Martineski

Github : https://github.com/casia-iva-lab/fastsam

Arxiv : https://arxiv.org/abs/2306.12156

Demo : https://huggingface.co/spaces/An-619/FastSAM

Full title: introduce Infinigen, a procedural generator of photorealistic 3D scenes of the natural world. Infinigen is entirely procedural: every asset, from shape to texture, is generated from scratch via randomized mathematical rules, using no external source and allowing infinite variation and composition. Infinigen offers broad coverage of objects and scenes in the natural world including plants, animals, terrains, and natural phenomena such as fire, cloud, rain, and snow. Infinigen can be used to generate unlimited, diverse training data for a wide range of computer vision tasks including object detection, semantic segmentation, optical flow, and 3D reconstruction. We expect Infinigen to be a useful resource for computer vision research and beyond.

Paper: https://huggingface.co/papers/2306.09310

Github: https://github.com/princeton-vl/infinigen

Here you can see 2 day old post warning about the danger of not using email/captcha verification: https://lemmy.ml/post/1345031

And here are stats of lemmy platform where it shows that we gained 200 000 lemmy users in 2 days: https://lemmy.fediverse.observer/dailystats

Another tracking site with the same explosion in users: https://the-federation.info/platform/73

What do you think? Is it some sort of a bug or do people run bot farms?

Edit: If you want to track if there's any sudden bump in amount of users on our instance you can do so here: https://the-federation.info/node/details/50294

Edit2: It's been now 3 days and we went from 150 000 user accounts 3 days ago to 700 000 user accounts today making it 550 000+ bot accounts and counting. Almost 80% accounts on lemmy are now bots and it may end up being an very serious issue for lemmy platform once they become active.

One of the admins announced in the comments that they will be defederating bot instances, you can track defederated by us instances here: https://fba.ryona.agency/?reverse=lemmy.fmhy.ml

Edit3: It's now 4th day of the attack and the amount of accounts on lemmy has almost reached 1 200 000. Almost 90% of total userbase are now bots and so far our instance didn't experience any sudden increase in the amount of created accounts.

Edit 3.1: my numbers are outdated, there are currently 1 700 000 accounts which makes it even worse: https://fedidb.org/software/lemmy

If you are lurker please help us grow the community by commenting and posting interesting on topic quality info/discussions so we can attract more people and make this community more interesting to spend time on. ✌️

With the rise of large language models (LLMs) like GPT-4, I really look forward to having a personal AI assistant that has long-term memory and can learn what I like, hate, want and need. It could help me like a real assistant or even a partner. It would know my strengths, weaknesses and could give me a plan to become the best version of myself. It could give me very personalized advice and track my progress on various aspects of life, such as work, relationships, fitness, diet, etc.

It could have a model of my mind and know exactly what I prefer or dislike. For example, it could predict if I would enjoy a movie or not (I know we already have recommendation systems, but what I'm saying is on a next level, as it knows everything about me and my personality, not just other movies I liked). It could be better than any therapist in the world, as it knows much more about me and is here to help 24/7.

I think we're very close to this technology. The only big problems to achieve this are the context limit of LLMs and privacy concerns.

What are your opinions on this?

Full title: Voyager: An Open-Ended Embodied Agent with Large Language Models - "the first LLM-powered embodied lifelong learning agent in Minecraft that continuously explores the world, acquires diverse skills, and makes novel discoveries without human intervention"

Abstract:

We introduce Voyager, the first LLM-powered embodied lifelong learning agent in Minecraft that continuously explores the world, acquires diverse skills, and makes novel discoveries without human intervention. Voyager consists of three key components: 1) an automatic curriculum that maximizes exploration, 2) an ever-growing skill library of executable code for storing and retrieving complex behaviors, and 3) a new iterative prompting mechanism that incorporates environment feedback, execution errors, and self-verification for program improvement. Voyager interacts with GPT-4 via blackbox queries, which bypasses the need for model parameter fine-tuning. The skills developed by Voyager are temporally extended, interpretable, and compositional, which compounds the agent's abilities rapidly and alleviates catastrophic forgetting. Empirically, Voyager shows strong in-context lifelong learning capability and exhibits exceptional proficiency in playing Minecraft. It obtains 3.3x more unique items, travels 2.3x longer distances, and unlocks key tech tree milestones up to 15.3x faster than prior SOTA. Voyager is able to utilize the learned skill library in a new Minecraft world to solve novel tasks from scratch, while other techniques struggle to generalize.

links: https://voyager.minedojo.org/

https://arxiv.org/abs/2305.16291