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docs/exams/final.md

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# Final Exam
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The Fall 2025 Final Exam serves as an assessment of the advanced generative architectures and language models presented in the second half of the semester. **This exam is non-cumulative** and will strictly cover material taught after the midterm exam.
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The Fall 2025 Final Exam served as an assessment of the advanced generative architectures and language models presented in the second half of the semester. **This exam was non-cumulative** and strictly covered material taught after the midterm exam.
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!!! check "Status: Concluded"
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The Fall 2025 Final Exam was successfully held on **February 5, 2026**.
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---
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## Logistics
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## Logistics (Archived)
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* **Date:** Wednesday, <span dir="rtl" style="font-family: Vazirmatn;">۱۶ بهمن ۱۴۰۴</span> (February 5, 2026)
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* **Time:** 09:00
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## Scope & Material
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The exam covers **Topic 9 through the end of the course**. Please review the slides and notes for the following sections:
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The exam covered **Topic 9 through the end of the course**.
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1. [**Topic 9: Energy-Based Models**](/material/#topic-9-energy-based-models)
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2. [**Topic 10: Score-Based Models**](/material/#topic-10-score-based-models)
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!!! tip "Preparation Advice"
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The lecture slides cover the complete scope of the exam, including all necessary mathematical derivations. However, given the concise nature of the slides, we **highly recommend** consulting the **Supplementary Material** linked on the [Course Material](/material/) page. These resources provide the full context and narrative needed to gain a complete and deep understanding of the concepts presented in class.
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---
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## Previous Exams
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You can review the final exam from the previous offering (Fall 2024 or 1403-1) to practice your timing and familiarity with the question style.
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!!! warning "Important Note on Curriculum Changes"
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Please note that **this year's curriculum (Fall 2025) included new topics** that were not present in the Fall 2024 syllabus. Therefore, the previous exam below does **not** cover these newer concepts and should be used only as a partial reference.
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[Download Fall 2024 Final Exam](/assets/exams/GM2024-Final-Exam.pdf){:target="_blank" .md-button .md-button--primary }
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<details>
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<summary>Click to view Fall 2024 exam in browser</summary>
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<object class="pdf"
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data="/assets/exams/GM2024-Final-Exam.pdf"
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width="910"
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height="560">
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</object>
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</details>

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