Recent Work
- Convergence conditions for stochastic local
search
- Probabilistic models of network formation (Quanta Magazine article, July 2015)
- Applications of error-correcting codes in machine learning
Selected Papers
- Random
Walks that Find Perfect Objects and the Lovász
Local Lemma
J. ACM, 22:1-22:29 (2016). -
Explosive Percolation in Random Networks
Science 2009, 323, 1453 - 1455 -
The Two Possible Values of the Chromatic Number of
a Random Graph
Annals of Mathematics, 162 (3), (2005), 1333-1349. -
Rigorous Location of Phase Transitions in Hard
Optimization Problems
Nature, 435 (2005), 759-764.
Preprints
-
Bad Global
Minima Exist and SGD Can Reach Them
S. Liu, D. Papailiopoulos, D. Achlioptas,
NeurIPS'20, to appear.
- The Random
2-SAT Partition Function
D. Achlioptas, A. Coja-Oghlan, M. Hahn-Klimroth, J. Lee, N. Muller, M. Penschuck, G. Zhou,
Random Structures & Algorithms, to appear.
2020
- Simple Local
Computation Algorithms for the General Lovász Local
Lemma
D. Achlioptas, T. Gouleakis, F. Iliopoulos,
SPAA'20, 1-10
2019
- Beyond the
Lovász Local Lemma: Point to Set Correlations and
Their Algorithmic Applications
D. Achlioptas, F. Iliopoulos, A. Sinclair,
FOCS'19, 725-744. - A Local
Lemma for Focused Stochastic Algorithms
D. Achlioptas, F. Iliopoulos, V. Kolmogorov,
SIAM J. Computing, 48 (5), 1583-1602 (2019)
- Model
Counting with Error-Correcting Codes
D. Achlioptas, P. Theodoropoulos,
Constraints, 24(2): 162-182 (2019).
2018
- Symmetric
Graph Properties Have Independent Edges
D. Achlioptas, P. Siminelakis,
Information & Computation, 261 (2), 446-463 (2018). - Fast
Sampling of Perfectly Uniform Satisfying
Assignments
D. Achlioptas, Z. Hammoudeh, P. Theodoropoulos,
SAT'18, 135-147. - Fastand
Flexible Probabilistic Model Counting
D. Achlioptas, Z. Hammoudeh, P. Theodoropoulos,
SAT'18, 148-164.
2017
- SkipGram-
Zipf + Uniform = Vector Additivity
A. Gittens, M.W. Mahoney, D. Achlioptas
ACL'17: 69-76. - Stochastic
Control via Entropy Compression
D. Achlioptas, F. Iliopoulos, N. Vlassis
ICALP'17, 469-479. - Time-invariant
LDPC convolutional codes
D. Achlioptas, S. Hassani, W. Liu, R. Urbanke
ISIT'17, 366-370. - Probabilistic
Model Counting with Short XORs
D. Achlioptas, P. Theodoropoulos
SAT'17, 3-19.
2016
- Random Walks
that Find Perfect Objects and the Lovasz Local Lemma
D. Achlioptas, F. Iliopoulos
Journal of ACM, 63 (3): 22:1-22:29 (2016).
- Bounds
for Random Constraint Satisfaction Problems via
Spatial Coupling
D. Achlioptas, H. Hassani, N. Macris, R. Urbanke
SODA'16, 469-479. - Focused Local
Search and the Lovasz Local Lemma
D. Achlioptas, F. Iliopoulos
SODA'16, 2024-2038.
2015
- Symmetric
Graph Properties have Independent Edges
D. Achlioptas, P. Siminelakis
ICALP'15, 467-478. - Stochastic
Integration via Error-Correcting Codes
D. Achlioptas, P. Jiang
UAI'15, 22-31. - Navigability
is a Robust Property
D. Achlioptas, P. Siminelakis
WAW'15, 78-91.
2014
- Random
Walks that Find Perfect Objects and the Lovász Local
Lemma
D. Achlioptas, F. Iliopoulos
FOCS'14, 494-503. - Erasure
Coding & Read/Write Separation in Flash Storage
D. Skourtis, D. Achlioptas, N. Watkins, C. Maltzahn, S. Brandt
INFLOW'14. - Flash
on Rails: Consistent Flash Performance through
Redundancy
D. Skourtis, D. Achlioptas, N. Watkins, C. Maltzahn, S. Brandt
USENIX ATC'14, 463-474.
2013
- Near-Optimal
Entrywise Sampling for Data Matrices
D. Achlioptas, Z. Karnin, E. Liberty
NIPS'13, 1565-1573. - High
Perfomance & Low Latency in Solid-State Drives
through Redundancy
D. Skourtis, D. Achlioptas, C. Maltzahn, S. Brandt
INFLOW@SOSP'13, 6:1-6:9
2012
- Unsatisfiability
Lower Bounds for Random CSPs from an Energetic
Interpolation Method
D. Achlioptas, R. Menchaca-Mendez
ICALP'12, 1-12. - Exponential
Lower Bounds for DPLL Algorithms on Satisfiable
Random 3-CNF Formulas
D. Achlioptas, R. Menchaca-Mendez
SAT'12, 327-340. - Algorithmic
Improvements of the Lovasz Local Lemma via Cluster
Expansion
D. Achlioptas, T. Gouleakis
FSTTCS'12, 16-23.
2011
- The
Solution Space Geometry of Random Linear Equations
D. Achlioptas, M. Molloy
Random Structures & Algorithms, 46, 197-231 (2011).
2010
- On
the solution-space geometry of random constraint
satisfaction problems
D. Achlioptas, A. Coja-Oghlan, F. Ricci-Tersenghi
Random Structures & Algorithms, 38, 251-268 (2010).
2009
- Explosive
Percolation in Random Networks
Report
in New Scientist
D. Achlioptas, R. D'Souza, J. Spencer
Science, 323, 1453-1455 (2009). - Random
Satisfiability
Handbook of Satisfiability, Eds. A. Biere et al., IOS Press, 243-268 (2009) - On
the Bias of Traceroute Sampling
D. Achlioptas, A. Clauset, D.Kempe, C. Moore
Journal of ACM, 56 (4), Article 21 (June 2009). - Random
Formulas have Frozen Variables
D. Achlioptas, F. Ricci-Tersenghi
SIAM Journal of Computing, 39, 260-280 (2009).
2008
- Algorithmic
Barriers from Phase Transitions
D. Achlioptas, A. Coja-Oghlan
FOCS'08, 793–802. - Solution
Clustering in Random Satisfiability
European Physics Journal B, 64, 395-402 (2008).
2007
- On
the maximum satisfiability of random formulas
D. Achlioptas, A. Naor, Y. Peres
Journal of ACM, 54 (2), Article 9, (2007). - Fast
Computation of Low-Rank Approximations
D. Achlioptas, F. McSherry
Journal of ACM, 54 (2), Article 10 (2007).
2006
- Random
k-SAT: Two Moments Suffice to Cross a Sharp
Threshold
D. Achlioptas, C. Moore
SIAM Journal of Computing, 36, 740-762 (2006). - On
the Solution-Space Geometry of Random Constrain
Satisfaction Problems
D. Achlioptas, F. Ricci-Tersenghi
STOC'06, 130-139.
2005
- The
Two Possible Values of the Chromatic Number of a
Random Graph
D. Achlioptas, A. Naor
Annals of Mathematics, 162 (3), 1333-1349 (2005). - Rigorous
Location of Phase Transitions in Hard Optimization
Problems
D. Achlioptas, A. Naor, Y. Peres
Nature, 435, 759-764 (2005). - Hiding
Truth Assignments: Two are Better Than One
D. Achlioptas, H. Jia, C. Moore
Journal of Artifical Intelligence Research, 24, 623-639 (2005). - Rapid
Mixing for Lattice Colourings with Fewer Colours
D. Achlioptas, M. Molloy, C. Moore, F. van Bussell
Journal of Statistical Mechanics: Theory and Experiment, 2005, P10012.
2004
- The
Threshold for Random k-SAT is 2klog2 -
O(k)
D. Achlioptas, Y. Peres
Journal of the American Mathematical Society, 17, 947-973 (2004). - A
Sharp Threshold in Proof Complexity Yields a Lower
Bound for Satisfiability Search
D. Achlioptas, P. Beame, M. Molloy
Journal of Computer & System Sciences, 68 (2), 238-268 (2004). - Random
Matrices in Data Analysis
ECML'04, 1-8. - The
Chromatic Number of Random Regular Graphs
D. Achlioptas, C. Moore
RANDOM'04, 219-228. - Exponential
Bounds for DPLL Below the Satisfiability Threshold
D. Achlioptas, P. Beame, M. Molloy
SODA'04, 132-133.
2003
- Almost
all Graphs with Average Degree 4 are 3-colorable
D. Achlioptas, C. Moore
Journal of Computer & System Sciences 67 (2), 441-471 (2003). - Database-friendly
Random Projections: Johnson-Lindenstrauss with
Binary Coins
Journal of Computer & System Sciences, 66 (4), 671-687 (2003). - The
Fraction of Satisfiable Clauses in a Typical Formula
D. Achlioptas, A. Naor, Y.Peres
FOCS'03, 362-370.
2002
- On
the 2-colorability of Random Hypergraphs
D. Achlioptas, C. Moore
RANDOM'02. - Sampling
Techniques for Kernel Methods
D. Achlioptas, F. McSherry, B. Schölkopf
NIPS'02. - Two-Coloring
Random Hypergraphs
D. Achlioptas, J.H. Kim, M. Krivelevich, P.Tetali
Random Structures & Algorithms, 20 (2), 249-259 (2002).
2001
- Web
Search via Hub Synthesis
D. Achlioptas, A. Fiat, A. Karlin, F. McSherry
FOCS'01, 611-618. - Balance
and Filtering in Structured Satisfiable Problems
H. Kautz, Y. Ruan, D. Achlioptas, B. Selman, C. Gomes, M. Stickel
IJCAI'01, 351-358. - The
Phase Transition in NAESAT and 1-in-k SAT
D. Achlioptas, A. Chtcherba, G. Istrate, C. Moore
SODA'01, 721-722. - Lower
Bounds for Random 3-SAT via Differential Equations
Theoretical Computer Science, 265 (1-2), 159-185 (2001). - Random
Constraint Satisfaction: A More Accurate Picture
D. Achlioptas, L.M. Kirousis, E. Kranakis, D. Krizanc, M.Molloy, Y. Stamatiou
Constraints, 6 (4), 329-344, (2001).
- Rigorous
Results for (2+p)-SAT
D. Achlioptas, L.M. Kirousis, E. Kranakis, D. Krizanc
Theoretical Computer Science, 265 (1-2), 109-129 (2001).
2000
- Optimal
Myopic Algorithms for Random 3-SAT
D. Achlioptas, G.B. Sorkin
FOCS'00, 590-600. - Generating
Satisfiable Problem Instances
D. Achlioptas C. Gomes, H. Kautz, B. Selman
AAAI'00. - Setting
Two Variables at a Time Yields a New Lower Bound for
Random 3-SAT
STOC'00, 28-37. - Competitive
Analysis of Randomized Paging Algorithms
D. Achlioptas, M. Chrobak, J. Noga
Theoretical Computer Science, 234, 203-218 (2000).
1999
- A
Sharp Threshold for k-Colorability
D. Achlioptas, E. Friedgut
Random Structures & Algorithms, 14 (1), 63-70 (1999). - Almost
All Graphs with 2.522n Edges are not 3-Colorable
D. Achlioptas, M. Molloy
Electronic Journal of Combinatorics, 6 (1), R29 (1999). - Tight
Lower Bounds on st-Connectivity on the NNJAG model
J. Edmonds, C.K. Poon, D. Achlioptas
SIAM Journal on Computing, 28 (6), 2257-2284 (1999).
1997-98
- The
Existence of Uniquely G-free Colourable Graphs
D. Achlioptas, J.I. Brown, D. Corneil, M. Molloy
Discrete Mathematics, 179, 1-11 (1998). - The Analysis of a
List-Coloring Algorithm on a Random Graph
D. Achlioptas, M. Molloy
FOCS'97, 204-212. - The
Complexity of G-free Colorability
Discrete Mathematics, 165/166, 21-30 (1997).