TLDR AI

TLDR AI 2023-10-17

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01HEADLINES & LAUNCHES

TABLIB 800B TABULAR TOKEN DATASET

Dataset of tabular tokens to encourage the community to build Large Data Models that better understand tabular data. It is the largest publicly available tabular dataset - a compilation of 627 million tables together with 867 billion tokens of contextual information. TabLiB is available on Hugging Face.

approximatelabs.com2 min read

AND AI

fastcompany.com6 min read

02RESEARCH & INNOVATION

MULTIMODAL LEARNING WITHOUT PAIRED DATA

The research introduces Ex-MCR, a novel method that efficiently learns unified contrastive representations for multiple modalities without needing paired data. By aligning existing Multi-modal Contrastive Representations, Ex-MCR achieves top performance in tasks like audio-visual retrieval and 3D object classification.

github.comGitHub repository

BOOSTING LIDAR-CAMERA DETECTION

The authors of this paper have created a new technique called SupFusion to make LiDAR and camera systems work together better for detecting things like cars or pedestrians.

arxiv.org14 min read

ADVANCED HEAD POSE ESTIMATION

Figuring out the direction someone's head is turned is important for lots of tech applications. These researchers have developed a new way to estimate head positions from any angle.

arxiv.org16 min read

03ENGINEERING & RESOURCES

ENHANCED EARTH OBSERVATION

This study introduces a new method that combines digital surface model (DSM) data and aerial images from different times to improve change detection beyond just 2D perspectives.

github.comGitHub repository

LIBGEN TO TXT

Libgen is likely a dataset in many closed models. While the legality of this dataset for commercial use is under debate, researchers are still using it to better understand data quality for language model training.

github.comGitHub repository

MOSAICFUSION: A TOOL TO MAKE NEW IMAGES WITHOUT TRAINING

MosaicFusion is like a magic tool that can create new pictures with lots of objects without needing any prior learning. It does this in two steps: first, it makes the picture, and then it creates a mask to show where each object is.

github.comGitHub repository

04MISCELLANEOUS

NEW CONFERENCE FOR LANGUAGE MODELING

With the dramatic increase in interest in language modeling. Many existing ML conferences have been inundated with papers. This new venue, organized by many prominent scientists, will be a great option for publications.

colmweb.org3 min read