Find kth largest element in binary tree

Last updated: April 12, 2026

Quick Overview

Given a binary tree, write a function to find the k-th largest element in the tree. You may assume that k is always valid, and the tree contains at least k nodes. The function should return the k-th largest value as an integer.

Anthropic
Coding & Algorithms
Machine Learning Engineer
Anthropic
April 12, 2026
Machine Learning Engineer
Take-home Project
Coding & Algorithms
Easy

100

15

2,288 solved


Given a binary tree, write a function to find the k-th largest element in the tree. You may assume that k is always valid, and the tree contains at least k nodes. The function should return the k-th largest value as an integer.

This coding problem is frequently asked during Take-home Project at Anthropic. The interviewer is testing your ability to translate a problem into clean, working code while discussing time and space complexity. Anthropic 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
Time and space complexity analysis
Graph algorithms and traversal
Binary search and divide and conquer
Edge cases and input validation
Dynamic programming and memoization
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 if the input doesn't fit in memory?
  • How would you modify your solution to handle streaming input?
  • Can you solve this iteratively instead of recursively (or vice versa)?
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Sample Answer
Problem Analysis

To find the k-th largest element in a binary tree, we can leverage the properties of in-order traversal. In a binary search tree (BST), an in-order traversal yields elements in sorted order. However, ...

Approach
  1. Initialize a counter to keep track of how many nodes we have visited.
  2. Define a recursive function that performs a DFS on the binary tree.
  3. Visit the right child first (as larger values are o...

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