activity
20242026
most citedFaster and Lighter LLMs: A Survey on Current Challenges and Way Forward

2 citations · 2 across the 9 of their papers we have counts for

collaborators

10 papers

quant-ph2026

Joint GKP Encoding for GHZ States Transmission over Bosonic Quantum MIMO Channels

Seid Koudia, Selssabil Kadid, Symeon Chatzinotas +1

We study transmission of a Greenberger-Horne-Zeilinger (GHZ) state over nonunitary quantum multiple-input multiple-output (QuMIMO) channels using finite-energy Gottesman-Kitaev-Pre…

cs.NI2026

Agents That Model Agents: Five Principles Toward a Theory of Mind for 6G Networks

Hatim Chergui, Carolina Fernández-Martínez, Mehdi Bennis +1

Future 6G networks will rely on Large Language Model (LLM) agents to manage the Radio Access Network (RAN). However, current architectures assume inter-agent messages convey object…

cs.NI2026

6G Needs Agents: Toward Agentic AI-Native Networks for Autonomous Intelligence

Mohamed Amine Ferrag, Abderrahmane Lakas, Merouane Debbah

Sixth-generation (6G) networks are increasingly envisioned as AI-native infrastructures integrating communication, sensing, and computing into a unified fabric. However, existing a…

cs.NI2026

How Small Can 6G Reason? Scaling Tiny-to-Small Language Models for AI-Native Networks

Mohamed Amine Ferrag, Abderrahmane Lakas, Merouane Debbah

Emerging 6G visions, reflected in ongoing standardization efforts within 3GPP, IETF, ETSI, ITU-T, and the O-RAN Alliance, increasingly characterize networks as AI-native systems in…

cs.LG2026

Agentic AI-RAN: Enabling Intent-Driven, Explainable and Self-Evolving Open RAN Intelligence

Zhizhou He, Yang Luo, Xinkai Liu +4

Open RAN (O-RAN) exposes rich control and telemetry interfaces across the Non-RT RIC, Near-RT RIC, and distributed units, but also makes it harder to operate multi-tenant, multi-ob…

cs.NI2025

Multi-User Generative Semantic Communication with Intent-Aware Semantic-Splitting Multiple Access

Jiayi Lu, Wanting Yang, Zehui Xiong +4

With the booming development of generative artificial intelligence (GAI), semantic communication (SemCom) has emerged as a new paradigm for reliable and efficient communication. Th…

eess.SP2025

A Tractable Approach to Massive Communication and Ubiquitous Connectivity in 6G Standardization

Junyi Jiang, Wei Chen, Xin Guo +6

The full-scale 6G standardization has attracted considerable recent attention, especially since the first 3GPP-wide 6G workshop held in March 2025. To understand the practical and…

cs.IT2025

Fluid Antenna Meets RIS: Random Matrix Analysis and Two-Timescale Design for Multi-User Communications

Xin Zhang, Dongfang Xu, Jingjing Wang +3

The reconfigurability of fluid antenna systems (FASs) and reconfigurable intelligent surfaces (RISs) provides significant flexibility in optimizing channel conditions by jointly ad…

cs.IT2024

Fundamental Limits of Optical Fiber MIMO Channels With Finite Blocklength

Xin Zhang, Dongfang Xu, Shenghui Song +1

The multiple-input and multiple-output (MIMO) technique is regarded as a promising approach to boost the throughput and reliability of optical fiber communications. However, the fu…

cs.LG2024★ 2 cited

Faster and Lighter LLMs: A Survey on Current Challenges and Way Forward

Arnav Chavan, Raghav Magazine, Shubham Kushwaha +2

Despite the impressive performance of LLMs, their widespread adoption faces challenges due to substantial computational and memory requirements during inference. Recent advancement…