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Federated Model-Based Offline Multi-Agent Reinforcement Learning for Wireless Networks
Dohyeok Kwon, YeonseoJeong, Sungweon Hong, Songnam Hong
- Published: 24 Sept 2025, Last Modified: 18 Nov 2025
- AI4NextG @ NeurIPS 25 Poster
- Readers: Everyone
Privacy via Scheduling and Connectivity Design in Decentralized Federated Learning
Feng Wang, Zixi Wang, M. Cenk Gursoy, Senem Velipasalar
- Published: 24 Sept 2025, Last Modified: 18 Nov 2025
- AI4NextG @ NeurIPS 25 Poster
- Readers: Everyone
ConTwin: Contrastive Learning for Robust Digital Twin CSI Prediction
Sagnik Bhattacharya, Abhiram Rao Gorle, John M. Cioffi
- Published: 24 Sept 2025, Last Modified: 18 Nov 2025
- AI4NextG @ NeurIPS 25 Poster
- Readers: Everyone
Few Features are Enough: Communication-Efficient AI-RAN
Dayoung Choi, Siyoun Park, Jungmin Kwon, Hyunggon Park
- Published: 24 Sept 2025, Last Modified: 18 Nov 2025
- AI4NextG @ NeurIPS 25 Poster
- Readers: Everyone
Network Traffic Foundation Model with Adaptation via In-Context Learning and Mixture-of-Experts
Miru Kim, Minhae Kwon
- Published: 24 Sept 2025, Last Modified: 18 Nov 2025
- AI4NextG @ NeurIPS 25 Poster
- Readers: Everyone
Neuro-Cognitive Radios for Dynamic Spectrum Access
Rodrigo P. Ferreira, Pedro Lustosa Rege Botelho, Yubo Zhang, Igor Kadota
- Published: 24 Sept 2025, Last Modified: 18 Nov 2025
- AI4NextG @ NeurIPS 25 Poster
- Readers: Everyone
Realism and Fidelity: Two Sides of a Coin in Deep Joint Source-Channel Coding
Haotian Wu, Weichen Wang, Di You, Pier Luigi Dragotti, Deniz Gunduz
- Published: 24 Sept 2025, Last Modified: 18 Nov 2025
- AI4NextG @ NeurIPS 25 Poster
- Readers: Everyone
Position: There Is No Ground Truth -- Rethinking Evaluation in AI-Driven Channel Prediction
Abhiram Rao Gorle, John M. Cioffi
- Published: 24 Sept 2025, Last Modified: 18 Nov 2025
- AI4NextG @ NeurIPS 25 Poster
- Readers: Everyone
Frequency Extrapolation for Carrier Aggregation as a Super-Resolution Problem: Rethinking Conventional Forecasting Methods
Daoud Burghal, Yan Xin, Jianzhong Charlie Zhang
- Published: 24 Sept 2025, Last Modified: 18 Nov 2025
- AI4NextG @ NeurIPS 25 Poster
- Readers: Everyone
Foundation Model-aided Multi-agent Reinforcement Learning for Random Access Network Optimization
Myeung Suk Oh, Alvaro Velasquez, Jia Liu
- Published: 24 Sept 2025, Last Modified: 18 Nov 2025
- AI4NextG @ NeurIPS 25 Poster
- Readers: Everyone
Fairness-Oracular MARL with Competitor-Aware Signals for Collaborative Inference
Hansong Zhou, Xiaonan Zhang
- Published: 24 Sept 2025, Last Modified: 18 Nov 2025
- AI4NextG @ NeurIPS 25 Poster
- Readers: Everyone
Towards Building a Foundation Model for Wireless Sensing: A Pilot Study
Omer Gokalp Serbetci, Aditya V. Padaki, Prasad K Shamain, Koushik Araseethota Manjunatha
- Published: 24 Sept 2025, Last Modified: 18 Nov 2025
- AI4NextG @ NeurIPS 25 Poster
- Readers: Everyone
Federated learning over physical channels: adaptive algorithms with near-optimal guarantees
Rui Zhang, Wenlong Mou
- Published: 24 Sept 2025, Last Modified: 18 Nov 2025
- AI4NextG @ NeurIPS 25 Poster
- Readers: Everyone
PEARL: Peer-Enhanced Adaptive Radio via On-Device LLM
Juhyung Lee, Yanqing Lu, Klaus Doppler
- Published: 24 Sept 2025, Last Modified: 18 Nov 2025
- AI4NextG @ NeurIPS 25 Oral
- Readers: Everyone
Cross-Layer Design for Near-Field mmWave Beam Management and Scheduling under Delay-Sensitive Traffic
Zijun Wang, Anjali Omer, Nicholas Mastronarde, Jacob Chakareski, Rui Zhang
- Published: 24 Sept 2025, Last Modified: 18 Nov 2025
- AI4NextG @ NeurIPS 25 Poster
- Readers: Everyone
AURA: Adaptive Unified Reasoning and Automation with LLM-Guided MARL for NextG Cellular Networks
Narjes Nourzad, Mingyu Zong, Bhaskar Krishnamachari
- Published: 24 Sept 2025, Last Modified: 18 Nov 2025
- AI4NextG @ NeurIPS 25 Poster
- Readers: Everyone
Robust Channel Representation for Wireless: A Multi-Task Masked Contrastive Approach
Berkay Guler, Giovanni Geraci, Hamid Jafarkhani
- Published: 24 Sept 2025, Last Modified: 18 Nov 2025
- AI4NextG @ NeurIPS 25 Oral
- Readers: Everyone
Tele-LLM-Hub: Building Context-Aware Multi-Agent LLM Systems for Telecom Networks
Pranshav Gajjar, Cong Shen, Vijay K Shah
- Published: 24 Sept 2025, Last Modified: 18 Nov 2025
- AI4NextG @ NeurIPS 25 Poster
- Readers: Everyone
Channel Simulation and Distributed Compression with Ensemble Rejection Sampling
Buu Phan, Ashish J Khisti
- Published: 24 Sept 2025, Last Modified: 18 Nov 2025
- AI4NextG @ NeurIPS 25 Poster
- Readers: Everyone
Physics-Informed Neural Networks for Wireless Channel Estimation with Limited Pilot Signals
Alireza Javid, Nuria Gonzalez Prelcic
- Published: 24 Sept 2025, Last Modified: 18 Nov 2025
- AI4NextG @ NeurIPS 25 Poster
- Readers: Everyone
Block ModShift: Model Privacy via Dynamic Designed Shifts
Nomaan A. Kherani, Urbashi Mitra
- Published: 24 Sept 2025, Last Modified: 18 Nov 2025
- AI4NextG @ NeurIPS 25 Poster
- Readers: Everyone
Adaptive Cooperative Transmission Design for Ultra-Reliable Low-Latency Communications via Deep Reinforcement Learning
Hyemin Yu, Hong-Chuan Yang
- Published: 24 Sept 2025, Last Modified: 18 Nov 2025
- AI4NextG @ NeurIPS 25 Poster
- Readers: Everyone
Conformal Sparsification for Bandwidth-Efficient Edge–Cloud Speculative Decoding
Payel Bhattacharjee, Fengwei Tian, Meiyu Zhong, Guangyi Zhang, Osvaldo Simeone, Ravi Tandon
- Published: 24 Sept 2025, Last Modified: 18 Nov 2025
- AI4NextG @ NeurIPS 25 Poster
- Readers: Everyone
Retrieval-Augmented Generation for Reliable Interpretation of Radio Regulations
Zakaria El Kassimi, Fares Fourati, Mohamed-Slim Alouini
- Published: 24 Sept 2025, Last Modified: 18 Nov 2025
- AI4NextG @ NeurIPS 25 Poster
- Readers: Everyone
Physics-based Meta Learning for Channel Transformation
Satyavrat Wagle, Akshay Malhotra, Shahab Hamidi-Rad, Aditya Sant, Christopher Brinton
- Published: 24 Sept 2025, Last Modified: 18 Nov 2025
- AI4NextG @ NeurIPS 25 Poster
- Readers: Everyone

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