Thomas.Zhang

[Thomas.Zhang @Thomas_Zjc]

🚀 Thrilled to unveil my zkML benchmark project, supported by @ethereum's ESP Grant Proposal [FY23-1290]! 🛠️ After months of testing over 6 DNN & CNN architectures & analyzing 2500 datasets, we're bringing clarity to zkML framework performance. 📊
#benchmark #DNN #zkml #mnist
1/3

[BAS (Building Agent Passport.) @basdotio]

BAS X @BinanceWallet “Proof-of-Humanity” Booster Airdrop — Week 1 is LIVE!

🟧 Booster Campaign Quick Highlights:

🔸BAS is the on-chain identity & reputation layer for @BNBCHAIN
🔸Total rewards: 600,000,000 $BAS
🔸Duration: 12 weeks
🔸Up to 56M $BAS rewarded weekly
🔸Tasks include: social engagement + attestation verification

🟧 Week 1 Overview:
Week1 focuses on verifying real user activity across the BSC. By anchoring rewards to verifiable onchain behavior, aims to identify active, human users and lay the foundation for a reputation-based Web3 identity.

🟧 Week 1 Quick Highlights:

⏰ Week1 Starts: July 17, 19:00 | UTC+8
🔸 Week1 Distribution: 56,000,000 $BAS
🔸Access via Binance Web3 Wallet > Homepage Banner or Discover > Booster
🔸 Cumulative Rewards
🔸 For Binance Keyless Wallet users only

🟧 Share 56M $BAS reward pool by joining week 1 campaign (Mobile Required): 👇

✅Follow BAS X account （@BASCAN_io）
✅Repost Campaign Annoucement post
✅Login to BNB Passport
✅Verify Binance Exclusive TGE Participation Since Feb 1, 2025
✅Verify your BSC Balance and Activity

🟧 Full Guide to Week1:
https://t.co/lhrhL0zPw3

🟧 Campaign Overview:
https://t.co/nYYrZlkhb3

🟧 FAQ:
https://t.co/xlcL0vbKdA

[Thomas.Zhang @Thomas_Zjc]

@cyodyssey @ABCDELabs 在赶Thesis中，感谢Siyuan！

[ZK Hack @__zkhack__]

🔔Time for #ZkMeshMini! Let’s unpack the top developments in the ZK space from the past week:

- @cryptodavidw on Plonk’s permutations
- @a16zcrypto research on "Naysayer proofs"
- @ModulusLabs’ zk-proof of massive LLM
- @thomas_zjc's zkML benchmark
- @zellic_io on Zcash

🧵👇

[Thomas.Zhang @Thomas_Zjc]

🔍 Aiming to guide developers through the performance nuances of various frameworks @ezklxyz @OraProtocol @ddkang @drCathieSo_eth.

👀 Explore our findings & contribute your insights: [Blog](https://t.co/J6JRQrGK2V) & [GitHub](https://t.co/Td9O4osGhq)

📢 TG: @Guy1m0

3/3

[Thomas.Zhang @Thomas_Zjc]

🚀 Thrilled to unveil my zkML benchmark project, supported by @ethereum's ESP Grant Proposal [FY23-1290]! 🛠️ After months of testing over 6 DNN & CNN architectures & analyzing 2500 datasets, we're bringing clarity to zkML framework performance. 📊
#benchmark #DNN #zkml #mnist
1/3

[Thomas.Zhang @Thomas_Zjc]

Normalized results across frameworks reveal performances on radar charts, where a score of 1.0 signifies peak efficiency. Circomlib-ml and opML emerge as leaders. Notably, EZKL's 'accuracy' mode faces a system crash on the '196_24_14_10' DNN model, resulting in absent data.
2/3

[Thomas.Zhang @Thomas_Zjc]

🔍 Aiming to guide developers through the performance nuances of various frameworks @ezklxyz @OraProtocol @ddkang @drCathieSo_eth.

👀 Explore our findings & contribute your insights: [Blog](https://t.co/J6JRQrGK2V) & [GitHub](https://t.co/Td9O4osGhq)

📢 TG: @Guy1m0

3/3

[Thomas.Zhang @Thomas_Zjc]

🚀 Thrilled to unveil my zkML benchmark project, supported by @ethereum's ESP Grant Proposal [FY23-1290]! 🛠️ After months of testing over 6 DNN & CNN architectures & analyzing 2500 datasets, we're bringing clarity to zkML framework performance. 📊
#benchmark #CNN #zkml #mnist
1/3

[Thomas.Zhang @Thomas_Zjc]

We normalized the results for each framework on the same model and visualized them through radar charts, with the best-performing framework in each metric scoring 1.0 on the radar chart. Therefore, the larger the area of the triangle, the better the performance.

2/3

[Thomas.Zhang @Thomas_Zjc]

@AleoFaucet send 10 credits to aleo1705dcs0mhmzulcgad7knnd8phz8aulcpmmq7xj32qvkqfjnkvypq99jh6k

[Thomas.Zhang @Thomas_Zjc]

Requesting faucet funds into 0xbcaeD6aB0253F499eB23E4a3C511584dc94FA6b1 on the #Goerli #Ethereum test network via https://t.co/IfJ7Fd8SuB

[PinataHub_Bot @PinataHub_Bot]

If you don't remember retweeting this, it means that you have leaked your Twitter Access Token in a public GitHub repository. Not the best practice, right?
For details, read our latest article: https://t.co/6WBC6DRNDS
#InfoSec #CyberSecurity #GitHub

[Ramona Shelburne @ramonashelburne]

Much will be made of the Lakers and Raptors end of this. But as of about 2 hours before Leonard chose the Clippers Friday night, his camp was asking the Lakers to delay the AD trade until Sat/Sun, sources tell ESPN. No reason given. Just a condition.

[Matthew Green @matthew_d_green]

A: It’s a top-10 CS research school.
B: According to who?
A: US News.
B: Didn’t US News put Community College of West Riyadh as the #1 CS research school?
A: Oh, thise new rankings are totally bogus. But anyway, I was saying...
B: 🤦🏻‍♂️

[Lakers Nation @LakersNation]

36 points, 11 assists, 8 rebounds, 5 steals, 2 blocks for Lonzo...absolutely put the team on his back tonight...great showing

[Trevor Lane @TrevorLane]

Shams- LAL shown no intention of trading no.2, will be pursuing deal for Paul George all night