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CFLOBDDs: Context-Free-Language Ordered Binary Decision Diagrams

Talkat PLDI 2024 · 2024-06-24..06-28· [databases]
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CFLOBDDs present a compressed Boolean-function representation that can be exponentially smaller than BDDs and, versus the decision tree, offer a double-exponential compression in the best case. The data structure adds hierarchical grouping and non‑recursive procedure-style reuse, is made canonical by structural constraints, and supports polynomial-time operations. Implemented for quantum-circuit simulation, it scales to 65,536 qubits for GHZ, 524,288 for Bernstein–Vazirani, 4,194,304 for Deutsch–Jozsa, and 4,096 for Grover, often outperforming BDDs by 128×–8,192×, though it performs poorly on QFT; intended as a plug-compatible replacement for BDDs.

AI-written summary · about

  1. 0:00Introduction to CFLOBDDs
  2. 1:05BDDs and limitations
  3. 2:51From BDDs to CFLOBDDs
  4. 4:16Merging vertices in CFLOBDDs
  5. 8:33Why CFLOBDDs are context-free
  6. 8:55CFLOBDDs vs BDDs on matrices
  7. 10:20Compression benefits
  8. 11:05Canonical representation
  9. 11:46CFLOBDDs as BDD replacements
  10. 12:30Quantum simulation performance
  11. 13:32Conclusion and future
  12. 14:14Q&A
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