TLDR AI

TLDR AI 2024-01-29

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01HEADLINES & LAUNCHES

VOLTRON DATA ACQUIRES CLAYPOT

The enterprise data toolkit acquired Claypot's real-time AI tools and team for an undisclosed sum. Voltron aims to continue bringing access to data to the enterprise.

venturebeat.com3 min read

GOOGLE’S NEW AI IS LEARNING TO DIAGNOSE PATIENTS

Google DeepMind has developed an AI model called AMIE (Articulate Medical Intelligence Explorer) to assist in healthcare. Trained on medical texts and dialogues, AMIE will provide explanations of medical conditions and potentially aid in diagnostics. AMIE outperformed human physicians in a controlled trial. Its effectiveness in real-world scenarios remains to be tested.

spectrum.ieee.org4 min read

02RESEARCH & INNOVATION

IMP V1 3B MULTIMODAL MODEL

Another multimodal model trained on Phi-2 and SigLIP. This one achieves extremely promising performance and is small enough to run on-device.

huggingface.co4 min read

MATRYOSHKA REPRESENTATION LEARNING

OpenAI's new embeddings can change size based on your needs. This is theorized to be due to the nesting doll method of learning, which learns features at various granularity.

arxiv.org26 min read

MEDICAL VIDEO SEGMENTATION

Vivim is a new framework for medical video object segmentation that effectively processes long video sequences. Vivim compresses spatiotemporal data efficiently utilizing the state space model approach, delivering faster and more accurate segmentation results compared to traditional methods.

arxiv.org9 min read

03ENGINEERING & RESOURCES

HUGGINGFACE WEBDATASET

WebDataset is a format that combines multiple records together. Anything with the same prefix is treated as an instance. It is ideal for streaming and fast data loading.

huggingface.co8 min read

LLMS FROM SCRATCH

An incomplete but promising set of tasks for learning how to build language models from scratch.

github.comGitHub repository

MULTIMODAL PATHWAY: TRANSFORMERS WITH IRRELEVANT DATA FROM OTHER MODALITIES

This project proposes a novel approach for enhancing transformers that uses unrelated data from different modalities, such as improving an image model using audio data. Multimodal Pathway uniquely connects transformers of two different modalities, allowing a target modality to benefit from the strengths of another.

ailab-cvc.github.io4 min read

04MISCELLANEOUS

EXPLORING COLBERT AND RAGATOUILLE

ColBERT is an excellent model for embedding queries and index data for RAG applications. This post explores the intuition behind the method and performs some benchmarks.

til.simonwillison.net12 min read

ZERO-SHOT AMODAL SEGMENTATION

Pix2Gestalt is a framework designed for zero-shot amodal segmentation. It is adept at reconstructing complete object shapes and appearances when they are partially obscured. Leveraging large-scale diffusion models, Pix2Gestalt excels in challenging scenarios, including artistic images that defy usual patterns.

gestalt.cs.columbia.edu2 min read

DO AI SAFETY ORGS WANT TO BAN OPEN SOURCE?

Many groups are trying to grapple with the challenges that come with rapidly advancing AI technology. Some of their moves can be seen as anti-competitive. It is a complex problem with valid arguments on both sides.

1a3orn.com6 min read