SSFL: Discovering Sparse Unified Subnetworks at Initialization for Efficient Federated Learning

Riyasat Ohib, Bishal Thapaliya, Gintare Karolina Dziugaite et al.

Action editor: Ali Ramezani-Kebrya

https://openreview.net/forum?id=kUZ6LhUB26

#imagenet #sparse #subnetworks

Bridging Lottery Ticket and Grokking: Understanding Grokking from Inner Structure of Networks

Gouki Minegishi, Yusuke Iwasawa, Yutaka Matsuo

Action editor: Naigang Wang

https://openreview.net/forum?id=eQeYyup1tm

#generalization #generalizing #subnetworks

Uncovering Strong Lottery Tickets in Graph Transformers: A Path to Memory Efficient and Robust Gr...

Hiroaki Ito, Jiale Yan, Hikari Otsuka et al.

Action editor: Wenbing Huang

https://openreview.net/forum?id=B1q9po4LPl

#mpnns #graphgps #subnetworks

What defines subnetwork limits beyond controllers? I have not yet deployed a UN to production environment. Currently working in test environment and trying to establish the subnetworks for our Water UN (Hierarchical tier). In many ways, the schema is very close to the ESRI Water UN Foundation database, which is what I'd like to point to for this que...

#utilitynetwork #Subnetworks

DELTA: Dual Consistency Delving with Topological Uncertainty for Active Graph Domain Adaptation

Pengyun Wang, Yadi Cao, Chris Russell et al.

Action editor: Kui Jia

https://openreview.net/forum?id=P5y82LKGbY

#subgraph #graphs #subnetworks

Partially Frozen Random Networks Contain Compact Strong Lottery Tickets

Hikari Otsuka, Daiki Chijiwa, Ángel López García-Arias et al.

Action editor: Zhangyang Wang

https://openreview.net/forum?id=xpnPYfufhz

#imagenet #subnetworks #sparser