30 citations · 198 across the 64 of their papers we have counts for
5 papers · 1 filter
Delay-Optimal Transmission Scheduling Policies for Time-Correlated Fading Channels
Manali Dutta, Gourav Saha, Rahul Singh +1
Millimeter-wave (mmWave) networks have the potential to support high throughput and low-latency requirements of 5G-and-beyond communication standards. But transmissions in this ban…
FIRM: Federated In-client Regularized Multi-objective Alignment for Large Language Models
Fatemeh Nourzad, Amirhossein Roknilamouki, Eylem Ekici +2
Aligning Large Language Models (LLMs) with human values often involves balancing multiple, conflicting objectives such as helpfulness and harmlessness. Training these models is com…
Curated Collaborative AI Edge with Network Data Analytics for B5G/6G Radio Access Networks
Sardar Jaffar Ali, Syed M. Raza, Duc-Tai Le +4
Despite advancements, Radio Access Networks (RAN) still account for over 50\% of the total power consumption in 5G networks. Existing RAN split options do not fully harness data po…
AI Safety vs. AI Security: Demystifying the Distinction and Boundaries
Zhiqiang Lin, Huan Sun, Ness Shroff
Artificial Intelligence (AI) is rapidly being integrated into critical systems across various domains, from healthcare to autonomous vehicles. While its integration brings immense…
Prediction-Assisted Online Distributed Deep Learning Workload Scheduling in GPU Clusters
Ziyue Luo, Jia Liu, Myungjin Lee +1
The recent explosive growth of deep learning (DL) models has necessitated a compelling need for efficient job scheduling for distributed deep learning training with mixed paralleli…