~/talk

Challenges in Research on Practical Algorithms

Talkat 9th Annual Simons Institute Industry Day · on Thursday, 2023-11-02
links:none on file
slides:none on file

Argues that practical algorithm research is shrinking in industry and gives concrete failures and fixes: adding a 100-second U-turn penalty to public road data reproduces real-world effects, causing contraction hierarchies preprocessing time and space to jump by more than an order of magnitude while a customizable route planner remains stable; EU truck rules (9-hour daily drive, twice-weekly 10-hour exception) create huge state blowups for constrained-shortest-path column generation; publishes large vehicle-routing-derived max independent set datasets to show benchmark mismatch.

AI-written summary · about

  1. 0:00Introduction
  2. 0:46Industrial vs academic challenges
  3. 2:39Oversimplified models
  4. 5:55Vehicle routing constraints
  5. 8:06State size impact
  6. 9:14Benchmark quality issues
  7. 11:43Decline of industrial research
  8. 13:11Engineers and complexity
  9. 15:45Superficial algorithm dangers
  10. 17:35Tech transfer challenges
  11. 19:43Industry-academia benefits
  12. 22:19Academic requirements
  13. 23:02Q&A
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