Teburin Abubuwan Ciki
- 1 Gabatarwa
- 2 Tsarin Tsarin
- 3 Aiwarta Fasaha
- 4 Sakamakon Gwaji
- 5 Aikace-aikacen Gaba
- 6 Nassoshi
- 7 Bincike Na Asali
1 Gabatarwa
Saurin ci gaban AI ya nuna manyan kalubale saboda ikon da manyan kamfanoni ke da shi, wanda ke haifar da son kai, ƙarancin sa hannun jama'a, da damuwa game da ingancin samfura. AIArena tana magance waɗannan matsalolin ta hanyar amfani da fasahar blockchain don ƙirƙirar dandalin horar da AI mai rarraba inda mahalarta ke ba da gudummawar samfura da albarkatun kwamfuta, suna tabbatar da gaskiya da lada mai adalci ta hanyar tsarin yarjejeniya a kan layi.
2 Tsarin Tsarin
Tsarin AIArena ya haɗa da nodes na horo, masu tabbatarwa, da masu wakilta waɗanda ke hulɗa ta hanyar kwangilori masu wayo a kan blockchain. Tsarin yana tabbatar da haɗin gwiwa mai rarraba da rarraba ƙarfafawa mai adalci.
2.1 Tsarin Yarjejeniya A Kan Layi
Tsarin yarjejeniya yana tabbatar da gudunmawa da rarraba lada bisa ga hannun jari da aiki. Yana amfani da ka'idojin tabbatar da hannun jari don hana cin abinci kyauta da tabbatar da ingancin bayanai.
2.2 Tsarin Ƙarfafawa
Mahalarta suna sanya token don shiga ayyuka. Ana ƙididdige lada kamar $R = S imes P$, inda $S$ hannun jari ne kuma $P$ makin aiki ne. Wannan tsarin yana ƙarfafa sa hannu mai ƙarfi da gudunmawa masu inganci.
3 Aiwarta Fasaha
An aiwatar da AIArena akan Base blockchain Sepolia testnet, ta amfani da Solidity don kwangilori masu wayo da Python don horar da samfurin AI.
3.1 Tsarin Lissafi
An ayyana aikin asara don horar da samfura a matsayin $L(\theta) = \frac{1}{N} \sum_{i=1}^{N} (y_i - f(x_i; \theta))^2$, inda $\theta$ ke wakiltar sigogin samfura, kuma $N$ adadin samfuran bayanai ne. Sauyin gradient yana sabunta sigogi kamar $\theta_{t+1} = \theta_t - \eta \nabla L(\theta_t)$.
3.2 Misalin Code
// Solidity smart contract snippet for reward distribution
function distributeRewards(uint taskId) public {
require(validators[taskId].length > 0, "No validators");
uint totalStake = getTotalStake(taskId);
for (uint i = 0; i < validators[taskId].length; i++) {
address validator = validators[taskId][i];
uint reward = (stakes[validator] * totalReward) / totalStake;
payable(validator).transfer(reward);
}
}4 Sakamakon Gwaji
Kimantawa akan Base testnet ya nuna yuwuwar AIArena, tare da ayyukan da suka kammala cikin sa'o'i 24 kuma an cimma yarjejeniya tsakanin nodes 100+. Hoto na 1 yana nuna bayyani na tsarin, yana kwatanta hulɗar tsakanin nodes na horo, masu tabbatarwa, da blockchain.
5 Aikace-aikacen Gaba
Za a iya amfani da AIArena ga koyo na tarayya, AI na kiwon lafiya, da tsarin sarrafa kai, yana ba da damar horar da samfura mai rarraba ba tare da babban iko ba. Aikin gaba ya haɗa da haɗa fasahohin kiyaye sirri kamar keɓantaccen sirri da faɗaɗawa zuwa yanayin sarkar da yawa.
6 Nassoshi
- Z. Wang et al. "AIArena: Dandalin Horar da AI Mai Rarraba Ta Hanyar Blockchain." WWW Companion '25, 2025.
- Goodfellow, I., et al. "Koyo Mai Zurfi." MIT Press, 2016.
- Buterin, V. "Takarda Fari na Ethereum." 2014.
- McMahan, B., et al. "Koyo Na Haɗin Gwiwa: Haɗin Na'urar Koyo Ba tare da Horar da Bayanai Tsakiya ba." Google AI Blog, 2017.
7 Bincike Na Asali
Maganar Gaskiya: AIArena tana ƙoƙarin rushe ikon mallakar AI amma tana fuskantar matsalolin haɓakawa da karɓuwa waɗanda zasu iya iyakance tasirinta a duniyar gaske. Duk da cewa hangen nesa yana da jan hankali, aiwatarwa akan testnet kamar Base-Sepolia yana haifar da tambayoyi game da shirinta don ayyukan samarwa.
Sarkar Hankali: Shawarar ƙimar dandalin ta ginu akan gaskiyar da ke cikin blockchain da kuma sarrafa kwangilori masu wayo don ƙirƙirar yanayin horon AI marar aminci. Ta hanyar haɗa yarjejeniyar tushen hannun jari tare da ma'aunin aiki, AIArena ta ƙirƙiri tsarin ƙarfafawa na tattalin arziki mai kama da hanyoyin sadarwa na tabbatar da hannun jari. Duk da haka, wannan hanya ta gaji musayar tushen blockchain - tsarin tabbatarwa mai rarraba wanda ke tabbatar da adalci shima yana haifar da jinkiri wanda zai iya zama matsala ga aikace-aikacen AI masu mahimmanci na lokaci. Idan aka kwatanta da madadin tsakiya kamar Koyo Na Tarayya na Google (McMahan et al.), AIArena tana ba da mafi kyawun gaskiya amma yuwuwar aiki mafi muni.
Abubuwan Haske da Kaskantattu: Babban ƙirƙira yana cikin tsarin rarraba lada mai ma'auni na hannun jari, wanda ke haifar da ƙarfafawa daidaitacce ba tare da haɗin kai na tsakiya ba. Haɗin masu tabbatarwa da nodes na horo ya haifar da tsarin tantancewa da ma'auni wanda ke magance damuwa game da ingancin bayanai. Duk da haka, dogaro da dandalin akan tattalin arzikin cryptocurrency na iya zama takobi mai kaifi biyu - yayin da yake ba da damar sa hannun duniya, shima yana fallasa mahalarta zuwa ga sauyin kasuwa. Aiwatar da yanzu akan testnet yana nuna cewa fasahar ba ta cika balaga ba don karɓar kamfani, kuma takardar ta ba da ƙayyadaddun bayanai kan daidaiton samfura idan aka kwatanta da ma'auni na tsakiya.
Gargaɗin Aiki: Ga masu binciken AI, AIArena tana wakiltar alkibla mai ban sha'awa don inganta ci gaban AI, amma ya kamata a kusanta da ita a matsayin abin more rayuwa na gwaji maimakon maganin da aka shirya don samarwa. Ƙungiyoyi yakamata su saka idanu kan juyin halittar dandalin yayin haɓaka dabarun haɗaka waɗanda ke haɗa ingantaccen tsakiya da gaskiyar rarraba a inda ya dace. Aikace-aikacen mafi kusa na iya zama a cikin yanayi inda asalin bayanai da duba suka fi buƙatun aiki, kamar tsarin AI masu bin ka'idoji.
Wannan bincike yana kwatanta da juyin halittar tsarin rarraba kamar BitTorrent da Ethereum, inda iyakokin fasaha na farko a hankali suka ba da gudummawa ga yanayin muhalli mai ƙarfi. Kamar yadda aka lura a cikin takardar CycleGAN (Zhu et al.), nasarar sabbin tsarin AI sau da yawa ya dogara ba kawai akan cancantar fasaha ba amma akan karɓar al'umma da amfani mai amfani.