Analytical Research and Critique for Federated Learning

Title:
Federated Learning (Research & Critical Analysis)

Description:
I need help in Federated Learning (FL). The task requires strong analytical and research skills, not just writing.

Overview:
- Select ONE research paper in Federated Learning
- Identify ONE key assumption in the paper
- Analyze what happens when this assumption is violated or relaxed
- Support analysis with related research
- Propose a new research idea

---

Report Structure + Grading Criteria:

1. Paper Summary (20%)
- Clear explanation of the paper
- Main idea and method

2. Chosen Assumption (15%)
- Identify one key assumption
- Explain why it is important

3. Limitation / Violation Scenario (20%)
- What happens if the assumption is violated
- Provide a realistic scenario

4. Literature Review (25%)
- Review related work
- At least 2 academic references (minimum)

5. Proposed Research Idea (15%)
- Suggest improvement or new idea

6. References (5%)
- Proper citation (APA or IEEE)

---

Examples of Possible Assumptions :
- clients are honest
- the central server is trusted
- communication is reliable
- data distributions are not highly heterogeneous
- local labels are correct
---

Deliverables:
- 2-3 pages PDF report
- Clear academic writing
- No plagiarism

---

Important Notes:
- No generic AI-generated content
- Work must show real understanding and critical thinking
- I may ask for a short explanation after delivery

---

Bonus (Preferred):
- Experience in Machine Learning / Federated Learning
- Previous research work

---

Deadline:
April 22

If you have done similar ML or research assignments, please share samples