ICML 2026 Past Generative models

Second Workshop of AI4NextG @ ICML 2026: AI and ML for Next-Generation Wireless

AI4NextG @ ICML 2026

Submission deadline
May 5, 2026, 11:59 UTC
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Submission portal
OpenReview
Notes
Auto-imported from the OpenReview venue record on 2026-06-10 — please verify and enrich (topics are keyword-guessed).

Accepted papers (28)

Fetched from OpenReview (v2) on 2026-06-10.

  1. A Tale of Two Learning Algorithms: Multiple Stream Random Walk and Asynchronous Gossip

    Peyman Gholami, Hulya Seferoglu · PDF
  2. Against the Monolithic Wireless World Model: Why NextG Needs Composable and Agentic Intelligence

    Aladin Djuhera, Farhan Ahmed, Vlad C. Andrei, Swanand Ravindra Kadhe, Alecio Binotto, Haris Gacanin, Holger Boche · PDF
  3. Beyond Exact-Match: Semantic Authentication for AI-Native Wireless Systems

    Sang Wu Kim, Anders Host-Madsen · PDF
  4. Beyond Type-II: Site-Specific Subspace Inference for Efficient CSI Feedback

    Cheng-Jie Zhao, Zhaolin Wang, Zongyao Zhao, Yuanwei Liu · PDF
  5. Capacity-Aware Federated Offline Reinforcement Learning for Resource-Heterogeneous Edge Clients

    Seungchan Yu, Kyungjae Lee, Jungchan Cho, Jungwoo Lee · PDF
  6. Certified Characterization of Privacy, Participation, and Convergence in Over-the-Air Federated Learning

    Ayse Sila Okcu, O. Tansel Baydas, Ozgur B. Akan · PDF
  7. Conformal Semantic Communication: Distribution-Free Task-Level Coverage Guarantees for Goal-Oriented Transmission Under Channel Shift

    Soham Batra, Siddharth Karuturi, Kaustubh S. Bukkapatnam, Laksh Patel, Tanush Ajay Shastry, Matthew Park · PDF
  8. Deep Reinforcement Learning-based Multi-Target Tracking and Association in Cooperative Millimeter-Wave ISAC Systems

    Tongkai LI, Weifeng Zhu, Shuowen Zhang, Jiannong Cao, Shuguang Cui, Liang Liu · PDF
  9. Distribution-Free Adaptive Modulation and Coding via Online Conformal Inference under Non-Stationary Fading

    Soham Batra, Siddharth Karuturi, Kaustubh S. Bukkapatnam, Laksh Patel, Tanush Ajay Shastry, Matthew Park · PDF
  10. Domain Adaptation Under Wireless Network Constraints: When Does It Become Green?

    Illyyne Saffar, Aurelie Boisbunon, Shruti Bothe · PDF
  11. Efficient Graph Attention-based Learning for Traffic Prediction and Uncertainty-Aware Anomaly Detection in AI-driven O-RAN

    Tzu-Herng Wang, Lan-Huong Nguyen, Ren-Hung Hwang, Van-Linh Nguyen · PDF
  12. Graph-Localized Offline Federated Multi-Agent Reinforcement Learning for Wireless Networks

    O. Tansel Baydas, Ayse Sila Okcu, Ozgur B. Akan · PDF
  13. Inductive Latent Context Persistence: Closing the Post-Handover Cold Start in 6G Radio Access Networks

    Anubhab Banerjee, Daniyal Amir Awan · PDF
  14. Intent-Driven 6G Service Orchestration: Grounded Translation, Validation, and Decomposition

    Jean Martins, Leonid Mokrushin, Marin Orlic, Amardeep Kumar A · PDF
  15. Interpretable and Privacy-Preserving Federated Learning via Subspace Representations

    Jaein Lee, Jungwoo Lee · PDF
  16. Learning to Offload with Low Regret under Asymmetric Misclassification Costs

    Umang Agarwal, Vinay Sutar, Sharayu Moharir · PDF
  17. MambaCSP: Hybrid-Attention State Space Models for Hardware-Efficient Channel State Prediction

    Aladin Djuhera, Haris Gacanin, Holger Boche · PDF
  18. Normalization-Free Knowledge Distillation for Variable-Bit CSI Feedback in Massive MIMO

    Eunju Seo, WooJun Kim, Dongjin Ji · PDF
  19. PAW: Parallel-Wavelet Attention for Lightweight Asymmetric Semantic Image Communication in 6G Space Networks

    Ziyang MENG, Yuheng Zhang, Lu Lu, Jianhua He, Yongsheng Gong · PDF
  20. PilotWiMAE: Wireless Channel Pilots Are All You Need

    Berkay Guler, Giovanni Geraci, Hamid Jafarkhani · PDF
  21. Risk-Calibrated Semantic Transmission for Communication-Efficient Heterogeneous Collaborative Inference

    Byeonghyeon Park, Joonhyuk Kang · PDF
  22. Sample-Efficient Self-Interference Cancellation for In-Band Full Duplex Radios via In-Context Learning

    Rushabha Balaji, Abhiram Kadiyala, Danijela Cabric, Suhas Diggavi · PDF
  23. Self-Explaining Reinforcement Learning for Mobile Network Resource Allocation

    Konrad Nowosadko, Franco Ruggeri, Ahmad Terra · PDF
  24. Structured Masked Diffusion for Joint Multiuser Decoding

    Taekyun Lee, Jiyoung Yun, Jeffrey Andrews, Hyeji Kim · PDF
  25. Toward Reliable Intrusion Monitoring for O-RAN Based Networks with Conformal False Alarm Control

    Joohong Rheey, Hyunggon Park · PDF
  26. Towards Edge-deployable Telecom Intelligence with Efficient Small Language Models

    Somin Im, Heewon Park, Minhae Kwon · PDF
  27. Value Decomposition Fails in Anti-Coordination: A Systematic MARL Comparison for Dynamic Spectrum Access in Dense 6G Networks

    Aayam Bansal, Raghav Agarwal, Ishaan Gangwani · PDF
  28. Video Generation Empowered Long-Term Radio Map Prediction in UAV-Assisted Communication

    Lin Zhu, Weifeng Zhu, Shuowen Zhang, Liang Liu · PDF