ZKML
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X @Polyhedra
Polyhedraยท 2026-03-17 13:00
๐๐ป๐๐ถ๐ฑ๐ฒ ๐ข๐ฐ๐ฎ๐๐ต - ๐๐ผ๐บ๐ฝ๐น๐ถ๐ฎ๐ป๐ฐ๐ฒ ๐ช๐ถ๐๐ต๐ผ๐๐ ๐๐
๐ฝ๐ผ๐๐๐ฟ๐ฒFinancial regulations require compliance, but they shouldnโt require exposing personal data.With ๐๐ค๐ข๐ด๐ฉ, identity information like ID and DOB can be verified through ZKML โ without revealing it publicly.Taken from The Polyhedra Show with Sam Pearton & @Tiancheng_Xie:https://t.co/guDdUx26aj ...
X @Starknet (Privacy x BTCFi arc) ๐ฅท
Starknet ๐บ๐ฑยท 2026-03-06 11:41
RT vaamx (@vaamx_)Just published: ObelyZK โ GKR-based verifiable ZKML inference for billion-parameter models on @Starknet- 14B param verification (Qwen3-14B) in 3.04s/layer on H100- 86K felts calldata (28x reduction) via aggregated weight binding- 18-TX streaming on-chain Cairo verifier (v31)- M31 field tower (124-bit security)- 117K+ lines of Rust, ~14K CairoPaper + full source:https://t.co/u04qnUrKjWLooking for peer reviewers and arXiv https://t.co/zQdpVFtOHx endorsers. DMs open.@SuccinctJT @ddkang @Yupen ...
X @CoinMarketCap
CoinMarketCapยท 2025-12-22 23:33
Technology Trends - Industry is monitoring GPU supply and pricing [1] - Wallets are shipping intent-based execution [1] - ZKML/FHE production launches are being tracked [1] - Home-robot pilots and safety regulations are under observation [1] Future Outlook - The industry is compiling a 2026 watchlist to stay ahead [1]
X @Polyhedra
Polyhedraยท 2025-09-18 17:00
Product Development - This week the company delivered key improvements across ZKML and Expander [1] Technology Focus - The company's focus areas include ZKML (Zero-Knowledge Machine Learning) and Expander [1]
X @Polyhedra
Polyhedraยท 2025-09-18 12:00
ๆๆฏ่ฟๅฑ - ๅข้ๅจๆฌๅจๅจ ZKML ๅ Expander ๆน้ขๅๅพไบ้ๅคงๆดๆฐ [1]
X @Polyhedra
Polyhedraยท 2025-08-25 11:34
Development Progress - Circuit testing is being conducted at various scales [1] - End-to-end tests were performed on small circuits [1] - Debugging and optimization efforts are ongoing for larger circuits [1] - Integration of real ZKML (Zero-Knowledge Machine Learning) computation graphs is in progress [1] Future Outlook - More updates will be provided in the future [1]
X @Polyhedra
Polyhedraยท 2025-08-25 11:34
ZKML Development - Implemented a basic version of recursive proofs for ZKML, a critical step for chaining complex computations efficiently [1]
X @Polyhedra
Polyhedraยท 2025-08-25 11:34
Last week we pushed the boundaries of GPU acceleration and zero-knowledge machine learning, moving closer toward practical ZKML.Letโs break it down ๐งต ๐ https://t.co/8JDoDOwhe3 ...
X @Polyhedra
Polyhedraยท 2025-08-10 09:11
Technology & Security - zkPyTorch ID utilizes ZKML to establish unhackable proof of humanity [1] - The system registers users via Face โ Hash โ Chain (one-time process) [1] - Verification involves generating a ZK proof to confirm identity [1] - The system ensures privacy by preventing facial exposure [1] - The system aims to mathematically guarantee one human equals one identity [1]