Hardness of Robust Graph Isomorphism, Lasserre Gaps, and Asymmetry of Random Graphs

Subscribers:
344,000
Published on ● Video Link: https://www.youtube.com/watch?v=gAsQsEMgWU0



Duration: 49:51
186 views
2


Given two graphs which are almost isomorphic, is it possible to find a bijection which preserves most of the edges between the two? This is the algorithmic task of Robust Graph Isomorphism, which is a natural approximation variation of the Graph Isomorphism problem. In this talk, we show that no polynomial-time algorithm solves this problem, conditioned on Feige's Random 3XOR Hypothesis. In addition, we show that the Lasserre/SOS SDP hierarchy, the most powerful SDP hierarchy known, fails quite spectacularly on this problem: it needs a linear number of rounds to distinguish two isomorphic graphs from two far-from-isomorphic graphs. Along the way, we venture into the theory of random graphs by showing that a random graph is robustly asymmetric whp, meaning that any permutation which is close to an automorphism is itself close to the identity permutation. Joint work with Ryan O'Donnell, John Wright, and Chenggang Wu.




Other Videos By Microsoft Research


2016-07-27Developing Natural Language-based Software Analyses & Tools to Expedite Software Maintenance
2016-07-27Semi-Supervised Learning for Acoustic and Prosodic Modeling in Speech Recognition
2016-07-27Code Bubbles: Making the Vision Real
2016-07-27A novel framework of effective resource management for multi-hop wireless networks
2016-07-27Trajectories and the Extended User Experience
2016-07-27Programming Devices and Services with P - Lecture 1
2016-07-27Local Combinatorics, and Some Words on Local-to-Global Phenomena
2016-07-27Hastings-Levitov aggregation in the small-particle limit
2016-07-27Monitoring the Snowpack in Remote, Ungauged Mountains from Satellite and Computers
2016-07-27Self-Organizing Cellular Automata
2016-07-27Hardness of Robust Graph Isomorphism, Lasserre Gaps, and Asymmetry of Random Graphs
2016-07-27Introducing Microsoft Pix – A Smarter Camera App
2016-07-26Getting Ready for Change: Handling Concept Drift in Predictive Analytics
2016-07-26The Lab as Studio: Stories from Microsoft Research's first visiting artist
2016-07-26Distributed Optimization via Alternating Direction Method of Multipliers
2016-07-26Role of symbolic execution in software testing, debugging and repair
2016-07-26Can You Hide in an Internet Panopticon?
2016-07-26Intersection of two passions
2016-07-26Analysis of Boolean Functions: advances and challenges
2016-07-26Two basic problems in finite stochastic optimization
2016-07-26Decision Learning: Learning with Strategic Decision Making



Tags:
microsoft research