60 citations · 290 across the 27 of their papers we have counts for
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cs.SI2026
Overlapping Network Community Detection Using Sparse Backbones
Zihe Zhou, Samin Aref
Community structures are common in real networks, and extracting them provides valuable insight in applications ranging from drug discovery to market segmentation. Overlapping comm…
physics.soc-ph2026
Heuristic and exact modularity optimization with size-constrained communities
Filipi N. Silva, Samin Aref, Vincent Traag +1
When searching for communities in networks, domain experts may have some prior expectations about the size of communities. Yet, community detection methods normally do not optimize…
cs.LG2026
Sliced-Wasserstein Distribution Alignment Loss Improves the Ultra-Low-Bit Quantization of Large Language Models
Deyu Cao, Yixin Yin, Samin Aref
The benefits of most large language models come with steep and often hidden economic and environmental costs due to their resource usage inefficiency during deployment. Model quant…