TLDR AI 2023-11-01
Isomorphic Labs' AlphaFold 🧬, Artists copyright case 🧑⚖️, reliability of diffusion models 🌐
Isomorphic teases the next version of AlphaFold (8 minute read)
AlphaFold is an amazing model for science. The new work by Isomorphic Labs (a spin off from Google) extends it beyond just proteins and improves overall performance.
Artists Lose First Round Of Copyright Case (3 minute read)
A federal judge dismissed most claims in a landmark lawsuit where artists accused generative AI art generators of unauthorized image use, pinpointing deficiencies in copyright infringement accusations against Midjourney and DeviantArt.
OpenAI's Ilya Sutskever on Preventing Rogue Superintelligence (15 minute read)
OpenAI's co-founder and chief scientist Ilya Sutskever has shifted his focus from building the next model like GPT to figuring out how to avoid future artificial superintelligence from behaving undesirably. He believes the reality of AI surpassing human intelligence is imminent and anticipates technologies that will allow humans and AI to merge. Sutskever and his team at OpenAI are actively working on "superalignment", a set of procedures to control future AI technology.
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Engineering & Research
Improving Multi-modal LLMs (GitHub Repo)
Researchers dived deep into the visual encoders used in Multi-modal Large Language Models (MLLMs) and discovered that certain features from CLIP and DINO models are especially effective for detailed visual tasks. They then introduced COMM, a strategy that combines the strengths of both models.
A New Image Denoising Approach (GitHub Repo)
The study introduces PUCA, a new self-supervised denoising approach that maintains J-invariance, a critical aspect for effective denoising.
Efficient Video Understanding (GitHub Repo)
This project introduces TESTA, a method designed to speed up the process of understanding long videos by combining similar frames and patches. Using TESTA, researchers managed to greatly reduce the computational load and improve performance in matching paragraphs to videos and answering questions about long videos.
Hackers Are Weaponizing AI To Improve Phishing (8 minute read)
AI is poised to dramatically improve the success of phishing attacks, which is already used in 90% of cyberattacks.
Seismic Waves Of Gen Z Behavior (12 minute read)
This article discusses the influence of Gen Z on various industries and how their behavior is causing seismic waves in the market. The author emphasizes the importance of understanding Gen Z's habits, preferences, and values, as this generation drives significant changes in consumer behavior. By examining the social, technological, and economic aspects of Gen Z's lives, businesses can better anticipate their needs and adapt their offerings to cater to this influential demographic.
Death Of A Flywheel (8 minute read)
Death of a Flywheel discusses the decline of business flywheels, which represent self-sustaining momentum that drives company growth, due to factors including market saturation, evolving customer preferences, competitive threats, regulatory changes, and misaligned incentives. The article emphasizes the importance of recognizing and addressing these threats to ensure the continued health of a company's flywheel.
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