SonyAI

Generative AI technologies hold great promise but also pose significant risks in terms of bias and privacy. Explore the key issues of allocative vs. representational harms and the gaps in current legal protections. Learn about the importance of data privacy in AI training and outputs. Let's work towards better practices and regulations to ensure fairness and privacy in AI. https://bit.ly/3W0soEf #AI #AIEthics #DataPrivacy #AIBias #SonyAI

Discover the latest update for our next-generation AI racing agent, Gran Turismo Sophy, in the free July update to Gran Turismo 7, coming July 25, including additional track compatibility and new cars to race with GT Sophy. Stay tuned for more details and get ready to experience next-generation racing AI with GT Sophy. Watch the YouTube trailer: https://bit.ly/3WfNxvw Visit the official Gran Turismo website: https://lnkd.in/epxUq7p #GranTurismo #GT7 #GTSophy #RacingAI #Innovation

We are thrilled to announce that Sony AI has received the "Best Overall Use of AI in Gaming" award in the seventh annual 2024 AI Breakthrough Awards. This recognition celebrates our innovative use of reinforcement learning in developing GT Sophy, an AI agent integrated into Gran Turismo 7 (GT7) on PlayStation®. GT Sophy was designed to challenge and enhance the gaming experience by competing with top human drivers using advanced AI techniques. Our team developed a novel deep reinforcement learning approach, Quantile Regression Soft Actor-Critic, enabling GT Sophy to master three critical driving skills: Race Car Control, Racing Tactics, and Racing Etiquette. This sophisticated AI can handle over 340 cars on nine tracks, offering players a truly formidable opponent. The recognition by AI Breakthrough underscores our mission to advance AI research and development to enhance human imagination, creativity, and entertainment experiences. GT Sophy 2.0 is a testament to our dedication to providing players with a fun and engaging racing experience. We extend our heartfelt thanks to AI Breakthrough for this award and to our incredible team for their hard work and dedication. We are excited about the future and will continue to push the boundaries of AI in gaming. Read the full press release https://bit.ly/3VBBLda #SonyAI #AIBreakthroughAwards #GTSophy #AIinGaming #Innovation #GranTurismo7

Meet Tarek R. Besold, Senior Research Scientist at Sony AI, who oversees our Scientific Discovery Flagship Project. Tarek's expertise lies at the intersection of AI and cognitive science, spanning topics from computational creativity to trustworthy AI. Throughout his career, Tarek’s research has evolved from AI work on human-like minds to human-AI interaction and co-creative systems. In our latest installment of Sights on AI, Tarek shares his career journey, his view on how the perception of AI has shifted, and his interest in neurosymbolic AI. He also offers a sneak peek into the work being conducted within Sony AI’s Scientific Discovery Flagship. Read more: https://bit.ly/3VsBdX6 #SonyAI #AI #AIResearch #ScientificDiscovery

Excited to share that our latest advancements in DIFFRIR, FedMef, and Mirasol3B will be highlighted at CVPR2024. As Platinum Sponsors, we are thrilled to support this leading conference and showcase our contributions to acoustic simulations, federated learning, and multimodal AI. Discover the future with us at #CVPR2024! https://bit.ly/4eGvXIr https://bit.ly/3xxSTsl https://bit.ly/4c7gUWe

We are thrilled to announce that our paper, "Not My Voice! A Taxonomy of Ethical and Safety Harms of Speech Generators," has been accepted for presentation at the ACM Conference on Fairness, Accountability, and Transparency #ACMFAccT🎉 This research addresses the significant ethical and safety risks posed by AI-generated human speech, often used in malicious activities such as swatting, identity theft, and unauthorized voice use. By analyzing real-world incidents, we developed a conceptual framework and taxonomy to categorize these harms, providing a comprehensive understanding of how these risks arise and affect various stakeholders. Our groundbreaking methodology offers a relational approach, capturing the complexity of sociotechnical AI systems and supporting effective policy interventions. This work not only contributes to academic discourse but also aims to inform policy makers and technology developers in creating safer and more ethical AI systems. We extend our gratitude to our collaborators and the reviewers for their invaluable feedback. Join us at the ACM-FAccT Conference 2024 to delve deeper into our findings and discuss the future of ethical AI development. 🔗 https://bit.ly/3yK1kkG #AI #ACM2024 #EthicalAI #AIResearch #SpeechGeneration

Following our exploration of Grand Challenges, we delve deeper into how creativity and diversity are integral to Sony AI's mission. Our commitment to creativity is about more than just technological innovation; it's about reimagining how humans and AI can collaborate to create unprecedented experiences. This ethos is highlighted in our projects like GT Sophy 2.0, and our other research showcased at this year's #SXSW, demonstrating AI's role as a partner in creativity. Diversity is the backbone of our approach, ensuring that a multitude of perspectives drive ethical and groundbreaking solutions. It's not just about assembling diverse teams but embedding inclusivity into the very fabric of our technology. This commitment was a focal point at the #AAAI conference, reflecting our dedication to responsible AI development. As part of our series, we invite you to explore the full narrative of our creative and inclusive culture at Sony AI. Discover how these values guide our daily work and help us set new standards in AI. 🔗 Read our detailed blog post and watch the insightful videos on Creativity and Diversity. https://bit.ly/4bvKkNF We're also on the lookout for passionate individuals ready to contribute to the AI revolution. Interested? Explore our internship opportunities and become part of a team that's setting the stage for tomorrow's AI. [https://ai.sony/joinus/] #SonyAI #ArtificialIntelligence #Innovation #DiversityInTech #AIforCreators

This year, as Sony AI marks its fourth anniversary, we are proud to reflect on how we are not just meeting expectations but exceeding them by tackling the grand challenges in artificial intelligence. Sony AI was envisioned to be at the forefront of harnessing AI's potential to better society and enhance daily life. Our approach to grand challenges is about thinking big — envisioning significant impacts on the academic and business landscapes. It’s about pushing the envelope on what AI can achieve—ensuring that our technologies are not just innovative but also inclusive and impactful. Watch the full video exploring our approach to Grand Challenges in Part 1 of 2 of our “Life at Sony AI Series” https://bit.ly/4bPjZtv

ICLR 2024 has concluded, and Sony AI is at the forefront with groundbreaking advancements in AI, unveiling our CTM and SAN models. These tools offer new possibilities in digital art, music, and 3D design. With the event behind us, we invite you to continue the journey by exploring their real-world applications through our comprehensive blog and SAN tutorial. ⭐ [Explore & Master with Our Blog and Tutorial] https://bit.ly/3wyTBVV https://bit.ly/4dNqfnv

We're excited to be at ICLR2024 this week. With more than 7,400 submissions and an acceptance rate of just over 30%, we're thrilled to announce that Sony AI has not one, but 10 papers accepted. Here’s a closer look at what makes each one stand out in the fiercely competitive field of AI research: 1. Consistency Trajectory Models: This paper introduces a novel approach to understanding probability flow in diffusion models, marking a significant step forward in generative model research. 2. Manifold Preserving Guided Diffusion: A testament to our team's innovation, this research showcases state-of-the-art (SOTA) achievements, enhancing the robustness and quality of generated content. 3. SAN: Inducing Metrizability of GAN with Discriminative Normalized Linear Layer: By redefining the structural foundations of GANs, this paper opens new avenues for generative models, ensuring greater stability and performance. 4. Detecting, Explaining, and Mitigating Memorization in Diffusion Models: Selected for an oral presentation, this work addresses the critical issue of data memorization in AI models, proposing novel solutions for enhancing data privacy. 5. FedWon: Triumphing Multi-domain Federated Learning Without Normalization: Explores advancements in federated learning, paving the way for more inclusive and diversified AI training environments. 6. FedP3: Federated Personalized and Privacy-friendly Network Pruning under Model Heterogeneity: This paper focuses on making federated learning more accessible and efficient, demonstrating Sony AI's leadership in privacy-aware AI development. 7. Understanding multimodal contrastive learning through pointwise mutual information: Integrating different modalities for real-time applications. 8. DIAGNOSIS: Detecting unauthorized data usages in text-to-image diffusion models. 9. Views Can Be Deceiving: Improved SSL Through Feature Space Augmentation: This paper and workshop delve into the intricacies of Self-Supervised Learning (SSL), demonstrating how common augmentation techniques can unintentionally emphasize spurious features. 10. Towards Principled Representation Learning from Videos for Reinforcement Learning: Sets new benchmarks for model performance in dynamic environments. Workshops Led by the AI Ethics Team: * ICLR 2024 Workshop on Data-centric Machine Learning Research (DMLR): Spearheaded by Jerone Andrews, focusing on the importance of high-quality training data, robust data management, and ethical considerations. * Navigating and Addressing Data Problems for Foundation Models (DPFM): Explores how curated training data can address critical issues such as ethics, privacy, and security. We're excited to contribute to the global AI community and look forward to engaging discussions on these topics. Let us know if you’ll be at ICLR 2024 in the comments and what you are most looking forward to! https://bit.ly/44z2k74