Two Pointers on graph

Last updated: January 18, 2026

Quick Overview

Given a graph represented as an adjacency list, implement a two-pointer technique to find all pairs of vertices that are connected by a path of exactly two edges. The function should return a list of these vertex pairs.

DE Shaw
Coding & Algorithms
Software Engineer
DE Shaw
January 18, 2026
Software Engineer
Take-home Project
Coding & Algorithms
Easy

53

3

2,985 solved


Given a graph represented as an adjacency list, implement a two-pointer technique to find all pairs of vertices that are connected by a path of exactly two edges. The function should return a list of these vertex pairs.

This coding problem is frequently asked during Take-home Project at DE Shaw. The interviewer is testing your ability to translate a problem into clean, working code while discussing time and space complexity. DE Shaw expects candidates to write production-quality code, not just solve the puzzle.

What the Interviewer Expects
  • Identify the correct data structure and algorithm for the problem
  • Write clean, bug-free code with proper variable naming
  • Analyze time and space complexity correctly
  • Handle basic edge cases (empty input, single element)
  • Communicate your thought process while coding
Key Topics to Cover
Graph algorithms and traversal
Data structure selection and trade-offs
Binary search and divide and conquer
Tree structures and recursion
How to Approach This
  1. Clarify input constraints and edge cases before writing code.
  2. Walk through your approach verbally and confirm with the interviewer before coding.
  3. Start with a brute force solution, then optimize. Mention time and space complexity.
  4. Test your solution with examples, including edge cases like empty input or duplicates.
  5. Consider common patterns: sliding window, two pointers, hash map, BFS/DFS, dynamic programming.
Possible Follow-up Questions
  • What is the worst-case input for your solution?
  • Can you solve this in a single pass?
  • Can you optimize the space complexity of your solution?
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Sample Answer
Problem Analysis

This problem requires finding pairs of vertices in a graph that are connected by exactly two edges. The two-pointer technique is applicable here because we can leverage the adjacency list representati...

Approach
  1. Initialize an empty list to store the pairs of vertices connected by two edges.
  2. Loop through each vertex in the graph. For each vertex 'u':
    • Retrieve its neighbors from the adjacency lis...

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