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Paper Citation Record · LEDGER

Task-Agnostic Semantic Communications Relying on Information Bottleneck and Federated Meta-Learning

As of 16 August 2026, this Paper Citation Record lists 34 of 34 outbound references and 1 inbound Pith citation observation for arXiv:2504.21723.

A citation records a reference. It does not transfer a finding from one paper to another.

pith.paper-citation-record.v1
2504.21723 v2

Coverage vector

measured 34 of 34 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-16T05:00:42.825823Z

measured 35 of 35 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-16T06:30:59.297886+00:00

measured 1 of 1 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-08-16T05:00:42.820182Z

measured 0 of 1 external citation measurements

A source-named dated measurement, never combined with another source.

Source: pith, observed 2026-08-16T05:00:42.868179Z

Reference resolution

34 of 34 outbound references displayed

  • verified exact1
  • verified fuzzy28
  • unresolved4
  • parse uncertain0
  • malformed identifier0
  • metadata mismatch1

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation 105e0a1a-dfab-4939-851f-1d8ca9c56906 · outbound

This paper cites Beyond transmitting bits: Context, semantics, and task-oriented communications,.

Task-Agnostic Semantic Communications Relying on Information Bottleneck and Federated Meta-Learning Beyond transmitting bits: Context, semantics, and task-oriented communications,

Reference 1

Resolution
verified fuzzy
raw_fallback, observed 2026-08-16T05:00:43.564633Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

source=pdf_text observed=2026-08-16T05:00:42.648366Z digest=sha256:298a135275d88466e39e1ab11d64e9d4ff25d5275cd899343d0ebc270656cd88

Observation 9d79d604-1fa6-4d01-ab6c-8a556e480391 · outbound

This paper cites Toward wisdom-evolutionary and primitive-concise 6G: A new paradigm of semantic communication networks,.

Task-Agnostic Semantic Communications Relying on Information Bottleneck and Federated Meta-Learning Toward wisdom-evolutionary and primitive-concise 6G: A new paradigm of semantic communication networks,

Reference 2

Resolution
verified fuzzy
raw_fallback, observed 2026-08-16T05:00:43.545871Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

source=pdf_text observed=2026-08-16T05:00:42.654125Z digest=sha256:d054b283d29da1d08b8da0416fdefd783a33761996f79073505b5743ba95f7cb

Observation edccb43c-20a1-4adb-a8d3-3fe1faf815c5 · outbound

This paper cites When AI meets sustainable 6G,.

Task-Agnostic Semantic Communications Relying on Information Bottleneck and Federated Meta-Learning When AI meets sustainable 6G,

Reference 3

Resolution
verified fuzzy
raw_fallback, observed 2026-08-16T05:00:43.525984Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

source=pdf_text observed=2026-08-16T05:00:42.659726Z digest=sha256:cc5d01f1455fece326f9b62e826785ec572cc5e5c59d94b241d7ff7251a2d878

Observation d0e34577-6796-4f15-9342-f3f2425105b3 · outbound

This paper cites Intellicise wireless networks from semantic commu- nications: A survey, research issues, and challenges,.

Task-Agnostic Semantic Communications Relying on Information Bottleneck and Federated Meta-Learning Intellicise wireless networks from semantic commu- nications: A survey, research issues, and challenges,

Reference 4

Resolution
metadata mismatch
raw_fallback, observed 2026-08-16T05:00:43.021039Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

source=pdf_text observed=2026-08-16T05:00:42.664522Z digest=sha256:981bfc721877b66434d4dac97606918b3ecc67a0707626e2cca7f1fbfdbbedb0

Observation acc07ff4-8a9e-4fe3-a800-12b08346ac0e · outbound

This paper cites Task-oriented explainable semantic communications,.

Task-Agnostic Semantic Communications Relying on Information Bottleneck and Federated Meta-Learning Task-oriented explainable semantic communications,

Reference 5

Resolution
verified fuzzy
raw_fallback, observed 2026-08-16T05:00:43.506137Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

source=pdf_text observed=2026-08-16T05:00:42.669775Z digest=sha256:7ba314d03b575cbdb4c1883162db732bae5fc377d4e5f6cf804c4c90928254ce

Observation c298f9cb-513e-4a92-b35f-2f7d0a317804 · outbound

This paper cites Federated learning and meta learning: Approaches, applications, and directions,.

Task-Agnostic Semantic Communications Relying on Information Bottleneck and Federated Meta-Learning Federated learning and meta learning: Approaches, applications, and directions,

Reference 6

Resolution
verified fuzzy
raw_fallback, observed 2026-08-16T05:00:43.483548Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

source=pdf_text observed=2026-08-16T05:00:42.675213Z digest=sha256:c4f50bfab0c52757c2973854799334778c75d35f622596010ab26a557d2802fe

Observation fa8ebab0-0058-49f6-a75c-2ad0b18d82cf · outbound

This paper cites On forecasting-oriented time series transmission: A fed- erated semantic communication system,.

Task-Agnostic Semantic Communications Relying on Information Bottleneck and Federated Meta-Learning On forecasting-oriented time series transmission: A fed- erated semantic communication system,

Reference 7

Resolution
verified fuzzy
raw_fallback, observed 2026-08-16T05:00:43.467082Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

source=pdf_text observed=2026-08-16T05:00:42.680757Z digest=sha256:6ba21a9b91b25ab259cc38e1f4e7f2b5d2fd39106de4d09b12439c2d2fa95cb9

Observation 4267d4ee-6cbd-460a-b461-61674396c82d · outbound

This paper cites An efficient federated learning framework for training semantic communication systems,.

Task-Agnostic Semantic Communications Relying on Information Bottleneck and Federated Meta-Learning An efficient federated learning framework for training semantic communication systems,

Reference 8

Resolution
verified fuzzy
raw_fallback, observed 2026-08-16T05:00:43.449408Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

source=pdf_text observed=2026-08-16T05:00:42.685759Z digest=sha256:6203712ccda358d182540cc56a105d704b1331c5bb8f1e1eb2821ffb6c8961c4

Observation 785a7cad-9191-4b65-9e7a-2129a42ab805 · outbound

This paper cites Distributed image transmission using deep joint source- channel coding,.

Task-Agnostic Semantic Communications Relying on Information Bottleneck and Federated Meta-Learning Distributed image transmission using deep joint source- channel coding,

Reference 9

Resolution
verified fuzzy
raw_fallback, observed 2026-08-16T05:00:43.428626Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

source=pdf_text observed=2026-08-16T05:00:42.690619Z digest=sha256:a3c95c802a166cf0774d7a9cad0dcc280c187221292bb73362ffe9308830e5b1

Observation 894cf5aa-332b-4873-b074-bcda33259b7d · outbound

This paper cites Semantic communication for the internet of vehicles: A multiuser cooperative approach,.

Task-Agnostic Semantic Communications Relying on Information Bottleneck and Federated Meta-Learning Semantic communication for the internet of vehicles: A multiuser cooperative approach,

Reference 10

Resolution
verified fuzzy
raw_fallback, observed 2026-08-16T05:00:43.407501Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

source=pdf_text observed=2026-08-16T05:00:42.695328Z digest=sha256:631493d81f7da3327649d814170ee2c5d8aa564c73430f7d79d97feffcdbd305

Observation ff064bbb-e5b2-4f5b-b139-f3b8c556ff8a · outbound

This paper cites Semantic MIMO systems for speech-to-text transmission,.

Task-Agnostic Semantic Communications Relying on Information Bottleneck and Federated Meta-Learning Semantic MIMO systems for speech-to-text transmission,

Reference 11

Resolution
verified fuzzy
raw_fallback, observed 2026-08-16T05:00:43.390444Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

source=pdf_text observed=2026-08-16T05:00:42.700118Z digest=sha256:d387053c6f798845b73a3ed155c263298ea5caa75da0eca7d1999ceeffb9a1c8

Observation 91c33af4-780f-4176-a13e-ea34125eb452 · outbound

This paper cites Deep joint source- channel coding for multi-task network,.

Task-Agnostic Semantic Communications Relying on Information Bottleneck and Federated Meta-Learning Deep joint source- channel coding for multi-task network,

Reference 12

Resolution
verified fuzzy
raw_fallback, observed 2026-08-16T05:00:43.371808Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

source=pdf_text observed=2026-08-16T05:00:42.706259Z digest=sha256:eae2120857d5e31dfc59382797696be05008d5d1ba0bff00ecbf7d74245b09e2

Observation eef4a92f-b304-4290-a667-4115fc80ece6 · outbound

This paper cites Task-oriented multi-user semantic communications for VQA,.

Task-Agnostic Semantic Communications Relying on Information Bottleneck and Federated Meta-Learning Task-oriented multi-user semantic communications for VQA,

Reference 13

Resolution
verified fuzzy
raw_fallback, observed 2026-08-16T05:00:43.348466Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

source=pdf_text observed=2026-08-16T05:00:42.711460Z digest=sha256:c588165597a4fb6d5fa4630e5b5b9a1b31c1d7e0329413ab5a64ab927bdf6ec6

Observation a5f61f3e-29f1-4b61-93c1-bc2e24c690da · outbound

This paper cites Task-oriented multi-user semantic communications,.

Task-Agnostic Semantic Communications Relying on Information Bottleneck and Federated Meta-Learning Task-oriented multi-user semantic communications,

Reference 14

Resolution
unresolved
no resolver link, observed 2026-08-16T05:00:42.716610Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-16T05:00:42.716610Z digest=sha256:9187dc4983523da0bf9f0a057cbb82c3d4bf0085e530829feae9c3bdfa26f3a8

Observation c69dcd11-e610-4ae2-bbc1-283dd76b4140 · outbound

This paper cites A unified multi- task semantic communication system for multimodal data,.

Task-Agnostic Semantic Communications Relying on Information Bottleneck and Federated Meta-Learning A unified multi- task semantic communication system for multimodal data,

Reference 15

Resolution
verified fuzzy
raw_fallback, observed 2026-08-16T05:00:43.319885Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

source=pdf_text observed=2026-08-16T05:00:42.721969Z digest=sha256:03beb327f46134a193c6d36f23a483704bb58e95685c94c65ad250e934c6440a

Observation 9736efb3-de66-439f-840a-ffb4df15f1f5 · outbound

This paper cites Transitioning from federated learning to quantum federated learning in internet of things: A comprehensive survey,.

Task-Agnostic Semantic Communications Relying on Information Bottleneck and Federated Meta-Learning Transitioning from federated learning to quantum federated learning in internet of things: A comprehensive survey,

Reference 16

Resolution
verified fuzzy
raw_fallback, observed 2026-08-16T05:00:43.303307Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

source=pdf_text observed=2026-08-16T05:00:42.726862Z digest=sha256:d063886827357e88d0cac32a7679862a76b80dc83c29449be32785f2daa58ec7

Observation 771127cf-fc78-4e15-ac8e-f1127ac0a900 · outbound

This paper cites A joint learning and communications framework for federated learning over wireless networks,.

Task-Agnostic Semantic Communications Relying on Information Bottleneck and Federated Meta-Learning A joint learning and communications framework for federated learning over wireless networks,

Reference 17

Resolution
verified fuzzy
raw_fallback, observed 2026-08-16T05:00:43.286986Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

source=pdf_text observed=2026-08-16T05:00:42.731420Z digest=sha256:c9ee524f4d42d448a8ff41f24528779075ba96676819b345f8c73cc821f6a099

Observation 473abc44-55c9-4aef-bcaf-e7ac8e78d824 · outbound

This paper cites Federated learning based audio semantic communication over wireless networks,.

Task-Agnostic Semantic Communications Relying on Information Bottleneck and Federated Meta-Learning Federated learning based audio semantic communication over wireless networks,

Reference 18

Resolution
verified fuzzy
raw_fallback, observed 2026-08-16T05:00:43.271304Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

source=pdf_text observed=2026-08-16T05:00:42.736636Z digest=sha256:a48d9e637983e485e0607355568810ec0267c5324cd722a7beea0ca8e939cc30

Observation 0d59aa56-e334-439f-b68b-d71726aaf068 · outbound

This paper cites Federated semantic learning driven by information bottleneck for task-oriented communications,.

Task-Agnostic Semantic Communications Relying on Information Bottleneck and Federated Meta-Learning Federated semantic learning driven by information bottleneck for task-oriented communications,

Reference 19

Resolution
unresolved
no resolver link, observed 2026-08-16T05:00:42.741255Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-16T05:00:42.741255Z digest=sha256:791017c2faad7fd8109df236ed58e8b979649187332da7f09f87ef49c3ec1f03

Observation 282a42b6-5319-4b22-aa6c-f7688221f2d1 · outbound

This paper cites Federated contrastive learning for personalized semantic communication,.

Task-Agnostic Semantic Communications Relying on Information Bottleneck and Federated Meta-Learning Federated contrastive learning for personalized semantic communication,

Reference 20

Resolution
verified fuzzy
raw_fallback, observed 2026-08-16T05:00:43.243102Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

source=pdf_text observed=2026-08-16T05:00:42.745998Z digest=sha256:cdf842b8cc924d0ccc053160eb845c39fb8eb2a97432c1fae6ae61811337d521

Observation dd56814f-d625-4eec-9900-e3917dce5bd3 · outbound

This paper cites Federated knowledge distillation enabled image semantic communication,.

Task-Agnostic Semantic Communications Relying on Information Bottleneck and Federated Meta-Learning Federated knowledge distillation enabled image semantic communication,

Reference 21

Resolution
verified fuzzy
raw_fallback, observed 2026-08-16T05:00:43.226379Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

source=pdf_text observed=2026-08-16T05:00:42.750530Z digest=sha256:6650eff7a45af2138652939757c320e6acfa8962f6bf95f52d3c291f23693ff6

Observation 9f5fcfde-c3fa-42b5-99e4-5de9770b1cd5 · outbound

This paper cites Federated Meta-Learning with Fast Convergence and Efficient Communication.

Task-Agnostic Semantic Communications Relying on Information Bottleneck and Federated Meta-Learning Federated Meta-Learning with Fast Convergence and Efficient Communication

Reference 22

Resolution
unresolved
no resolver link, observed 2026-08-16T05:00:42.756086Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-16T05:00:42.756086Z digest=sha256:5ad64f6b8fd6d8c7f30e390527ffe5014caaa0e01b5ce6bf127b5b1bb9d45ac1

Observation 240995e9-1905-49bc-816d-05080090f6a8 · outbound

This paper cites Model-agnostic meta-learning for fast adaptation of deep networks,.

Task-Agnostic Semantic Communications Relying on Information Bottleneck and Federated Meta-Learning Model-agnostic meta-learning for fast adaptation of deep networks,

Reference 23

Resolution
verified fuzzy
raw_fallback, observed 2026-08-16T05:00:43.206376Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

source=pdf_text observed=2026-08-16T05:00:42.761929Z digest=sha256:26a71ec8a15a542334a9bc082ef3031fed3f01dfc6ee528d3fc129cf0c0ceaef

Observation 7d71634d-c998-4e55-bf9d-d8f87962d7ef · outbound

This paper cites Personalized federated learning with theoretical guarantees: A model-agnostic meta-learning approach,.

Task-Agnostic Semantic Communications Relying on Information Bottleneck and Federated Meta-Learning Personalized federated learning with theoretical guarantees: A model-agnostic meta-learning approach,

Reference 24

Resolution
verified fuzzy
raw_fallback, observed 2026-08-16T05:00:43.184200Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

source=pdf_text observed=2026-08-16T05:00:42.767529Z digest=sha256:a188126dc5eb99aa7b08044097a17c4b419de0b7c88a57464d13ce326439b877

Observation bc58375f-7bc1-4161-a18e-5591ea3144cc · outbound

This paper cites The information bottleneck problem and its applications in machine learning,.

Task-Agnostic Semantic Communications Relying on Information Bottleneck and Federated Meta-Learning The information bottleneck problem and its applications in machine learning,

Reference 25

Resolution
verified fuzzy
raw_fallback, observed 2026-08-16T05:00:43.164434Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

source=pdf_text observed=2026-08-16T05:00:42.774487Z digest=sha256:2e3d42bf4be04261bf99814d7ed3f32601d9847ccb8695ebe89e332873f4ccf4

Observation c87bfbc6-0159-42c6-942f-3082d1f4d136 · outbound

This paper cites Energy efficient federated learning over heterogeneous mobile devices via joint design of weight quantization and wireless Transmission,.

Task-Agnostic Semantic Communications Relying on Information Bottleneck and Federated Meta-Learning Energy efficient federated learning over heterogeneous mobile devices via joint design of weight quantization and wireless Transmission,

Reference 26

Resolution
verified fuzzy
raw_fallback, observed 2026-08-16T05:00:43.148529Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

source=pdf_text observed=2026-08-16T05:00:42.780388Z digest=sha256:2024af937ed0f527d5ede061e0db1f378d9cd2ae9a5fdc694f2d47a55a8bd28d

Observation 03b965c9-d924-4f98-b444-f50ac00747fd · outbound

This paper cites OFDM-guided deep joint source channel coding for wireless multipath fading channels,.

Task-Agnostic Semantic Communications Relying on Information Bottleneck and Federated Meta-Learning OFDM-guided deep joint source channel coding for wireless multipath fading channels,

Reference 27

Resolution
verified fuzzy
raw_fallback, observed 2026-08-16T05:00:43.131759Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

source=pdf_text observed=2026-08-16T05:00:42.786205Z digest=sha256:5a18b75441e4152b266dfc238995cd704229d39e3e54eb3cd9f56ab9ccb40f5c

Observation 6687da59-f1ce-4064-a938-78b50d84ad51 · outbound

This paper cites Task-oriented communication for mul- tidevice cooperative edge inference,.

Task-Agnostic Semantic Communications Relying on Information Bottleneck and Federated Meta-Learning Task-oriented communication for mul- tidevice cooperative edge inference,

Reference 28

Resolution
verified fuzzy
raw_fallback, observed 2026-08-16T05:00:43.115339Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

source=pdf_text observed=2026-08-16T05:00:42.792012Z digest=sha256:fbfab91a7937e0f24d7f22674c796c61e5065ba1cf37856d8c9222af8e513a09

Observation 0ba9f973-0364-4a30-80d4-7d7472bd6c0b · outbound

This paper cites Deep variational information bottleneck,.

Task-Agnostic Semantic Communications Relying on Information Bottleneck and Federated Meta-Learning Deep variational information bottleneck,

Reference 29

Resolution
unresolved
no resolver link, observed 2026-08-16T05:00:42.799022Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-16T05:00:42.799022Z digest=sha256:e0893ed8cdfbd6112fa896c1b6d6d5f71ef72e26741a41d7f81aaf442fdd3d9c

Observation 723f50ba-b7f8-4a4a-8134-bc815e3d718f · outbound

This paper cites Semantic communication with memory,.

Task-Agnostic Semantic Communications Relying on Information Bottleneck and Federated Meta-Learning Semantic communication with memory,

Reference 30

Resolution
verified fuzzy
raw_fallback, observed 2026-08-16T05:00:43.088125Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

source=pdf_text observed=2026-08-16T05:00:42.804319Z digest=sha256:832376bfca45f7b324170aabebef13da77dc2bbaf9345d3b863b0758e7709bc9

Observation 83079f52-9859-4c7d-909c-7ce32d514649 · outbound

This paper cites Attention is all you need,.

Task-Agnostic Semantic Communications Relying on Information Bottleneck and Federated Meta-Learning Attention is all you need,

Reference 31

Resolution
verified fuzzy
raw_fallback, observed 2026-08-16T05:00:43.071175Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

source=pdf_text observed=2026-08-16T05:00:42.810477Z digest=sha256:46bdb2f282f31a7d6345cf84c7d49c331f148f5773819c0b931172a1801f6aa7

Observation 77e51f58-c0d0-493d-8581-48c4e6bc0439 · outbound

This paper cites UniT: Multimodal multitask learning with a unified transformer,.

Task-Agnostic Semantic Communications Relying on Information Bottleneck and Federated Meta-Learning UniT: Multimodal multitask learning with a unified transformer,

Reference 32

Resolution
verified fuzzy
raw_fallback, observed 2026-08-16T05:00:43.053778Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

source=pdf_text observed=2026-08-16T05:00:42.815527Z digest=sha256:bf8ba13b450554a24c69dfabde61f5b4f18e1a0ee2fd30f38880994c2bfacead

Observation 50c2a57f-9d61-45cd-9e3b-731d00fb967c · outbound

This paper cites Task-Agnostic Semantic Communications Relying on Information Bottleneck and Federated Meta-Learning.

Task-Agnostic Semantic Communications Relying on Information Bottleneck and Federated Meta-Learning Task-Agnostic Semantic Communications Relying on Information Bottleneck and Federated Meta-Learning

Reference 33

Resolution
verified exact
local_arxiv, observed 2026-08-16T05:00:42.876686Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

source=pdf_text observed=2026-08-16T05:00:42.820182Z digest=sha256:68b5f4d0784377252f1d487a3f170a01d5dc169d3a2438bb99748cd16b5a5335

Observation 0517fc83-52a0-4b25-8721-6c975a20396d · outbound

This paper cites 1 K KX k=1 θk t,τ−θk t,τ 2 # ≤ 35β2H2 Lτ0(τ0− 1) 2σ2 L +µ2 L . (102) E∥C3∥2≤ 1 Kt E.

Task-Agnostic Semantic Communications Relying on Information Bottleneck and Federated Meta-Learning 1 K KX k=1 θk t,τ−θk t,τ 2 # ≤ 35β2H2 Lτ0(τ0− 1) 2σ2 L +µ2 L . (102) E∥C3∥2≤ 1 Kt E

Reference 34

Resolution
verified fuzzy
raw_fallback, observed 2026-08-16T05:00:43.036406Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

source=pdf_text observed=2026-08-16T05:00:42.825823Z digest=sha256:27b4136e98e0525ae250ab0153333ae19b4463a37017d942e30a7e61e6450d59

Pith citing papers

Observation 50c2a57f-9d61-45cd-9e3b-731d00fb967c · inbound

Task-Agnostic Semantic Communications Relying on Information Bottleneck and Federated Meta-Learning cites this paper.

Task-Agnostic Semantic Communications Relying on Information Bottleneck and Federated Meta-Learning Task-Agnostic Semantic Communications Relying on Information Bottleneck and Federated Meta-Learning

Reference 33

Resolution
verified exact
local_arxiv, observed 2026-08-16T05:00:42.876686Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

source=pdf_text observed=2026-08-16T05:00:42.820182Z digest=sha256:68b5f4d0784377252f1d487a3f170a01d5dc169d3a2438bb99748cd16b5a5335