RF
Reza Farahani
cs.MMcs.DCcs.LGcs.AIcs.NIeess.IV
On Valency
published · living versionsW_9fsxa5p4·v1 · currentpublished
Can We Rely on Language Models to Orchestrate Services across the Edge-Cloud Continuum?
with Zhenghao Wu, Ruihai Dong, Hamed Haddadi, Omer Rana +1
1 version
Preprints & journals
16 papers in the corpus · 2023–2026DRLM: Deep Reinforcement Learning-Based LLM Query Orchestration in Edge Environments2609.00442v1 · Reza Farahani, Zoha Azimi Ourimi, Mario Colosi et al.2026 · 0 citationsarXiv
LMEdge: QoS-Aware LLM Inference Orchestration on Edge Clusters2607.17175v1 · Reza Farahani, Zoha Azimi, Mario Colosi et al.2026 · 0 citationsarXiv
Scale: Deep Reinforcement Learning for Container Scheduling in Serverless Edge Computing2605.15704v1 · Chen Chen, Zihan Jia, Andrea Sabbioni et al.2026 · 0 citationsarXiv
ClusterLess: Deadline-Aware Serverless Workflow Orchestration on Federated Edge Clusters2605.04310v1 · Reza Farahani, Mario Colosi, Ilir Murturi et al.2026 · 0 citationsarXiv
Orchestrating Serverless Applications in the Edge Cloud Space Continuum: What Breaks and What is Next?2605.04316v1 · Hadi Tabatabaee Malazi, Reza Farahani, Nitinder Mohan et al.2026 · 0 citationsarXiv
DQ-Ladder: A Deep Reinforcement Learning-based Bitrate Ladder for Adaptive Video Streaming2603.13597v1 · Reza Farahani, Zoha Azimi, Vignesh V Menon et al.2026 · 0 citationsarXiv
Agentic Service Markets Across the Computing Continuum: A Polymatroidal Architecture2603.05614v3 · Lauri Lov'en, Alaa Saleh, Reza Farahani et al.2026 · 0 citationsarXiv
ELLMPEG: An Edge-based Agentic LLM Video Processing Tool2602.00028v1 · Zoha Azimi, Reza Farahani, Radu Prodan et al.2026 · 2 citationsarXiv
Osmotic Learning: A Self-Supervised Paradigm for Decentralized Contextual Data Representation2512.23096v1 · Mario Colosi, Reza Farahani, Maria Fazio et al.2025 · 0 citationsInternational Joint Conference on Neural Networks 2025 International Joint Conference on Neural Networks International Joint Conference on Neural Networks (IJCNN)
DEEP: Edge-based Dataflow Processing with Hybrid Docker Hub and Regional Registries2504.08741v1 · Narges Mehran, Zahra Najafabadi Samani, Reza Farahani et al.2025 · 2 citationsarXiv
Towards AI-Assisted Sustainable Adaptive Video Streaming Systems: Tutorial and Survey2406.02302v1 · Reza Farahani, Zoha Azimi, Christian Timmerer et al.2024 · 8 citationsarXiv
Network-Assisted Delivery of Adaptive Video Streaming Services through CDN, SDN, and MEC2403.16951v1 · Reza Farahani2024 · 1 citationarXiv
Towards Low-Latency and Energy-Efficient Hybrid P2P-CDN Live Video Streaming2403.16985v1 · Reza Farahani, Christian Timmerer, Hermann Hellwagner2024 · 2 citationsarXiv
Energy-Efficient Multi-Codec Bitrate-Ladder Estimation for Adaptive Video Streaming2310.09570v1 · Vignesh V Menon, Reza Farahani, Prajit T Rajendran et al.2023 · 12 citationsarXiv
Transcoding Quality Prediction for Adaptive Video Streaming2304.10234v1 · Vignesh V Menon, Reza Farahani, Prajit T Rajendran et al.2023 · 11 citationsarXiv
Video Quality Assessment with Texture Information Fusion for Streaming Applications2302.14465v2 · Vignesh V Menon, Prajit T Rajendran, Reza Farahani et al.2023 · 16 citationsarXiv
Career total: 56 works. 16 are in this corpus.
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