zkMesh：2026年2月回顾

一份月度通讯，分享去中心化隐私保护技术、隐私协议开发和零知识系统领域的最新进展。

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zkMesh：2026年2月回顾

欢迎来到 ZK Mesh，这是一份每月人工精选的通讯，涵盖先进隐私增强密码学、分布式协议开发和零知识系统研究的最新进展。下面我们分享 ZK 领域及其他领域的最新研究、有用的文章、视频、播客、推文、工具、项目更新和活动！

研究

• Zero-Knowledge IOPPs for Constrained Interleaved Codes | Alessandro Chiesa, Giacomo Fenzi, and Guy Weissenberg
• Nudge: A Private Recommendations Engine | Alexandra Henzinger, Emma Dauterman, Henry Corrigan-Gibbs and Dan Boneh
• Implementable Witness Encryption From Arithmetic Affine Determinant Programs | Lev Soukhanov, Yaroslav Rebenko, Muhammad El Gebali and Mikhail Komarov
• Cyclo: Lightweight Lattice-based Folding via Partial Range Checks | Albert Garreta, Helger Lipmaa, Urmas Luhaäär and Michał Osadnik
• eDAS: Extending Data Availability Sampling With Privacy and Compliance | Isobel Watkins, Nicolas Mohnblatt and Philipp Jovanovic
• Bolt: Faster SNARKs From Sketched Codes | Kobi Gurkan, Andrija Novakovic and Ron D. Rothblum
• Special Soundness and Binding Properties: A Framework for Tightly Secure zk-SNARKs | Erki Külaots, Helger Lipmaa, Roberto Parisella and Janno Siim
• Lightning, Field-Agnostic Super-Efficient Polynomial Commitment Scheme | Wenjie Qu, Yanpei Guo and Jiaheng Zhang
• UltraFold: Efficient Distributed BaseFold From Packed Interleaved Merkle Trees | Wenhao Wang and Fan Zhang
• OpenAC: Open Design for Transparent and Lightweight Anonymous Credentials | Liam Eagen, Hy Ngo, Vikas Rushi, Ying Tong, Moven Tsai and Janabel Xia
• A Cryptographic Framework for Proof of Personhood | Arka Rai Choudhuri, Sanjam Garg, Keewoo Lee, Hart Montgomery, Guru Vamsi Policharla and Rohit Sinha
• Bitcoin PIPEs V2 | Michel Abdalla, Brent Carmer, Muhammed El Gebali, Handan Kilinc-Alper, Mikhail Komarov, Yaroslav Rebenko, Lev Soukhanov, Erkan Tairi, Elena Tatuzova and Patrick Towa
• Relaxed Modular PCS From Arbitrary PCS and Applications to SNARKs for Integers | Alireza Shirzad, Sriram Sridhar, Dimitrios Papadopoulos and Charalampos Papamanthou
• Hachi: Efficient Lattice-Based Multilinear Polynomial Commitments over Extension Fields | Ngoc Khanh Nguyen, George O’Rourke, Jiapeng Zhang
• Neo and SuperNeo: Post-quantum Folding With Pay-per-bit Costs Over Small Fields | Wilson Nguyen and Srinath Setty
• WillowFold: Secure Aggregation With a Lightweight Committee | Hossein Hafezi, Kasra Abbaszadeh, Adrià Gascón, Phillipp Schoppmann, Mariana Raykova and Benedikt Bünz
• Zero-Knowledge Proof-Carrying Data From Accumulation Schemes | Tianyu Zheng, Shang Gao and Xun Liu
• Verification Theatre: False Assurance in Formally Verified Cryptographic Libraries | Nadim Kobeissi
• On the Complexity of Interactive Arguments | Idan Baril and Iftach Haitner
• Do Androids Dream of a Dead Internet: Interactive Watermarks for Bot Detection | Brennon Brimhall, Harry Eldridge, Maurice Shih, Ian Miers and Matthew Green
• Plonk Without Random Oracles | Georg Fuchsbauer and Marek Sefranek
• PANCAKE: A SNARK With Plonkish Constraints, Almost-Free Additions, No Permutation Check, and a Linear-Time Prover | Yuxi Xue, Peimin Gao, Xingye Lu and Man Ho Au
• Sumcheck-based zkSNARKs Are Non-Malleable | Antonio Faonio and Luigi Russo

文章/帖子

• ZK API Usage Credits: LLMs and Beyond | Davide Crapis and Vitalik Buterin
• PrivateX402: Privacy-Preserving Payment Channels for Multi-Agent AI Systems | Conor McMenamin and Artem Grigor
• ZAI: Shielded Stability Primitive | ColludingNode
• ML-DSA: To Pre-Hash or Not to Pre-Hash | Conor Deegan
• ZK History Refresher | xiamaomao
• Why ZK Will Win | Shiv Shankar
• Quantum Recoverable Zcash | zkDragon
• Inside the SVM - sBPF JIT Security Pitfalls and Memory Leaks | Zellic
• On the Large-scale online deanonymization with LLMs paper | Ian Miers
• AdversIm | Succinct

视频/播客

• Stateful ZK Identity with Ian Miers | Zero Knowledge Podcast
• lean Ethereum Part 1: Introduction with Justin Drake | Zero Knowledge Podcast
• lean Ethereum Part 2: PQ Signatures and Poseidon with Dmitry and Benedikt | Zero Knowledge Podcast
• Tachyon Whiteboard Session | Arjun Khemani & zkDragon
• Zero-Knowledge Technology with Jordi Baylina | CypherTalk
• Proving Ethereum in Real-Time With OpenVM | Yi Sun (Axiom) | EthDenver
• Inside SP1 With Tamir Hemo: Succinct’s Approach to ZK-VM Performance & Security | Veridise
• Formalising FRI: A Lean Blueprint of Security | Petar Maksimovic (Nevermind) | EtheDenver
• Security Blindspots Beyond L2s | Luca Donno (L2BEAT) | EthDenver
• ZisK: A zkVM Foundation for Next-Gen Blockchains | Jordi Baylina (ZisK) | EthDenver
• ZKPs on Bitcoin | Ying Tong, David, Volokh, Keagan | EthDenver
• Compliant Cross-Chain Lending With ZK Pre-Checks | Kacper Koziol (Amish Protocol) | EthDenver
• Keeper: Turning Geth Into a zkVM Guest Program | Guillaume Ballet (EF) | EthDenver
• Jolt: Making Client-Side ZK into a Commodity | Andrew Tretyakov (a16z crypto) | EthDenver

指南和资源

• Formally Verified Arguments of Knowledge | Nethermind
• Chunky: Weighted PVSS and DKG for field elements | Alin Tomescu

工具/实现

• Ethereum Should Enshrine Private Transfers (+ Demo!) | Tom Lehman
• Midnight City | Midnight

漏洞

• Large-scale online deanonymization with LLMs | Simon Lermen, Daniel Paleka, Joshua Swanson, Michael Aerni, Nicholas Carlini and Florian Tramèr
• Skipping Class: Algebraic Attacks exploiting weak matrices and operation modes of Poseidon2(b) | Simon-Philipp Merz and Àlex Rodríguez García
• Analysis and Vulnerabilities In Zklogin | Sofia Celi, Hamed Haddadi and Kyle Den Hartog
• The first two known exploits against live ZK circuits | zkSecurity

项目更新

• zERC20 Privacy Wrapper | zERC20
• Zashi Is Becoming Zodl | Zodl
• TACEO:OPRF Service Is Live In Public Beta | TACEO
• Ethlambda: Building a Post-quantum Ethereum Client With the Help of Shared Tooling | Lambda Class
• Optimism Chooses Succinct to Bring ZK to the Superchain | Succinct
• Testnet v0.13: Major DevEx & Protocol Improvements | Miden
• Shielded Labs: Thoughts on Polling & Governance | Shielded Labs
• PSE February 2026 Newsletter | PSE
• StarkWare integrates EY-built Nightfall privacy tech into Starknet | StarkNet
• Shield Launched | Aleo
• Ligero Pilots Onchain Payroll Platform on Espresso | Ligero
• o1js Goes Native | o1Labs
• Hypercube is live on mainnet | Succinct

活动/黑客马拉松

• RWC 2026 | 台湾台北。3月9日至11日
• Privacy on Ethereum MeetUp | 荷兰阿姆斯特丹。2月5日
• zkSummit 14 | 意大利罗马。5月7日
• Zcash Dev Summit | 意大利罗马。5月8日
• ETHPrague | 捷克布拉格。5月8日至10日
• ETHDam | 荷兰阿姆斯特丹。5月9日至10日
• Zkproof 8 | 意大利罗马。5月9日至10日
• Eurocrypt 2026 | 意大利罗马。5月10日至14日
• Common S3nse | 荷兰阿姆斯特丹。9月4日
• Devcon India | 印度孟买。2026年第四季度

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• 原文链接： zkmesh.substack.com/p/zk...
• 登链社区 AI 助手，为大家转译优秀英文文章，如有翻译不通的地方，还请包涵～