TLDR AI

TLDR AI 2024-03-22

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01GENERAL

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02HEADLINES & LAUNCHES

JAPAN’S PREMIER AI LAB LAUNCHES ITS FIRST MODEL

Sakana AI creates state-of-the-art Japanese language, vision, and image generation models. It introduced an evolutionary model merge that aims to evolve foundation models without expensive pretraining. The model merge has been released along with an explanation of the method.

sakana.ai12 min read

BIDEN-HARRIS ADMINISTRATION ANNOUNCES DEAL WITH INTEL FOR AI CHIPS

The U.S. Department of Commerce has proposed granting Intel up to $8.5 billion under the CHIPS and Science Act to support semiconductor projects in multiple states. This funding aims to bolster U.S. chip manufacturing, develop critical technologies like AI, and create thousands of jobs. Intel's planned $100 billion investment in expansion is one of the largest in U.S. semiconductor history.

commerce.gov7 min read

03RESEARCH & INNOVATION

SCENE SCRIPT 3D SCENE RECONSTRUCTION

Meta Reality Labs has trained a model that takes visual input and translates it into a 3D representation of a scene. The 70m parameter model runs quickly on-device and exhibits extreme stability.

ai.meta.com9 min read

IMAGE GENERATION WITH DIFFUSION STATE SPACE MODELS

Diffusion State Space Models (DiS) are a new type of diffusion model that use a state space backbone instead of the traditional U-Net for image data. These models can handle long-range dependencies and are efficient in generating high-quality images with less computational effort.

arxiv.org22 min read

LLM’S ABSTRACT THINKING DATASET

PuzzleVQA is a dataset designed to test the abstract reasoning capabilities of large multimodal models like GPT-4V.

arxiv.org16 min read

04ENGINEERING & RESOURCES

Sponsored

CODY — THE AI CODING ASSISTANT THAT UNDERSTANDS YOUR CODE BASE

Every day, Sourcegraph’s Cody [11] helps developers write >150,000 lines of code. Here’s how: AUTOCOMPLETE: Cody autocompletes single lines or whole functions in any programming language [11], configuration file, or documentation.

sourcegraph.comSponsor

TORCHTUNE

Meta has released a native PyTorch library for fine-tuning language models.

github.comGitHub repository

3D RECONSTRUCTION WITH FEDERATED LEARNING

Fed3DGS introduces a federated learning framework for scalable 3D reconstruction, utilizing 3D Gaussian splatting (3DGS) to enable decentralized scene building across vast areas.

github.comGitHub repository

05MISCELLANEOUS

AI AND THE FUTURE OF WORK

Anthropic's latest AI, Claude, achieves high scores on Mensa tests, signaling proximity to self-improving AI and posing both opportunities and existential risks. Machine learning is already displacing jobs, as evident at Klarna, where a customer service AI replaced 700 agents, hinting at an accelerating trend in automation. Duolingo's recent layoffs due to AI's translation capabilities further underscore this shift, emphasizing the growing impact of AI on the future of work.

unchartedterritories.tomaspueyo.com8 min read

TWO YEARS LATER, DEEP LEARNING IS STILL FACED WITH THE SAME FUNDAMENTAL CHALLENGES

Two years after publishing a skeptical AI article, Gary Marcus revisits his predictions and stands by his initial skepticism. Despite advancements like GPT-4, fundamental issues like genuine comprehension and trustworthy AI remain unresolved. Marcus concludes that scaling up data and computing power alone won't achieve AGI, and interdisciplinary collaboration is crucial.

garymarcus.substack.com5 min read