Flow Matching Quiz

Mhinduro uye tsananguro zvinoonekwa paunenge uchitora bvunzo.

1. Ko kuyerera kuenzanirana modhi kunodzidzisei kufembera?
   • Munda wekumhanya unofambisa sampuli kubva kune ruzha kuenda kune data
   • A classification label yemufananidzo wega wega
   • Iyo yakamanikidzwa JPEG bytes yemufananidzo
   • Tafura yekutarisa yakagadziriswa yemapixel values
2. Masampuli anogadzirwa sei kubva kune yakadzidziswa kuyerera inoenderana modhi?
   • Nekuenzanisira discrete Markov ketani yemashoko
   • Nekubatanidza iyo yakadzidza velocity ndima neODE solver kutanga kubva kune ruzha
   • Nekumhanyisa gradient kudzika pamufananidzo wekupinza
   • Nekuenzanisa iyo yese yekudzidziswa seti
3. Chii chinoita kuti mamiriro ekuyerera anoenderana nekurasikirwa akwanise kudzidzisa?
   • Iyo inofuratira iyo data zvachose
   • Zvinoda kugadzirisa iyo yakazara marginal ndima yekuongorora
   • Iyo inomira pane imwechete data point uye inoshandisa iri nyore inozivikanwa nzira yekududzira
   • Inongoshanda pamufananidzo mumwe chete panguva nekusingaperi
4. Sei iyo 'yakagadziridzwa kuyerera' musiyano ichigonesa kukurumidza kugadzirwa?
   • Inoshandisa yakakura neural network
   • Inodarika kudzidzira zvachose
   • Inoshandura mifananidzo kuita zvinyorwa kutanga
   • Iyo inotwasanudza nzira dzinogona kuitika saka mashoma ODE solver matanho anodiwa
5. Which named image model’s paper explicitly describes a rectified-flow transformer?
   • Stable Diffusion 3
   • Flux, as established by the cited source set
   • ResNet-50
   • YOLOv8
6. Mune inomisikidzwa yekuyerera inofananidzwa, chii chakajairika kududzira pakati pesampu yeruzha uye data data panguva t?
   • A random shuffle of pixels
   • x_t = (1-t)* ruzha + t*data, musanganiswa wakatwasuka
   • Squaring yega pixel kukosha
   • Kuronga pixels nekupenya
7. In conditional flow matching, how is the marginal vector field related to conditional vector fields?
   • It is the largest vector in the training batch
   • It is a fixed class label independent of time
   • It is the conditional expectation of the conditional vector field over the conditioning variable
   • It is the average pixel value of the data
8. Beyond generative modeling, what other task does the original rectified-flow paper describe?
   • Speech diarization with speaker embeddings
   • Classifying handwritten digits from labels alone
   • Predicting calendar availability
   • Data or domain transfer between distributions