Dellu ci xibaar yi
YeesalAI Understanding

Xeetu IA bu bees bi gisna fi yaxxu ci kontraa bu xarañ bi ci jëfandikoo opcode yu mat sëkk

Gëstukat yi ci Daara bu kawe bu Guangzhou defar nañu benn xeetu jàng bu xóot buy jàngat xeetu opcode blockchain yu am guddaay bu mën soppiku ngir gis ay ñakk kattan ci kontraa yu xarañ yi ak 93.5% ci dëggu, di saafara jafe-jafe yi ci xeetu dugal yu am guddaay bu takku.

4 min readRead the linked source
Source-provided image accompanying New AI model detects smart contract flaws using full opcode sequences
RoyuwaaySource biñ enregistre
Siiwalkat
bioengineer.org
Lëkkalekaayu cosaan
bioengineer.orghttps://bioengineer.org/ai-model-reads-entire-blockchain-code-to-catch-smart-contract-flaws/
Xeetu balluwaay
Source buñ lëkkale — joxe wuñu status source bu njëkk bi.
KontekstXam lii ci 60 seconde

Tambalil fii

Term yu am solo

Jàngum masin (ML)
Pexe yuy may sistem yi ñu jàng motif ci done yi ba noppi di gëna dëgaral jamono.
Mekanism buy bàyyi xel
Benn xeetu komposant buy xoole ci wàll yi am solo ci benn dugal suñuy defar benn génne.
Reseau neuronal
Benn xeetu ordinatër bu lalu ci ay neuron ak ay sinaps biyolojik.
Nattal sa boppModèlu IA leeral quiz

Lu xew

Benn jàngat buñu siiwal ci Knowledge and Information Systems dafa dugal ab njàngale bu xóot ngir gis ay ñakk kattan ci kontraa yu xarañ yi ci jàngat opcode yu am guddaay bu mën soppiku ci replays jëflante Ethereum. Modèle bi, tabax ci kaw architecture ChordMixer ak jumtukaayi tëye, moytu dagg tombi jëfandikoo, def 93.5% njub ci juróom ñaari xeeti ñakk kaarange.

Gëstukat yu bawoo Daara bu kawe bu Guangzhou siiwal nañu benn jàngat ci Xam-xam ak Sistemu Xibaar, di leeral xeetu njàngale bu bees bu xóot ngir gis ay jafe-jafe ci kontraa yu xarañ yi. Li gëna am solo mooy jëfandikoo opcode yu am guddaay bu mën soppiku yu bawoo ci replays transaction Ethereum, du kodu source static wala traces execution yuñ dagg.

Modèle bi dafay jëfandikoo architecture ChordMixer, muy jumtukaay buy bàyyi xel ci xët wi, ñu defaree ko ngir toppalante yu am guddaay bu wuute, boole ci jumtukaay buy tëye bu bawoo ci famiy Reseau Retentive. Bii ñaari-dayo gis-gis dafay may model bi mu jàpp ñaari siñaale jeffin global ci attaques ak bursts tegtal yu ñaaw xel.

Ekip bi dafa méngale model bi ak juróom ñaari xeeti ñakk kaarange yu wuute, lu ci melni duggaat ak dependence timestamp. Gëstu bi dafa wane njubte bu tollu ci 93.5% ak poñ F1 bu tollu ci 90.6%, muy gëna am doole ci detektëri baseline yiy sukkandikoo ci ay dugal yu am guddaay bu takku. Done yi ñu ngi leen jëlee ci explorateurs blockchain publik yu melni Etherscan, di wane doxalinu kontraa bi ci àdduna dëgg.

Ay leeral ci cosaan: bioengineer.org ↗

Lu tax mu am solo

Gëstu bii dafay wax ci benn ñakk kattan bu am solo ci jumtukaayi kaaraange blockchain otomatik: ñàkka am xibaar sudee dañuy forse ay tegtal yu am guddaay bu mën soppiku ci duggal reso neuronal yu am guddaay bu takku. Suñu denc lépp lu jëm ci jëfandikoo kontraa yu xarañ yi, xeetu model bi mën na xàmmee ñakk kattan yu ndaw yu melni reentrancy ak overflows integer yu mëna ñàkk ci jàngat static cosaan wala jàngat dynamique buñ dagg. Loolu lu am solo la ci wàllu DeFi, fu kontraa yi mënul soppiku ak ay miliyaar ci alal di def ay jafe-jafe kaaraange yu rëy. Liggéey bi dafa wane ni liggéey bi am guddaay bu mën soppiku mën na raw anam yi ñuy jëfandikoo ngir padding/truncation, di joxe fondaasioŋ bu gëna dëgër ngir wéy di saytu kaaraange gu otomatik ci asset yi ci chain bi.

Detector yiy jàng masin yi fi yàgg a nekk ngir kaaraange blockchain dañuy faral di dagg opcode yu gudd yi ngir mëna ànd ak dugal model yu am guddaay bu takku, te mën nañu sànni tegtal yiy wane ay ñakk kattan. Xeetu liggéey bu bees bii dafay dindi ñàkka am xibaar, di joxe gis-gis bu gëna mat sëkk ci ni ñuy jëfandikoo kontraa bi.

Ci wàllu xaalis bu decentralisée (DeFi), fu kontraa yi mënul soppiku te mën nañu yàq ay miliyaar, jumtukaayi otomatik yu mëna fësal bu baax ay ñakk kattan laata wala ginaaw bi ñu leen di dugal dañu am solo. Royuwaay bii dafay joxe yoon ngir wéyal, di saytu kaaraange ci jamono dëgg ci asset yi ci chaine bi.

Gëstu bi amna njeexital yu gëna yaatu ci IA buñ jëfandikoo, di wane ni arsitektir yiñ defar ngir ragged, guddaayu toppalante ci àdduna dëgg mënnañu raw padding ak pexe yu njëkk yi ci yeneen domen yu melni genomics ak done kaptër.

Interactive Mechanism

Mekanism buy weccoo xalaat: naka lay doxee

Saytu xarala yu bees yi ci ginaaw yokkute bii ci anam wu weccoo xalaat.

Model Parameter Size:8B Parameters
VRAM Required5.5 GBGPU memory footprint
Target HardwareMacBook / Single GPUDeployment tier
Privacy100% Air-GappedLocal device capability
Core takeaway: Small, quantized models (3B–8B) now run directly inside smartphones and laptops with complete data privacy, while mammoth 400B+ models remain the domain of datacenter clusters.
Saytu konsept buy weccoo xalaat+10 Points
AI Models Explained Quiz

Which component of an AI application is the machine-learning model itself?

Li nga wara seetaan ci topp

Saytu génneg open-source wala boole jënd ak jaay ci pipeline detection bu am guddaay bu mën soppiku. Xool bu baax ndax protokol DeFi yi wala entreprise yiy saytu kaaraange yi nangu nañu ko ni luy yokk ci xoolaat nit ñi. Xoolal ndax architecture bii dafay nekk standard ci yeneen liggéey yu ñuy jàngat ci IA, lu ci melni done genomik wala kaptër.

Seetal génne kodu model bi wala poid yi ci platform yu melni GitHub ngir jàngat mën nañu ko defaraat ak ni ñu ko mëna jëfandikoo ci askan wi.

Saytu entreprise yiy saytu kaaraange ak protokol DeFi ngir boole xeetu gis-gis bu am guddaay bu mën soppiku ci seeni stack kaaraange yuñ miin.

Xoolal ndax ChordMixer ak jumtukaayu tëye bi dañuy nekk royuwaay buñ miin ngir jëfandikoo toppalante yu am guddaay bu mën soppiku ci yeneen aplikaasioŋu IA.

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