Chenyu Zhou

PhD Student @sjtu1896

[Chenyu Zhou @ZKBquanter]

🚀 New survey dropped! "Externalization in LLM Agents: A Unified Review of Memory, Skills, Protocols and Harness Engineering"
LLM agents are evolving — not by changing weights, but by building better infrastructure around them. 🧵👇
1/4

[Chenyu Zhou @ZKBquanter]

Key takeaway: the future of practical agents depends not just on stronger models, but on better external cognitive architecture.
📄 https://t.co/Yz2b1vGyQR
Feedback welcome!
4/4

[Chenyu Zhou @ZKBquanter]

🚀 New survey dropped! "Externalization in LLM Agents: A Unified Review of Memory, Skills, Protocols and Harness Engineering"
LLM agents are evolving — not by changing weights, but by building better infrastructure around them. 🧵👇
1/4

[Chenyu Zhou @ZKBquanter]

We trace the shift from weights → context → harness, explore the trade-off between parametric vs. externalized capability, and discuss emerging directions like self-evolving harnesses & shared agent infrastructure.
3/4

[Wei Cai 🎮 @weicaiuw]

I am seeking highly motivated Ph.D. students in Computer Science and Systems at the Tacoma Campus, University of Washington, to work with me on decentralized computing. If interested, please send your CV and research statement to [email protected]. #crypto #academia #research

[tovarishch.bit @c_hongzhou]

Thrilled to announce our paper "Decentralized Web3 Non-Fungible Token Community for Societal Prosperity? A Social Capital Perspective" has been accepted at #CSCW2024! 🎉

We conducted an in-depth analysis of NFT communities' challenges and potential using human-LLM collaboration based on the Delphi method, from the six dimensions of social capital.

While the NFT market may seem bearish, the richness of interaction and social capital in NFT communities surpasses that of token-based communities. We're excited about NFTs' future role in building collaborative, inclusive communities!

BTW, the centralized ETH approach NFTs (small pictures) might be unable to undertake this mission. #Bitcoin-based NFT, the #DOB, is more promising.

#Web3 #NFTCommunity #SocialCapital

[Wei Cai 🎮 @weicaiuw]

Thrilled to announce our research on detecting airdrop hunters will be featured as an oral presentation at WWW'24 in Singapore! 🎉 Dive into our paper here: https://t.co/CZMMUgtLuZ and explore our open-sourced code and data at https://t.co/9prNVVJTtU #airdrop #hunter #web3

[Chenyu Zhou @ZKBquanter]

以我有限的学识，这可能是讲Web3视角下元宇宙讲得最好的工作！

[tovarishch.bit @c_hongzhou]

Our survey work "Web3 Metaverse: State-of-the-Art and Vision" to appear in ACM Transactions on Multimedia Computing, Communications and Applications.
Early Access: https://t.co/3Mzf7nDH48
我们的工作《Web3 Metaverse: State-Of-The-Art And Vision》被ACM Transactions On Multimedia Computing, Communications, And Applications (TOMM) 接收。

The metaverse, as a rapidly evolving socio-technical phenomenon, exhibits significant potential across diverse domains by leveraging Web3 (a.k.a. Web 3.0) technologies such as blockchain, smart contracts, and non-fungible tokens (NFTs). This survey aims to provide a comprehensive overview of the Web3 metaverse from a human-centered perspective.
元宇宙作为一种快速发展的社会技术现象，通过利用区块链、智能合约和非同质化代币 （NFT）等Web3（又名Web 3.0）技术，在不同领域展现出巨大潜力。我们的调查旨在从以人为本的角度全面概述Web3元宇宙。

We systematically review the metaverse’s industrial (data from Dow Jones Factiva database) and academic (data from Google Scholar website) developments over the past 30 years, highlighting the balanced contributions from its core components: Web3, immersive convergence, and crowd intelligence communities.
我们系统回顾了过去30年中元宇宙在工业（数据来自道琼斯Factiva数据库）和学术（数据来自谷歌学术网站）方面的发展进程，揭示了其核心组成部分：Web3社区、沉浸式融合社区和众智社区对其发展的同等贡献。
Our review also reveals that although the public often considers Facebook’s name change to Meta in 2021 and its promotion of VR products as critical indicators of the metaverse development, the Web3 community most prompted the metaverse’s rapid growth after 2018. Subsequently, the metaverse diversified globally with the participation of the Web3 community.
我们的调查还发现，尽管公众常将Facebook在2021年更名为Meta以及对VR产品的推广视为元宇宙发展的关键事件，但来自Web3社区的力量推动了元宇宙在2018年后的快速增长。同时，由于Web3社区的加入，元宇宙产业的发展在全球范围内变得更加多元。

The evolution of cognitions with the metaverse displays that the metaverse concept transcends the boundaries of virtual gaming. Its essence does not reside in the utilization of VR or AR technologies to “view” the virtual world, but rather in how we communicate, work, and engage within this parallel society, emphasizing a different form of immersion.
对元宇宙的认知的演变表明，此概念已经超越了单纯的虚拟游戏的边界。其本质不在于利用VR或AR技术来“观看”虚拟世界，而在于我们如何在这个平行社会中交流、工作和参与，强调了一种不同形式的沉浸感。

Therefore, we emphasize its decentralized traits introduced by the Web3 technology and define the Web3 metaverse as:
A decentralized, closed-loop society system that utilizes Web3 technologies for distribution and exchange, granting users increased autonomy and control over their digital assets, experiences, and relationships. This system promotes social progress by integrating Web3 technologies with content creation technologies at the production and immersive technologies at the consumption.
因此，我们强调Web3技术的去中心化特征在元宇宙中的重要性，并将Web3元宇宙定义为：
一个去中心化的闭环社会系统，利用Web3技术进行分配和交换，赋予了用户对其数字资产、体验和关系更大的自主权和控制权。该系统通过将Web3技术与生产端的内容创作技术和消费端的沉浸式技术相结合，促进了社会发展。

After defining the Web3 metaverse, we provide the framework that reveals how the metaverse emerges from integrating three distinct communities that jointly weave the multi-dimensional structure. Their cooperative interactions amplify the metaverse, nurturing a richer ecosystem, including: “social immersion,” “creator economy,” and “multimodal creation,” for which we give detailed descriptions of their concepts and dynamics. Based on the framework, we survey the state-of-the-art of the Web3 metaverse from identity, field, and behavior aspects, and provide supplementary technical reviews.
在定义了Web3元宇宙后，我们提供了一个框架以揭示元宇宙如何通过整合三个社区而演变为Web3元宇宙。不同社区之间的合作互动放大了元宇宙的概念范围，培育了更丰富的生态系统，产生了包括：“社交沉浸”、“创造者经济”和“多模态创造”等全新领域的多维结构。对此，我们详细描述了其概念和动态。基于该框架，我们从身份、场域和行为三个方面调研了Web3元宇宙的最新发展，并提供了补充性技术调查。
To the best of our knowledge, this work represents the first systematic, interdisciplinary survey on the Web3 metaverse. Specifically, we commence by discussing the potential for establishing decentralized identities (DID) utilizing mechanisms such as profile picture (PFP) NFTs, domain name NFTs, and soulbound tokens (SBTs). Subsequently, we examine land, utility, and equipment NFTs within the Web3 metaverse, highlighting interoperable and full on-chain solutions for existing centralization challenges. Lastly, we spotlight current research and practices about individual, intra-group, and inter-group behaviors within the Web3 metaverse, such as Creative Commons Zero license (CC0) NFTs, decentralized education, decentralized science (DeSci), and decentralized autonomous organizations (DAO). Furthermore, we share our insights into several promising directions, encompassing three key socio-technical facets of Web3 metaverse development: integrating social and technical disciplines, leveraging and going beyond “code is law”, and tackling the monopoly issue.
这项工作代表了对Web3元宇宙的首批系统性、跨学科调查。具体来说，我们首先讨论利用个人资料图片（PFP）NFT、域名NFT和灵魂绑定代币（SBT）等机制建立去中心化身份（DID）的潜力。随后，我们研究了Web3元宇宙中的土地、公用事业和装备NFT，重点介绍了针对现有集中化挑战的可互操作和完全上链（full on-chain）元宇宙的解决方案。最后，我们重点关注了Web3元宇宙中个人、群体内和群体间行为的最新研究和实践，例如知识共享零许可（CC0）NFT、去中心化教育、去中心化科学（DeSci）和去中心化自治组织（DAO）等。此外，我们分享了对几个值得进一步探究的方向的见解，涵盖了Web3元宇宙后续发展中必须考虑的三个关键社会-技术议题：整合跨学科洞见、利用并超越“代码就是法律” （code is law）以及解决垄断问题。

Really appreciated the efforts of our co-authors: Prof. Maha Abdallah from @Sorbonne_Univ_, Dr. Yufeng Zhu from @Meta, Prof. Yonggang Wen from @NTUsg Nanyang Technological University Singapore, and Prof. Abdulmotaleb El Saddik @aelsaddik from @mbzuai Mohamed bin Zayed University of Artificial Intelligence, and @uOttawa University of Ottawa.
由衷感谢本文合作者的支持贡献：Prof. Maha Abdallah （🇫🇷索邦大学），Dr. Yufeng Zhu（🇺🇸Meta），Prof. Yonggang Wen（🇸🇬南洋理工），Prof. Abdulmotaleb El Saddik（🇦🇪MBZUAI，🇨🇦渥太华大学）。

@0xWeiCai @0xSeAxiAoD @cuhksz @0xHCSLab #Web3 #Metaverse #元宇宙

[Chenyu Zhou @ZKBquanter]

wooooooooo🥳🥳🥳

[BranchClash @BranchClash]

Join BranchClash, choose your duty, and fight against the worm to defend the future of humanity! First Wave of Promotion！ #branchclash #Web3Gaming #web3 Game URL: https://t.co/giRDrXfkIh
https://t.co/4Iqxq74coD

[Wei Cai 🎮 @weicaiuw]

Our recent work on Web3 Carbon Offset Market has been accepted by IEEE Wireless Communications (Impact Factor 12.9). This work suggests that Web3-native projects like @nori may significantly impact carbon offsetting. #web3 #carbonneutrality #AcademicTwitter

[Chenyu Zhou @ZKBquanter]

@0xHCSLab 上午在✈️，下午补上🫡

[Chenyu Zhou @ZKBquanter]

Goodbye 2022!

[HCSLab @0xHCSLab]

HCSLab Daily Picks
Monthly backtesting

📅 December 2022

Portfolio net value: 100 -> 116.33
$BTC net value: 100 -> 96.74

#QUANT #DYOR

[Wei Cai 🎮 @weicaiuw]

Congrats to @c_hongzhou~ this work are jointly supported by @see_dao and Shenzhen Technology Innovation Committee. #nft #acadmia #publication

[HCSLab @0xHCSLab]

Congrats to @0xSeAxiAoD @Web3Ling for the new paper accepted by IEEE Communications Magazine. This work proposes 3D Crypto-dropout, which utilizes user information to generate unique fine-grained 3D models. This is another collaborative work with @MatrixDapp. #web3 #metaverse

[Chenyu Zhou @ZKBquanter]

这HNT选的有点妙啊lol，等我复盘下

[HCSLab @0xHCSLab]

HCSLab Daily Picks
Backtesting for 📅 Dec.21 10AM
Long:
$HNT 1.622 -> 2.171
$BNX 71.0 -> 74.4
Short:
$MTL 0.7404 -> 0.6742
$MASK 2.318 -> 2.218
Portfolio net value: 100 -> 112.97
#QUANT #DYOR

[Chenyu Zhou @ZKBquanter]

@0xHCSLab 问就是坚持定投BTC🤣

[Chenyu Zhou @ZKBquanter]

@0xmaugo @WeirdoGhostGang 祝顺利！

[勃勃OC @bboczeng]

chatGPT基本完爆市面上几乎所有的nlp产品
可以说
nlp这个领域的新时代，到来了
但同时，nlp这个领域；可能也死了
所有nlp的创业公司都可以从现在开始，彻底的倒闭。

[Chenyu Zhou @ZKBquanter]

@JunyuZh @0x0513 @XmultiplyX_ 蒲公英 兹瓷一下

[JZL Garden @jzlgarden]

JZL Garden's first NFT series, "Dandelion," was inspired by Aristotle. It contains 1066 Avatars with different attributes.
Discord：https://t.co/NMaHKtNexC
Website：https://t.co/BTWHANzvBa

[Chenyu Zhou @ZKBquanter]

#DYOR

[HCSLab @0xHCSLab]

HCSLab Daily Picks
Backtesting for 📅 Dec.4 10AM
Long:
$LIT 0.844 -> 0.882
$LPT 7.392 -> 7.501
$APT 5.1342 -> 5.1482
Short:
$PEOPLE 0.0261 -> 0.02661
$NKN 0.08634 -> 0.08498
$TRB 13.48 -> 13.8
Portfolio net value: 100 -> 100.58
#QUANT #DYOR