Gap Amplification for Reconfiguration Problems (2310.14160v2)
Abstract: In this paper, we demonstrate gap amplification for reconfiguration problems. In particular, we prove an explicit factor of PSPACE-hardness of approximation for three popular reconfiguration problems only assuming the Reconfiguration Inapproximability Hypothesis (RIH) due to Ohsaka (STACS 2023). Our main result is that under RIH, Maxmin 2-CSP Reconfiguration is PSPACE-hard to approximate within a factor of $0.9942$. Moreover, the same result holds even if the constraint graph is restricted to $(d,\lambda)$-expander for arbitrarily small $\frac{\lambda}{d}$. The crux of its proof is an alteration of the gap amplification technique due to Dinur (J. ACM, 2007), which amplifies the $1$ vs. $1-\varepsilon$ gap for arbitrarily small $\varepsilon \in (0,1)$ up to the $1$ vs. $1-0.0058$ gap. As an application of the main result, we demonstrate that Minmax Set Cover Reconfiguration and Minmax Dominating Set Reconfiguratio} are PSPACE-hard to approximate within a factor of $1.0029$ under RIH. Our proof is based on a gap-preserving reduction from Label Cover to Set Cover due to Lund and Yannakakis (J. ACM, 1994). Unlike Lund--Yannakakis' reduction, the expander mixing lemma is essential to use. We highlight that all results hold unconditionally as long as "PSPACE-hard" is replaced by "NP-hard," and are the first explicit inapproximability results for reconfiguration problems without resorting to the parallel repetition theorem. We finally complement the main result by showing that it is NP-hard to approximate Maxmin 2-CSP Reconfiguration within a factor better than $\frac{3}{4}$.
- Noga Alon and Fan R.K. Chung “Explicit construction of linear sized tolerant networks” In Discret. Math. 72.1-3, 1988, pp. 15–19
- Dimitris Achlioptas, Amin Coja-Oghlan and Federico Ricci-Tersenghi “On the solution-space geometry of random constraint satisfaction problems” In Random Struct. Algorithms 38.3, 2011, pp. 251–268
- “Proof Verification and the Hardness of Approximation Problems” In J. ACM 45.3, 1998, pp. 501–555
- Noga Alon “Explicit Expanders of Every Degree and Size” In Comb. 41.4, 2021, pp. 447–463
- Noga Alon and Joel H. Spencer “The Probabilistic Method”, Wiley Series in Discrete Mathematics and Optimization Wiley, 2016
- “Probabilistic Checking of Proofs: A New Characterization of NP” In J. ACM 45.1, 1998, pp. 70–122
- “Shortest Reconfiguration of Colorings Under Kempe Changes” In STACS, 2020, pp. 35:1–35:14
- “Shortest Reconfiguration of Matchings” In WG, 2019, pp. 162–174
- “Approximating Shortest Connected Graph Transformation for Trees” In SOFSEM, 2020, pp. 76–87
- “Decremental optimization of dominating sets under the reconfiguration framework” In IWOCA, 2020, pp. 69–82
- Édouard Bonnet, Tillmann Miltzow and Paweł Rzążewski “Complexity of Token Swapping and Its Variants” In Algorithmica 80.9, 2018, pp. 2656–2682
- Andrej Bogdanov “Gap Amplification Fails Below 1/2121/21 / 2” In Electron. Colloquium Comput. Complex. Comment to TR05-046, 2005
- Paul Bonsma “The Complexity of Rerouting Shortest Paths” In Theor. Comput. Sci. 510, 2013, pp. 1–12
- Luis Cereceda, Jan van den Heuvel and Matthew Johnson “Finding paths between 3-colorings” In J. Graph Theory 67.1, 2011, pp. 69–82
- Irit Dinur “The PCP Theorem by Gap Amplification” In J. ACM 54.3, 2007, pp. 12
- “Analytical approach to parallel repetition” In STOC, 2014, pp. 624–633
- Uriel Feige “A Threshold of lnn𝑛\ln nroman_ln italic_n for Approximating Set Cover” In J. ACM 45.4, 1998, pp. 634–652
- Lance Fortnow, John Rompel and Michael Sipser “On the Power of Multi-Prover Interactive Protocols” In Theor. Comput. Sci. 134.2, 1994, pp. 545–557
- David Gamarnik “The Overlap Gap Property: A Topological Barrier to Optimizing over Random Structures” In Proc. Natl. Acad. Sci. U.S.A. 118.41, 2021, pp. e2108492118
- “The Connectivity of Boolean Satisfiability: Computational and Structural Dichotomies” In SIAM J. Comput. 38.6, 2009, pp. 2330–2355
- “Course notes of CSE 533: The PCP Theorem and Hardness of Approximation”, https://courses.cs.washington.edu/courses/cse533/05au/, 2005
- “Course notes of 15-854(B): Advanced Approximation Algorithms”, https://www.cs.cmu.edu/~anupamg/adv-approx/, 2008
- “Limits of local algorithms over sparse random graphs” In Ann. Probab. 45.4, 2017, pp. 2353–2376
- Johan Håstad “Some optimal inapproximability results” In J. ACM 48.4, 2001, pp. 798–859
- Johan Håstad “Clique is hard to approximate within n1−εsuperscript𝑛1𝜀n^{1-\varepsilon}italic_n start_POSTSUPERSCRIPT 1 - italic_ε end_POSTSUPERSCRIPT” In Acta Math. 182, 1999, pp. 105–142
- Robert A. Hearn and Erik D. Demaine “PSPACE-Completeness of Sliding-Block Puzzles and Other Problems through the Nondeterministic Constraint Logic Model of Computation” In Theor. Comput. Sci. 343.1-2, 2005, pp. 72–96
- Robert A. Hearn and Erik D. Demaine “Games, Puzzles, and Computation” A K Peters, Ltd., 2009
- “The Complexity of Dominating Set Reconfiguration” In Theor. Comput. Sci. 651, 2016, pp. 37–49
- “Optimal PSPACE-hardness of Approximating Set Cover Reconfiguration” In CoRR abs/2402.12645, 2024
- “Probabilistically Checkable Reconfiguration Proofs and Inapproximability of Reconfiguration Problems” to appear In STOC, 2024
- Duc A. Hoang “Combinatorial Reconfiguration”, https://reconf.wikidot.com/, 2024
- John E. Hopcroft, Jacob Theodore Schwartz and Micha Sharir “On the Complexity of Motion Planning for Multiple Independent Objects; PSPACE-Hardness of the “Warehouseman’s Problem”” In Int. J. Robot. Res. 3.4, 1984, pp. 76–88
- Takehiro Ito and Erik D. Demaine “Approximability of the subset sum reconfiguration problem” In J. Comb. Optim. 28.3, 2014, pp. 639–654
- “On the Complexity of Reconfiguration Problems” In Theor. Comput. Sci. 412.12-14, 2011, pp. 1054–1065
- “Shortest Reconfiguration of Perfect Matchings via Alternating Cycles” In SIAM J. Discret. Math. 36.2, 2022, pp. 1102–1123
- “Incremental optimization of independent sets under the reconfiguration framework” In J. Comb. Optim. 43.5, 2022, pp. 1264–1279
- Wm Woolsey Johnson and William Edward Story “Notes on the “15” puzzle” In Am. J. Math. 2.4, 1879, pp. 397–404
- “On Inapproximability of Reconfiguration Problems: PSPACE-Hardness and some Tight NP-Hardness Results” In CoRR abs/2312.17140, 2023
- Marcin Kamiński, Paul Medvedev and Martin Milanič “Shortest Paths Between Shortest Paths” In Theor. Comput. Sci. 412.39, 2011, pp. 5205–5210
- “On the Hardness of Approximating Minimization Problems” In J. ACM 41.5, 1994, pp. 960–981
- Marc Mézard, Thierry Mora and Riccardo Zecchina “Clustering of Solutions in the Random Satisfiability Problem” In Phys. Rev. Lett. 94.19, 2005, pp. 197205
- “Approximation and Hardness of Token Swapping” In ESA, 2016, pp. 66:1–66:15
- Sidhanth Mohanty, Ryan O’Donnell and Pedro Paredes “Explicit Near-Ramanujan Graphs of Every Degree” In SIAM J. Comput. 51.3, 2021, pp. STOC20-1-STOC20–23
- Naomi Nishimura “Introduction to Reconfiguration” In Algorithms 11.4, 2018, pp. 52
- Naoto Ohsaka “Gap Preserving Reductions Between Reconfiguration Problems” In STACS, 2023, pp. 49:1–49:18
- Naoto Ohsaka “On Approximate Reconfigurability of Label Cover” In CoRR abs/2304.08746, 2023
- Naoto Ohsaka “Alphabet Reduction for Reconfiguration Problems” In CoRR abs/2402.10627, 2024
- Naoto Ohsaka “Gap Amplification for Reconfiguration Problems” In SODA, 2024, pp. 1345–1366
- “Reconfiguration Problems on Submodular Functions” In WSDM, 2022, pp. 764–774
- “Non Deterministic Polynomial Optimization Problems and Their Approximations” In Theor. Comput. Sci. 15.3, 1981, pp. 251–277
- Christos H. Papadimitriou and Mihalis Yannakakis “Optimization, Approximation, and Complexity Classes” In J. Comput. Syst. Sci. 43.3, 1991, pp. 425–440
- Jaikumar Radhakrishnan “Gap Amplification in PCPs Using Lazy Random Walks” In ICALP, 2006, pp. 96–107
- Ran Raz “A parallel repetition theorem” In SIAM J. Comput. 27.3, 1998, pp. 763–803
- “On Dinur’s Proof of the PCP Theorem” In Bull. Am. Math. Soc. 44.1, 2007, pp. 19–61
- “Gap Amplification for Small-Set Expansion via Random Walks” In APPROX/RANDOM, 2014, pp. 381–391
- Akira Suzuki, Amer E. Mouawad and Naomi Nishimura “Reconfiguration of dominating sets” In J. Comb. Optim. 32.4, 2016, pp. 1182–1195
- Jan van den Heuvel “The Complexity of Change” In Surveys in Combinatorics 2013 409 Cambridge University Press, 2013, pp. 127–160
- Alexander S. Wein “Optimal low-degree hardness of maximum independent set” In Math. Stat. Learn. 4.3/4, 2021, pp. 221–251
- Michał Włodarczyk “Parameterized Inapproximability for Steiner Orientation by Gap Amplification” In ICALP, 2020, pp. 104:1–104:19
- “Swapping labeled tokens on graphs” In Theor. Comput. Sci. 586, 2015, pp. 81–94
- “Decremental Optimization of Vertex-Coloring Under the Reconfiguration Framework” In COCOON, 2021, pp. 355–366