Pith Number

pith:TXEK74ZX

pith:2025:TXEK74ZX5C4QF4WD4JFXDUOKDF

not attested not anchored not stored refs pending

Large-Scale AI in Telecom: Charting the Roadmap for Innovation, Scalability, and Enhanced Digital Experiences

Adnan Shahid, Adrian Kliks, Ahmed Al-Tahmeesschi, Ahmed Elbakary, Alexandros Nikou, Ali Maatouk, Ali Mokh, Amirreza Kazemi, Antonio De Domenico, Athanasios Karapantelakis, Bo Cheng, Bohao Wang, Bo Yang, Carlo Fischione, Chaouki Ben Issaid, Chao Zhang, Chau Yuen, Chenghui Peng, Chongwen Huang, Christina Chaccour, Christo Kurisummoottil Thomas, Dheeraj Sharma, Dimitris Kalogiros, Dusit Niyato, Eli de Poorter, Elissa Mhanna, Emilio Calvanese Strinati, Faouzi Bader, Fathi Abdeldayem, Fei Wang, Fenghao Zhu, Gianluca Fontanesi, Giovanni Geraci, Haibo Zhou, Hakimeh Purmehdi, Hamed Ahmadi, Hang Zou, Hongyang Du, Hoon Lee, Howard H. Yang, Iacopo Poli, Igor Carron, Ilias Chatzistefanidis, Inkyu Lee, Ioannis Pitsiorlas, Jaron Fontaine, Jiajun Wu, Jie Zeng, Jinane Karam, Jinan Li, Johny Gemayel, Juan Deng, Julien Frison, Kaibin Huang, Kehai Qiu, Keith Ball, Kezhi Wang, Kun Guo, Leandros Tassiulas, Lecorve Gwenole, Liexiang Yue, Lina Bariah, Louis Powell, Marcin Dryjanski, Maria Amparo Canaveras Galdon, Marios Kountouris, Maryam Hafeez, Maxime Elkael, Mehdi Bennis, Mehdi Boudjelli, Meiling Dai, Merouane Debbah, Michele Polese, Mohamad Assaad, Mohamed Benzaghta, Mohammad Al Refai, Moussab Djerrab, Mubeen Syed, Muhammad Amir, Najla Alkaabi, Nan Li, Nassim Sehad, Navid Nikaein, Na Yan, Omar Hashash, Pawel Sroka, Qianqian Yang, Qiyang Zhao, Rasoul Nikbakht Silab, Rex Ying, Roberto Morabito, Rongpeng Li, Ryad Madi, Salah Eddine El Ayoubi, Salvatore D'Oro, Samson Lasaulce, Serveh Shalmashi, Sige Liu, Sihem Cherrared, Swarna Bindu Chetty, Swastika Dutta, Syed A. R. Zaidi, Tianjiao Chen, Timothy Murphy, Tommaso Melodia, Tony Q.S. Quek, Vishnu Ram, Walid Saad, Wassim Hamidouche, Weilong Chen, Xiaoou Liu, Xiaoxue Yu, Xijun Wang, Xingyu Shang, Xinquan Wang, Xuelin Cao, Yang Su, Yanping Liang, Yansha Deng, Yifan Yang, Yingping Cui, Yu Sun, Yuxuan Chen, Yvan Pointurier, Zeinab Nehme, Zeinab Nezami, Zhaohui Yang, Zhaoyang Zhang, Zhe Liu, Zhenyu Yang, Zhuang Zhou, Zhu Han, Zihan Chen, Zirui Chen, Zitao Shuai

arxiv:2503.04184 v1 · 2025-03-06 · cs.NI · cs.AI · cs.CL

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\usepackage{pith}
\pithnumber{TXEK74ZX5C4QF4WD4JFXDUOKDF}

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Record completeness

1 Bitcoin timestamp

2 Internet Archive

3 Author claim open · sign in to claim

4 Citations open

5 Replications open

✓ Portable graph bundle live · download bundle · merged state

The bundle contains the canonical record plus signed events. A mirror can host it anywhere and recompute the same current state with the deterministic merge algorithm.

Cited by

4 papers in Pith

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Robust Hybrid Beamforming with Liquid Crystal Antennas and Liquid Neural Networks

Telecom World Models: Unifying Digital Twins, Foundation Models, and Predictive Planning for 6G

Receipt and verification

First computed	2026-07-05T10:25:31.599387Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

9dc8aff337e8b902f2c3e24b71d1ca1976c3d591962c7a2ae566ef95e6752ab9

Aliases

arxiv: 2503.04184 · arxiv_version: 2503.04184v1 · doi: 10.48550/arxiv.2503.04184 · pith_short_12: TXEK74ZX5C4Q · pith_short_16: TXEK74ZX5C4QF4WD · pith_short_8: TXEK74ZX

Agent API

Resolver JSON Graph JSON Events JSON Schema Signing key

Verify this Pith Number yourself

curl -sH 'Accept: application/ld+json' https://pith.science/pith/TXEK74ZX5C4QF4WD4JFXDUOKDF \
  | jq -c '.canonical_record' \
  | python3 -c "import sys,json,hashlib; b=json.dumps(json.loads(sys.stdin.read()), sort_keys=True, separators=(',',':'), ensure_ascii=False).encode(); print(hashlib.sha256(b).hexdigest())"
# expect: 9dc8aff337e8b902f2c3e24b71d1ca1976c3d591962c7a2ae566ef95e6752ab9

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "cac5334f99b12b4378102d62faab75e943306553ba31fc62166663646c4ef5d5",
    "cross_cats_sorted": [
      "cs.AI",
      "cs.CL"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.NI",
    "submitted_at": "2025-03-06T07:53:24Z",
    "title_canon_sha256": "caf1852530bccfe4ac9d876cf80a1110c399b5520699de0beaacd9649c9ad471"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2503.04184",
    "kind": "arxiv",
    "version": 1
  }
}