and technical standards of AI. ![A man in a cap is framed by facial recognition lines on a digital screen](https://ai.sony/hs-fs/hubfs/SonyAI_2026/Images/A%20man%20in%20a%20cap%20is%20framed%20by%20facial%20recognition%20lines%20on%20a%20digital%20screen.webp?width=1200&height=900&name=A%20man%20in%20a%20cap%20is%20framed%20by%20facial%20recognition%20lines%20on%20a%20digital%20screen.webp) [Read Now ](https://ai.sony/blog/what-if-fairness-started-at-the-dataset-level?hsLang=en) AI ETHICS What If Fairness Started at the Dataset Level? [ Blog Advancing AI: Highlights from January ](https://ai.sony/blog/advancing-ai-highlights-from-january?hsLang=en) [ Blog Sony AI’s Contributions at AAAI 2026 ](https://ai.sony/blog/sony-ais-contributions-at-aaai-2026?hsLang=en) [ Blog How Sony AI’s Scientific Discovery Team is Reimagining How Researchers Evaluate Hypotheses ](https://ai.sony/blog/how-sony-ais-scientific-discovery-team-is-reimagining-how-researchers-evaluate-hypotheses?hsLang=en) [ Blog Protecting Creator’s Rights in the Age of AI ](https://ai.sony/blog/protecting-creators-rights-in-the-age-of-ai?hsLang=en) ![A woman with glasses and a pink jacket smiles while using a laptop on a dark sofa](https://ai.sony/hs-fs/hubfs/SonyAI_2026/Images/A%20woman%20with%20glasses%20and%20a%20pink%20jacket%20smiles%20while%20using%20a%20laptop%20on%20a%20dark%20sofa.webp?width=2000&height=1125&name=A%20woman%20with%20glasses%20and%20a%20pink%20jacket%20smiles%20while%20using%20a%20laptop%20on%20a%20dark%20sofa.webp) ## Join Us in Building the Future of AI [View Open Roles ](https://ai.sony/join-us?hsLang=en)