Kediska Barashada Xoojinta Wakiilo Badan

Jawaabaha iyo sharraxaadaha waxay soo baxayaan markaad qaadanayso kediska.

1. Maxaa ka dhigaya deegaanka 'mid aan fadhiyin' marka loo eego hal wakiil oo aragtidiisa MARL?
   • Wakiilada kale waxay isku mar baranayaan oo bedelayaan siyaasadahooda
   • Shaqada abaalgudka si aan kala sooc lahayn ayaa dib loogu habeeyaa dhacdo kasta
   • Meesha gobolku waxay u koraan iyada oo aan xidhnayn muddo ka dib
   • Dareemayaashu waxay soo celiyaan indho-indheyn buuq badan
2. Waa maxay macnaha 'tababarka dhexe ee fulinta baahsan' (CTDE)?
   • Wakiilada waxaa la tababaray oo ku shaqeeya hal server oo dhexe
   • Naqdiye la wadaago ayaa isticmaala macluumaadka caalamiga ah inta lagu jiro tababarka, laakiin wakiiladu waxay ku dhaqmaan indha-indheynta maxalliga ah marka la dirayo
   • Mid ka mid ah wakiilka sare ayaa soo saara amarada dhammaan kuwa kale wakhtiga runtime
   • Xogta tababarku waa mid dhexe laakiin abaal-marinaha waa la baahiyaa
3. Qaab dhismeedka xisaabeedkee ayaa guud ahaan wakiil ka ah MDP ilaa wakiilo badan?
   • Barnaamij toos ah
   • Qaabka qarsoon ee Markov
   • Ciyaarta Markov (ciyaarta Stochastic)
   • Automon dowlad-goboleed xaddidan
4. Goobta MARL ee iskaashato, sidee baa abaalgudka sida caadiga ah loo habeeyey?
   • Wakiil kastaa wuxuu kordhiyaa abaalgudka xun ee mid kale leeyahay
   • Kaliya wakiilka ugu dhaqsaha badan ayaa helaya abaalmarin kasta
   • Abaalmarinta waxaa loo qoondeeyaa si aan kala sooc lahayn tallaabo kasta
   • Wakiiladu waxay wadaagaan abaalgud koox wadaag ah oo ay si wadajir ah u kordhiyaan
5. Which training approach did OpenAI Five use to improve at Dota 2?
   • Self-play against copies of its own current and past policies
   • A fixed lookup table of human moves
   • A supervised-only classifier trained on image labels
   • A single policy trained only against a static scripted opponent
6. Waa maxay sababta ay 'shaqaynta deynta' gaar ahaan ugu adag tahay iskaashiga MARL?
   • Abaalmarintu isla markiiba way timaadaa wayna fududahay in la raadiyo
   • Way adag tahay in la go'aamiyo ficilka wakiilka ee gacan ka gaystay natiijada kooxda la wadaago
   • Waxaa jira hal wakiil oo kaliya oo helaya abaal-marin
   • Wakiiladu gabi ahaanba ma ilaalin karaan wax abaal marin ah
7. What structural constraint does QMIX place on its mixing network?
   • It must be a linear sum with fixed weights
   • It ignores all individual agent values
   • The joint action-value is monotonic in each agent’s individual value
   • It requires communication at every action step
8. How does Value Decomposition Networks (VDN) form the team action-value?
   • By multiplying all rewards by the number of agents
   • By selecting the largest local reward only
   • By training a separate team for each agent
   • By summing the individual agents’ action-values