Maths for GenAI · Wasserstein GAN & optimal transport

Indian Institute of Technology Madras

BS Degree Programme · Examination & Study Paper

Mathematical Foundations of Generative AI

Wasserstein GAN & optimal transport

Official Paper

Examination Instructions & Guidelines

Solve on notebook/paper first before checking solutions.
MCQ: Exactly 1 option is correct. Negative marking applies.
NAT: Numerical response. No negative marking.
Scientific calculator allowed for all calculations.
Official answer key is sealed at the end of this sheet.

Quiz 1 · 26 Oct 2025 (AN)Quiz 1

Q1MCQ2 Marks·Choose one option
Key ↓
1. A
2. B
3. C
4. D
Q2MCQ3 Marks·Choose one option
Key ↓
1. A
2. B
3. C
4. D
Q3MCQ3 Marks·Choose one option
Key ↓
1. A0.20
2. B0.35
3. C0.55
4. D0.75
Q4NAT3 Marks·Write the number
Key ↓
Your answer:
Q5NAT3 Marks·Write the number
Key ↓
Your answer:

End Term · 31 Aug 2025 (FN)End Term

Q6MCQ4 Marks·Choose one option
Key ↓
1. AIncrease capacity and reduce bias
2. BReduce capacity, causing underfitting and gradient pathology
3. CEnforce exact 1-Lipschitzness without bias
4. DMake T convex

Official Key

Master Answer Key & Explanations

Official answer keys from IIT Madras BS past papers. Click any question to review.