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Jenny Zhang Profile
Jenny Zhang

@jennyzhangzt

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PhDing @UBC • Undergrad @imperialcollege • Reinforcement Learning, Open-endedness, AI-GAs

Vancouver, British Columbia
Joined July 2022
Don't wanna be here? Send us removal request.
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@jennyzhangzt
Jenny Zhang
1 month
OMNI-EPIC!!! Done together with @maxencefaldor , @CULLYAntoine , and @jeffclune 📄Paper: 🌐Website: 🤩Huge shoutout to @rachpradhan for the website template. And really grateful for people who gave feedback along the way
@jeffclune
Jeff Clune
1 month
I am thrilled to introduce OMNI-EPIC: Open-endedness via Models of human Notions of Interestingness with Environments Programmed in Code. Led by @maxencefaldor and @jennyzhangzt , with @CULLYAntoine and myself. 🧵👇
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@jennyzhangzt
Jenny Zhang
1 month
Am I the only one who didn't know that the entire internet is literally wired physically with undersea cables?
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@jennyzhangzt
Jenny Zhang
1 month
@srhnylmz14 Thank you for sharing! It was a really good read, a good reminder of the many things we don't see or think about often. “We are one of the best-kept secrets in the world, because things just work.”
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@jennyzhangzt
Jenny Zhang
1 year
Fascinated by the idea of enabling AI to learn new, interesting behaviors forever? Started an awesome list for open-ended AI: . Make a pull request to contribute relevant works! 😎
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@jennyzhangzt
Jenny Zhang
7 months
The best gift is the gift of knowledge. Happy holidays! 🎁
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@jennyzhangzt
Jenny Zhang
5 months
🦖3D printed this model generated by text-to-3D foundation model! Resin printer No other changes than upscaling and adding support (done automatically through an app) Result is pretty good!🤩 Conclusion: models generated by text-to-3D FMs are printable if smooth enough
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@jennyzhangzt
Jenny Zhang
5 months
OMNI is accepted at #ICLR2024 ! Updated paper has exciting new results in an embodied robotics domain, where AI learns new interesting tasks endlessly in an INFINITE task space. Open-endedness through Models of Human Notions of Interestingness Website: 🧵👇
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@jennyzhangzt
Jenny Zhang
7 months
Look mum, it's me!
@togelius
Julian Togelius
7 months
Good panel is good. (On open-endedness, at @aloeworkshop #NeurIPS2023 )
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@jennyzhangzt
Jenny Zhang
23 days
ARC is a pretty interesting challenge and dataset! I briefly explored if debate between LLMs could improve the performance on the ARC dataset. 👉 LLM-debate paper: ARC prize:
@fchollet
François Chollet
26 days
I'm partnering with @mikeknoop to launch ARC Prize: a $1,000,000 competition to create an AI that can adapt to novelty and solve simple reasoning problems. Let's get back on track towards AGI. Website: ARC Prize on @kaggle :
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@jennyzhangzt
Jenny Zhang
2 months
Thank you to all #ICLR2024 organizers! Had a blast catching up with old friends and meeting new ones 🌈 Also a full supporter of more colorful posters
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@jennyzhangzt
Jenny Zhang
9 months
Update on OMNI (Open-endedness via Models of human Notions of Interestingness). We tried it on a new, off-the-shelf domain (BabyAI), and OMNI outperforms baselines there too! Website: 1/
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@jennyzhangzt
Jenny Zhang
2 months
I will be in Vienna next week for #ICLR2024 , excited to discuss anything fire in AI right now (or in future) 🔥 Come drop by our posters too! 🕸️ Project websites OMNI: QDAIF:
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@jennyzhangzt
Jenny Zhang
1 year
Thank you to all the organizers of @ieee_ras_icra ! My first robotics conference and had so much fun trying cool robots, learning what others are doing, and meeting old and new friends. Let's keep in touch! #ICRA2023
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@jennyzhangzt
Jenny Zhang
7 months
Thank you to all #NeurIPS2023 organizers! I had so much fun talking science (and non-science) with everyone, looking forward to seeing more cool works🤩 Presented works👇 OMNI: QDHF: QDAIF:
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@jennyzhangzt
Jenny Zhang
1 year
Very happy to share this new work! Done together with @joelbot3000 , @kenneth0stanley , and @jeffclune . And very grateful to everyone who gave me feedback and engaged in insightful discussions while doing this work 🙏
@jeffclune
Jeff Clune
1 year
Excited to share OMNI: Open-endedness via Models of human Notions of Interestingness. Lead: @jennyzhangzt Open-ended learning requires a vast space of possible tasks, but search thus can get lost. Agents must focus only on *interesting* tasks, but how?🧵1/
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@jennyzhangzt
Jenny Zhang
7 months
I am in NOLA for #NeurIPS2023 ! Message me to chat about reinforcement learning, open-endedness, or the road to AGI 🚀 Will also be presenting OMNI: Open-endedness via Models of human Notions of Interestingness at the @aloeworkshop on Friday!
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@jennyzhangzt
Jenny Zhang
1 year
I will be in London for #ICRA2023 @ieee_ras_icra . Excited to present my work on Good Time to Ask on 29 May at the Communicating Robot Learning across Human-Robot Interaction workshop!
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@jennyzhangzt
Jenny Zhang
24 days
Just the start of what automating AI innovation might look like! 💥
@SakanaAILabs
Sakana AI
25 days
Can LLMs invent better ways to train LLMs? At Sakana AI, we’re pioneering AI-driven methods to automate AI research and discovery. We’re excited to release DiscoPOP: a new SOTA preference optimization algorithm that was discovered and written by an LLM!
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@jennyzhangzt
Jenny Zhang
1 year
Happy to share that our work Good Time to Ask was awarded the best paper award at Ubiquitous Robotics 2023! Thank you to Korea Robotics Society (KROS) for organizing and hope to keep in touch with everyone I met.
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@jennyzhangzt
Jenny Zhang
8 months
In just a few months of starting the awesome open-ended AI list, I have come across many new notable papers. Make a pull request to contribute relevant works! 😎
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@jennyzhangzt
Jenny Zhang
9 months
Enough of manually defining diversity, let's use human feedback! Led by Li Ding @li_ding_ , with Jeff Clune @jeffclune , Lee Spector, and Joel Lehman @joelbot3000
@li_ding_
Li Ding
9 months
🚀Excited to share Quality Diversity through Human Feedback (QDHF): . QDHF learns diversity metrics from human judgments of difference, and generates diverse and high-quality responses for tasks such as text-to-image generation. 1/
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@jennyzhangzt
Jenny Zhang
2 months
another pretty awesome poster ✨
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@jennyzhangzt
Jenny Zhang
9 months
Amazing work and written so well!! It doesn't just design better prompts, but also improves in designing better prompts. I wonder if the authors ever got confused discussing the meta parts. "mutated mutation prompts"
@chrisantha_f
Chrisantha Fernando
9 months
🌱 Introducing Promptbreeder: LLMs evolve their own prompts through self-referential self-improvement! Paper: #PromptEngineering #LLM #AI #ML #Promptbreeder
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@jennyzhangzt
Jenny Zhang
2 months
🎉 Congratulations to @li_ding_ !!! 💥 The QDHF tutorial on Pyribs takes less than 1 hour to try!
@li_ding_
Li Ding
2 months
Exciting news! Our QDHF paper has been accepted at #ICML2024 ! Huge thanks to incredible coauthors: @jennyzhangzt , @jeffclune , Lee Spector, and @joelbot3000 . Stay tuned for updates on arXiv with our latest findings! Project website: 👇
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@jennyzhangzt
Jenny Zhang
16 days
Built something fun over the last few days ⚡AI wallpapers⚡ Available on iOS and Android
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@jennyzhangzt
Jenny Zhang
7 months
@jeffclune @aloeworkshop @DrJimFan @robertarail @snikolaidis19 @MasterMilkX @_rockt Really honored to be on the panel 🙏 A tiny glimpse of how much we talk about open-endedness in our lab
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@jennyzhangzt
Jenny Zhang
10 months
Reading the caption before seeing the image, it's not quite what I expected. Where are the thrones? Are the potatoes sure that there are multiple kings?
@OpenAI
OpenAI
10 months
"Tiny potato kings wearing majestic crowns, sitting on thrones, overseeing their vast potato kingdom filled with potato subjects and potato castles."
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@jennyzhangzt
Jenny Zhang
2 years
A year ago, nobody in the lab I was working at then has heard of Quality-Diversity (QD) algorithms. But now, we see increasingly more concepts from QD algorithms used in open-ended research from big companies like DeepMind and OpenAI.
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@jennyzhangzt
Jenny Zhang
1 year
Super excited about this new direction! Thank you @herbiebradley and @joelbot3000 for spearheading this
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@jennyzhangzt
Jenny Zhang
5 months
Essential to training an agent capable of learning ANY task is the development of what we call a “Universal Reward Function”, which can evaluate if *any* task has been completed or not. As a stand-in, we have OMNI generate executable code to assess task completion 2/
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@jennyzhangzt
Jenny Zhang
5 months
Looking forward to presenting OMNI in Vienna! OMNI was led by me, with Joel Lehman @joelbot3000 , Ken Stanley @kenneth0stanley , and Jeff Clune @jeffclune . Original OMNI tweet: 3/3
@jeffclune
Jeff Clune
1 year
Excited to share OMNI: Open-endedness via Models of human Notions of Interestingness. Lead: @jennyzhangzt Open-ended learning requires a vast space of possible tasks, but search thus can get lost. Agents must focus only on *interesting* tasks, but how?🧵1/
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@jennyzhangzt
Jenny Zhang
10 months
This is so clever ⚽ : French ad showing how women's soccer is just as good as men's
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@jennyzhangzt
Jenny Zhang
6 months
Favourite feature of Maven so far is the option for serendipity mode 👾
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@jennyzhangzt
Jenny Zhang
1 year
Everytime I read numbers like this...
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@jennyzhangzt
Jenny Zhang
1 year
Rewatching Doraemon for AI ideas
@_akhaliq
AK
1 year
Doraemon predicted all the AI stuff around 44 years ago
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@jennyzhangzt
Jenny Zhang
2 years
Started my PhD at @UBC_CS working with @jeffclune just a month ago. Planning for a research project is just as important as its execution or analysis. But it does make you feel itchy to start coding.
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@jennyzhangzt
Jenny Zhang
1 year
Created my first web3 app using @Livepeer API over the weekend at @nwplusubc hackathon! It was such a great experience, and I learnt a lot about web3 services from @laxbrownie , @shanvasion , Qiang Han and more. Glad people liked my app enough to win the Livepeer category!😊
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@jennyzhangzt
Jenny Zhang
1 year
@alec_helbling @manim_community Insertion Sort visualized using only the code shown on the right side
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@jennyzhangzt
Jenny Zhang
6 months
Has anyone tried 3D printing models generated by these FMs? How did it go?
@liuziwei7
Ziwei Liu
6 months
🔥Text-to-3D Foundation Model🔥 We are excited to announce #3DTopia , a generalist 🧊text-to-3D🧊 foundation model, which produces ** high-quality 3D assets within 5 minutes ** - Code: - Video:
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@jennyzhangzt
Jenny Zhang
1 year
I added a few works to start off, but forgive me if I missed out some/ many others
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@jennyzhangzt
Jenny Zhang
8 months
I am not ready for a dystopian future, please make AI safe!
@jeffclune
Jeff Clune
9 months
I, with 3 Turing Award winners (including @geoffreyhinton , Bengio, Yao), Nobel laureate @kahneman_daniel , & other leaders in AI and AI governance, release a paper today recommending specific government & company actions on AI development to minimize risk
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@jennyzhangzt
Jenny Zhang
9 months
OMNI was led by me, with Joel Lehman @joelbot3000 , Ken Stanley @kenneth0stanley , and Jeff Clune @jeffclune . Original OMNI tweet: 5/5
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@jeffclune
Jeff Clune
1 year
Excited to share OMNI: Open-endedness via Models of human Notions of Interestingness. Lead: @jennyzhangzt Open-ended learning requires a vast space of possible tasks, but search thus can get lost. Agents must focus only on *interesting* tasks, but how?🧵1/
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@jennyzhangzt
Jenny Zhang
4 months
@jeffclune RL agent slices EVERYTHING to "slice the apple". Goal achieved, but do we really want this behavior?
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@jennyzhangzt
Jenny Zhang
9 months
We utilize large (language) models (LMs) as models of interestingness (MoI), because they *already* internalize human concepts of interestingness from training on vast amounts of human-generated data, where humans naturally write about what they find interesting. 3/
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@jennyzhangzt
Jenny Zhang
1 year
photoshopping with AI
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@jennyzhangzt
Jenny Zhang
1 year
Come join our lab!
@jeffclune
Jeff Clune
1 year
Seeking a postdoc to join my lab at UBC! Interested in combining deep RL & large language models to advance open-endedness? Candidates should have pubs in one of: RL, large models, open-endedness, or related areas. 1-2+-year positions in paradise! Apply:
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@jennyzhangzt
Jenny Zhang
2 months
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@jennyzhangzt
Jenny Zhang
3 months
A good laugh to start off the day! Wildest reasons for resignation 😶‍🌫️
@rachpradhan
Rach
3 months
🚀 Need a good reason to resign? has got your back📝 🤖 Powered by @OpenAI 's GPT-3.5 Turbo, @nextjs 's AI streams and @vercel 's edge, it offers intelligent, personalized letter drafting. 🎨 Thanks to @tiptap_editor & @shadcn 's brilliance, editing is a
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@jennyzhangzt
Jenny Zhang
9 months
Open-ended learning requires a vast space of possible tasks, but search thus can get lost. A core challenge in open-endedness is the ability to quantify and thus prioritize *interesting* tasks. OMNI solves that by modeling human notions of what is interesting. 2/
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@jennyzhangzt
Jenny Zhang
16 days
Why racoons?
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@jennyzhangzt
Jenny Zhang
2 years
Just finished reading this over the holidays. Recommending it to everyone!
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@jennyzhangzt
Jenny Zhang
9 months
That OMNI works in a new, off-the-shelf domain highlights its generality. We look forward to the future directions OMNI will inspire in open-endedness research, empowering AI to join the never-ending dance of creativity that has shaped our civilization. 4/
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@jennyzhangzt
Jenny Zhang
2 months
@bryanlimwt @CULLYAntoine Congratulations Bryan!!! Excited to see what else you do Adding to your fun fact, Antoine went through C++ code with me line by line when I first joined
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@jennyzhangzt
Jenny Zhang
2 years
Makes me think of the heavy emphasis on publications for grad school applications, and how many applicants chase this objective instead of actually honing their technical/ analytical skills or doing something they are really passionate about
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@jennyzhangzt
Jenny Zhang
1 year
@jayelmnop @jeffclune @allisontam_ Thanks for sharing, will check them out.
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@jennyzhangzt
Jenny Zhang
6 months
@thtrieu_ This is awesome, congratulations! How did you decide on the domain?
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@jennyzhangzt
Jenny Zhang
11 days
@_rockt Yesss I really liked that part of OMNI-EPIC too, thank you @_rockt !
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@jennyzhangzt
Jenny Zhang
9 months
@Jesse_Y_Zhang I enjoyed reading and thinking about this work! 🙌
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@jennyzhangzt
Jenny Zhang
5 months
@imotarite99747 That's awesome! It kind of looks like godzilla. I actually didn't do much editing from the 3D model generated by 3DTopia
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@jennyzhangzt
Jenny Zhang
1 year
@DavidSKrueger Thank you for sharing! AI and potentially AGI can be considered a great human civilization achievement. However, we are uncertain if it will bring more good/harm. The core problem doesn't seem like any specific technological advancement, but how we treat each other. Thoughts?
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@jennyzhangzt
Jenny Zhang
7 months
Also up for a game of tennis if anyone is interested! 🎾
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@jennyzhangzt
Jenny Zhang
8 months
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@jennyzhangzt
Jenny Zhang
22 days
@tyleryzhu definitely a fan of self-play or evolutionary approaches! it might be more computationally inefficient, but there are libraries that can run such algorithms a lot faster now! evojax: qdax:
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@jennyzhangzt
Jenny Zhang
1 year
@alec_helbling @manim_community Beautiful animations! Reminds me of one of my undergraduate projects using @manim_community - Automatic animation generation for Data Structures
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@jennyzhangzt
Jenny Zhang
6 months
@alexUnder_sky It's a new social network platform where you follow your interests! It enables you to really engage with what you are interested in or start a conversation about what you care about and hear other's opinions.
@kenneth0stanley
Kenneth Stanley
6 months
Announcing Maven: We’ve created a new kind of social network - a serendipity network - that’s directly inspired by insights from open-endedness and Why Greatness Cannot Be Planned. iPhone: Android: It's very different.... More 👉
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@jennyzhangzt
Jenny Zhang
1 month
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@jennyzhangzt
Jenny Zhang
1 year
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@jennyzhangzt
Jenny Zhang
16 days
More examples
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@jennyzhangzt
Jenny Zhang
2 years
@hausman_k To what extent can the same transformer model be used for different robotic manipulators?
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@jennyzhangzt
Jenny Zhang
16 days
⭐Had a super fun time building this with @rachpradhan !
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@jennyzhangzt
Jenny Zhang
16 days
@tammiesiew @rachpradhan hahaha YAA cooking was fun
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@jennyzhangzt
Jenny Zhang
1 month
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@jennyzhangzt
Jenny Zhang
1 year
@thegallerydao @Livepeer @nwplusubc @laxbrownie @shanvasion Thank you! I would love to connect and talk more about it
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@jennyzhangzt
Jenny Zhang
16 days
2 modes: general and racoon
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@jennyzhangzt
Jenny Zhang
2 years
@DeepMind How well does it do compared to Go-Explore?
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@jennyzhangzt
Jenny Zhang
5 months
@liuziwei7 Thank you for releasing the model! Now I can bypass designing my 3D models 👾
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@jennyzhangzt
Jenny Zhang
1 year
@shanvasion Thank you! I enjoyed learning about Web3 from you 🙏
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@jennyzhangzt
Jenny Zhang
1 year
@igilitschenski @VectorInst Congratulations! 🎉
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@jennyzhangzt
Jenny Zhang
9 months
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@jennyzhangzt
Jenny Zhang
5 months
@imotarite99747 I will be interested to find out too
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