The Self-Contrast approach from the Zhejiang University and OPPO Research Institute addresses the challenge of enhancing Large Language Models’ reflective and self-corrective abilities. It introduces diverse solving perspectives, a detailed checklist generation, and demonstrates significant improvements in reflective capabilities across various AI models and tasks. Learn more in the research paper.

The referenced article provides a comprehensive guide to using Transformers in PyTorch. It is available on Towards Data Science for further exploration.

Summary: The State-of-the-Art Digest on Graph & Geometric ML in 2024, Part I focuses on theory, architectures, and advancements. Groundbreaking developments include the rise of Graph Transformers, insights into their expressiveness, advancements in positional encoding, new datasets and benchmarks in various domains, community events, educational resources, and memorable memes of 2023. The comprehensive digest features…

The text discusses the use of native Python caching to create fast dashboards in Streamlit. The author shares their positive experience with Streamlit, highlighting its ease of use but also noting potential drawbacks, such as poor Python code appearance and slow dashboard performance. They explain how they achieved significantly improved performance using a caching method,…

Summary: Samsung Galaxy S24 series, set for release on January 17, features innovative AI capabilities, including Note Assist for note-taking and live translation during calls. The Ultra model boasts a 200MP camera, while the S24 and S24 Plus have 50MP cameras. Samsung’s AI-integrated devices were highlighted at CES 2024. Google Pixel and upcoming iPhone models…

IMF’s managing director, Kristalina Georgieva, notes AI will impact 40% of global jobs, with potential benefits and challenges. Advanced economies could see 60% job impact; however, it may worsen inequality. AI could exacerbate income inequality and unemployment, especially in low-income countries. Georgieva stresses the need for social safety nets and retraining programs. Richer nations are…

Stanford researchers developed a low-cost robot for complex tasks using AI. For just $32,000, they built a robot capable of cooking and other dexterous activities by combining off-the-shelf parts and AI training. This approach of co-training on various tasks enables robots to quickly learn new skills, offering potential for household and advanced applications.

Microsoft has launched Bing AI Image Creator 3D for Instagram, allowing users to convert text prompts into 3D images. This collaboration between Meta and Microsoft aims to simplify image design, integrating with Bing and Edge browsers. Users can customize images and easily share to Instagram, making it a powerful tool for digital creators and marketers.

SAG-AFTRA reached an agreement with Replica Studios allowing AI voices in video games, aiming to protect members amid AI advancements. The contract enables Replica to engage union members and outlines conditions and payments for the digital voice creation and usage. Some voice actors criticized the lack of consultation. The union acknowledges varying member views on…

A recent study compared normative and descriptive models for making choices and discusses the impact of dataset bias on predictive accuracy. Using neural networks, researchers found bias in an online dataset called choices13k and developed a new model with structured decision noise that outperformed others. They stress the importance of integrating theory, data analysis, and…