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K-Longest Paths in Grid

Thinking Mode

Summary

  • •Phase 5 / dp/kth_path/grid
  • •Reasoning-first competitive programming drill

Problem Description

Given an N x M grid of positive integers, find the sum of the k longest simple path sums from the top-left (1,1) to bottom-right (N,M), moving only right or down. Paths may revisit cells but not revisit any cell in the same path. How to read this problem in plain language: - This is a Phase 5 reasoning drill focused on dp/kthp​ath/grid. - Typical lenses to test first: dp, kth path, grid. - Constraints reminder: 1 ≤ N, M≤10; 1 ≤ k≤104; 1 ≤ grid[i][j] ≤ 100 Mini examples for mental simulation: 1) Boundary example: Describe why this case is tricky. Explain expected behavior and why naive logic may fail. 2) Adversarial example: Adversarial case where naive greedy/local decision looks correct but fails globally. Lite-mode writing target: - Write 1~2 observations that shrink the search space. - Name one final algorithm and state target complexity explicitly. - Validate with at least 2 edge cases and one hand simulation.

Constraints

  • •
    1 ≤ N, M≤10; 1 ≤ k≤104; 1 ≤ grid[i][j] ≤ 100

Analysis

Key Insight

Use this hint to refine your reasoning. This step should reduce search space or formalize correctness. State why this insight changes your algorithm choice.

dpkth pathgrid
dpkth pathgrid