4 papers
Ising-Based Louvain Method: Clustering Large Graphs with Specialized Hardware
Pouya Rezazadeh Kalehbasti, Hayato Ushijima-Mwesigwa, Avradip Mandal +1
Recent advances in specialized hardware for solving optimization problems such quantum computers, quantum annealers, and CMOS annealers give rise to new ways for solving real-word…
Ising-based Consensus Clustering on Specialized Hardware
Eldan Cohen, Avradip Mandal, Hayato Ushijima-Mwesigwa +1
The emergence of specialized optimization hardware such as CMOS annealers and adiabatic quantum computers carries the promise of solving hard combinatorial optimization problems mo…
Compressed Quadratization of Higher Order Binary Optimization Problems
Avradip Mandal, Arnab Roy, Sarvagya Upadhyay +1
Recent hardware advances in quantum and quantum-inspired annealers promise substantial speedup for solving NP-hard combinatorial optimization problems compared to general-purpose c…
Leveraging Special-Purpose Hardware for Local Search Heuristics
Xiaoyuan Liu, Hayato Ushijima-Mwesigwa, Avradip Mandal +3
As we approach the physical limits predicted by Moore's law, a variety of specialized hardware is emerging to tackle specialized tasks in different domains. Within combinatorial op…