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CS 8395: Homework

创建日期：2024-05-14 15:51:44

所属分类：计算机computer science

标签： CS 8395

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CS 8395: Homework 2

Overall directions
Any resource available to you may be used to answer the homework questions, and you may collaborate with
anyone in the class, with the following caveats:
• You must record the names of your collaborators at the top of your homework.
• You are strongly encouraged to avoid copying code/answers directly; instead, where possible, write
your own versions! (Copying boilerplate data/plotting code is often most efficient, but you’ll learn
more about the Deep Learning content by implementing those parts yourself.)
This homework is due November 1st at Midnight, via Brightspace. Please zip your code using either the
.zip or .tar.gz formats, and please submit written work in PDF.
Please also include the approximate amount of time you spent on this homework at the top of your
submission.
Rate-Distortion and Echos
In class the VAE we trained used a loss function composed of a data term (the MSE) and a prior term (the
KL divergence). A week or so later we derived the β-VAE, which relaxes a constrained optimization problem
to the following (unconstrained) loss:
L[p, q] = − log p(x|z)︸︷︷︸
MSE
+β KL[ q(z|x) ∥ p(z) ]︸︷︷︸
prior
a) Describe VAE behavior at the extreme cases of β → 0 and β →∞.
b) We also discussed the Rate-Distortion version of the loss function, using q(z) the posterior or empirical
marginal distribution of z induced by q(z|x) (integrated over data x):
L[p, q] = − log p(x|z)︸︷︷︸
MSE
+β KL[ q(z|x) ∥ q(z) ]︸︷︷︸
posterior
Explain why calculation of q(z) is hard with Gaussian encoders q(z|x).
c) Suppose instead we choose a different encoder distribution, using two (determinstic) functions m(x) and
s(x):
q∗(z|x) = m(x) + s(x) · z1
Here, z1 is ALSO sampled from q
∗(z|x = x1), but using x1, a new data sample. Write out two recursions of
q∗(z|x), expanding z1 into its definition using q∗, etc., stopping at z3.
d) We know that KL[ q(z|x) ∥ q(z) ] is equivalent to I(x, z). Using the identity I(x, z) = H(z) −H(z|x),
show that KL[ q∗(z|x) ∥ q∗(z) ] = Ex[log detS(x)], where q∗(z) is induced by q∗(z|x).
Hint: use H(z|x) = Ex [ H[m(x) + s(s) · z1|X = x] ]
e) What are the main computational issues with sampling from q∗? Devise a scheme to sample from q∗,
using any approximation/simplifying assumptions you deem necessary.
1
GAN Construction
In this assignment you will construct this basic GAN and then the W-GAN using the MNIST dataset. You
are free to use whichever architecture you prefer. However, unless you have access to a GPU, I strongly
recommend modifying the decoder structure from the VAE assignment. There are several extant examples
using fully connected networks with modules like:
[Linear→ LeakyReLU]× 4
using increasing linear layer sizes, e.g., 128 → 256 → 512 → 1024 → (28 ∗ 28). LeakyReLU often replaces
the ReLU non-linearity in direct generative models both in convolutional generators and fully connected
generators. If you do choose to use convolution, I recommend an architecture that looks like:
[ConvTranspose→ BatchNormLeakyReLU]× 2
after several fully connected layers. Using a stride of 2 for the conv transpose, this means you can go from
7× 7 to 14× 14 to 28× 28 which is the image size.
As a reminder, for the “vanilla” GAN, the loss function of the discriminator D is
Ladv = BCEntropy[D(xreal), 1] + BCEntropy[D(G(z)), 0]
The loss for the generator G is
Lgen = BCEntropy[D(G(z)), 1]
= −BCEntropy[D(G(z)), 0]
Fully connected discriminators should be sufficient in both cases. I also recommend a slower learning
rate ∼ 0.0001, and at least 100 epochs. For MNIST there generally should be no need to tune the critic
index, training 1-to-1 should be sufficient.
a) Plot the results of your GAN (even if they’re bad).
b) Implement the gradient penalty of W-GAN, and compare results to the regular GAN.
c) Given an image, compute its GAN embedding z by gradient descent; that is, given x, freeze the generator
and optimize ∥G(z)−x∥ for z. Test this out on the first few points in the test dataset of MNIST. By starting
at different initializations of z, do we receive different z∗ = argminz ∥G(z) − x∥? (essentially, is argmin a
local min?).
d) Given two images xA and xB and their inverted codes zA and zB , describe in English/pseudocode a method
for traversing between their codes with minimal differences per step length, i.e. construct a (discretization
of) Z(t) a path through the space of z’s that minimizes
U(Z(t)) =
∫ 1
0
[∥G(Z(t))− xA∥22 + ∥G(Z(t))− xB∥22] ∥∥∥∥dZ(t)dt
∥∥∥∥
2
dt such that Z(0) = zA, Z(1) = zB (1)
(bonus points for implementing the proposed method)
e) Suppose we wanted to learn decodings of z so that minZ(t) U(Z(t)) is minimal. How could we modify our
GAN training procedure to accomplish this?

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COMP532 MAS275 COMP5318 COMP4002 FIT5086 MAST20004 FIT3152 FIT5129 CIS2380 CS521 COMP 1005 EECMS CITS5501 ECE 462 ECON 6002 ENG 4051 CSC 648 CMT654 MECHENG 713 PHYS1002 AMME 2000 FP0060 DDES3200 MECHENG 743 BINF90002 FIT2081 ISYS90081 ELECTENG 722 BUS 360 ECOS3010 BUS2810 ETF2100 ENG2048 STAT5002 COMP2017 CEME 2003 MATS3004 COMP9319 PHYS1001 COMP5349 AMME2261 COMP-381 FIT3173 COSC2757 ENG4025 QBUS2820 COMP9414 MATH2021 EOSC118 MFIN6690 PMATH 321 CSE-141L MATH575A COMPSCI5002 COMP1511 management comp2123 FINS3616 COMP 3331 COMS30034 DTSC 71 AcF 702 AcF702 DTSC71 MAT021 ELE8083 ACFI213 EG-127J 127J FIT5163 FIT2001 ELE00113M CMT310 CS 245 ENGL 1101 MTH6115 EE497 CS 325 Math 124A MTH5130 MBA502 MGT 5380 ARCH 1261 F033800 20LLP109 ELE4009 FINANCIAL COMP3331 Computer ECE4179 20T3 COMP9311 COMP9311 UNSW MFIN6210 ACCT 5930 EE590 ENG2029 ECO100 SIT315 ACCT3610 COMP3600 STK2100 FIT2004 COMP30020 ACTL1101 Stat 101B BANA 200 COSC2473 ENGG1400 AI COMP90043 MMF 1914H PHYS 127 CS584 CIVL2010 ECMT2150 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1300A ENGG 1300 OLET1139 STAT 3503 STAT 206 FEM11149 ELEN 4720 COMP20003 SOLA1070 CS574 C11CS LINB29H3 MAST90083 ECON7200 STAT 610 LINB29 DSM-5 COMP3161 EEEN40010 MATH 4431 K353 STA 3386 IERG4300 COMS W4167 ENG5298 AMME 2302 CS3910 COMPSCI 320 STATS 369 GR5242 COSC 328 CSCI435 MGTS1301 INFS2200 COMP3900 CIS 375 Module AE03 COMP3121 CS260 HAM503 MGMT5050 INT3075 COSC 285 GEOL0029 GEGE2X01 STAT1201 MATH1061 MMF1941H STAT 5060 CS 520 COMP 4320 MSIN0104 000T FINS3648 ECMT2160 ECON4003 Phys 129L CSE 142 CS 3130 MGEB01 EECS 340 Finance (20443/20444) ECMM149 COMP5310 EEEN60180 CSC 111 AT2 CSCI 4430 STAB57 MA/CSC 427 MATH322 D100 CSCI544 CITS3004 CI6227 CSE 565 APCO 1P01 852L1 ELEC S411F COMP3207 STATS330 ECON7530 FIT5149 CSI4104 CMPT 371 COMP201 SEHS4696 FI4003 MATH6182 CG1 WS MATH401 MGT 205 QTM 110 COMP 0137 MACE12201 FIT5210 ECE 544 BISM7206 HUDM 6055 ECON3203 STATS 210 MSCI 570 MATH6173 COMPSCI4039 Accounting COM3503 AOE2024 ECON213 PSYC10004 Control Data 100/200A PHIL2617 PHYS3116 MIE250 BCPM0008 ECN 620 QBUS6830 ECSE-415 ECON5102 MGMT20005 MAT 653 ECO 480 COMP 5/600 CSSE 5600 ME 571 7CCMMS61 CS 550 COMP2865 MATH3075 STATS 506 QTM 220 ISYS2120 FIT5106 STAT 153 MKTG3112 ECON2102 ELE2018 COMP3031 MSIN0010 SCC461 MATH237 CS246 CSC3065 CSE 101 ICTWEB411 COMP9313 ECOS 2025 FN620 MATH11111 MATH 3018 KE1068 FINA 6112 C++ MISM 6202 MSIN0105 CSC8631 MECO6935 COMP4121 ACCT2011 DPBS1150 EEL 3701C F19PL OPM 661 CSE 310 CS918 BIOL30001 ACCT3563 BANK3600 MET CS622 MATH367 ACCT5907 Continuing COMP5048 COMP61021 CS3334 GSOE9210 CSCI-570 COMP 5322 HW 2 ALY-6020 IEOR 4706 DATA 200 EBUS504 CGE12412 COMP4108 7SSMM800 ECMM171P MATE50002 CS225 RS 6003 BH2274 ELEC3111 MAT6669 ECON-UA 227 PHIL 1012 7SSMM603 TB028A P6 ECS708 CSC 427 CS6476 CSE 250A A1A2 ITS61504 EECS 376 model HW6 UV0010 ECON 6074 MG4F7 CMP-7030Y INFO3008 BFIP013 ECON 5068 MATH6002 CS3483 PSTAT 131 C31FM CSOR W4246 AAEC 5307 DATA ELEC362 COMSM0047 ECN6006 MA20224 BST351 MATH 323 MATH323 AA2021 COMP3811 COMP2013 IB9X60 INVP001 EMATM0051 COMP220 BLAW1002 E20 TCP8001 ECON61001 EART40005 ECONM1022 MATH 365 MATH 367 ELEC6218 COMP 5812M EDUC 5061M ELEC ENG 1101 equation MATH6174 ST334 C4 EC9570 A33648 EBUS603 ECON47815 stata WFMS0001 PEM102 INF6060 ionically ELECTRICAL MATH 375 MMW 12 MKTG860 ECON60401 ALY6010 SOST20131 Introduction COM3524 MME2 GGR305 JNB 538 EECS101 COMM5030 IEOR E4601 2B CSC336 EN2315 LAW 432 CSC263 MATH2001 OLET1143 CSCB63 SIT772 COMM1170 STAT 441 MS930 INFT3050 GLBH0030 Stat 120B MAST10007 MGEC61 Machine GGR 252H1S ECON7030 Financial Marketing MGMT30019 ECON5120 SDSC 8009 CSC165H1S DSCI 551 3081W ACM41000 ECA 5304 MATH 1064 ECSE444 DATA 604 COMP7105 MIE1615 ECON4004 ENV200H1S EC481 MKT 306 EC1B1 MATH08051 ALY6140 CS260C CSE30 MSIN0226 CS4103 CSC3064 AM16 COMP11212 CSE4101 PSTAT 174 Math 380W CNT 5106C STAT 310 FIN2028 CS5014 STAT 425 COMP 4102A ELEC2140 MANF9544 QRM 9 QRM 8 ECON 457 COMPSCI 4091 MATH 523 DNSC-4211 PEAS 6000 MSIN0180 COMP2119 A2A HT 2022 IB93F0 MAS316/414 ACCT2522 MSIN0181 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MAT136H1 GY 6183 COMP3170 AGRI90089 PHYSICS 1002 ECON10003 IEOR E4004 ACS61012 MATH 40550 MKTG2113 TELE4653 ENSC1004 ECE 232E MK726 MTRX2700 SHEET 3 CSCA08 COMP30027 Math 2XX3 statistic MMAN3200 BISM7213 ECMM109 ECON 2022 FNCE 20005 GR5067 CSCB09 ME 3017 CS 5100 PHYS 2903 COMS 4771 COMP222 COMP 1046 CSC148H1 ISYS2038 FINS2615 OT5206 COMP2048 A6 MECH5770M MA826/20 CMPT 726 STA457 INFS6071 INFS588 integral ECON 216 IRDR 0017 MA323 PA 15213 PSYC2001 ENV222 Statistics ACCT5930 ACCT12 LAND2121 ME 5405 COMM1180 TELE3113 A7 ECE 568 ACCT2019 INFS1200 ENGG1340 CS 1400 ASST3 FINM7409 SWEN30006 INFO2222 FIN20150 SOSS1000 CSSE7231 FINS5513 COMS3200 CECN 702 ECON4060H MN3515 HW2 PSYA02H3 ECON 2112 COMP90051 CS 1652 MA30059 AF1605 MKTG7501 ECO-6003B COM4521 CTM ECON3350 COMP 3804 ELEC9762 BISM 7255 ST22 MATH20014 MNE3122 COMP343 MATH5165 ELE7029 ENGR30002 SEEM3500 ECON7350 RISK5002 FINM7405 COMP90059 MOS 3320B STAT 431 BISM7221 MATH3014 MTH783P EBA 35302 ACS133 BUS2206 IE5600 ECOS 3997 EDST2003 FIN 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ECOS3003 ELEC6252 C2511C PHY328 EC1060 ECON32202 COMP4002-E1 MATH3063 EFIMM0124 QBUS2310 ECON4411 FUNDAMENTALS ACCT20001 18YX RPM COMP 2711 QBUS6600 BUSS5221 ST3189 FIT1047 MAT344 EGB375 MATH60013 MATH96011 COMP3557 MAST20029 ECM159 EAE1011 ENSCEN 105 SECTION A STA 141C SOSE 2022 PAM006 COMP0048 M40007 ISOM2500 CMPE 142 A06472 MCC150 ACST 8083 GEOG6087 ECON920 FINM7008 ENVENG 4110 COMPSCI 361 ENGRCEE 21 PHYS 1112 ACF2100 ECMM108 COMPS267F MAT00050M MAST30025 CSIT970 MSCI 224 INT202 PUBL0054 MSDM5004 BMAN 21020 BMAN21020 MGMT1002 MATH11150 LAWS7023 ACTL30002 CIVL3340 MATH1002 ECON 8069 COMPSCI 351 IBUS7302 STAT4528 CHEM1101 STAT3925 BUSN 7008 Comp 3120 ECOS2040 SWEN90010 ENGN6528 ECM158 ECON20022 COMP6452 Calculation CITS1401 S1889112 BUS 351 ACTL30008 FIT2091 ECON6002 IBUS6020 PHI 001 ECON30290 MATH7501 ECON10004 MFIN7017 ISYS90043 LAWS7012 ECON30025 COMP30023 COMM1190 ECOM20001 GSBS6009 STAT 337 EMET8002 ECOM90001 ECOM30001 FINC 2012 BUSINESS ENGCV512 ECO 101H1 IB9520 FINM 3008 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