Typed states for the displayed outbound observations.
Source: paper_references, paper_reference_links, observed 2026-08-06T14:45:03.947080Z
Paper Citation Record · LEDGER
As of 10 August 2026, this Paper Citation Record lists 58 of 58 outbound references and 1 inbound Pith citation observation for arXiv:2507.17835.
A citation records a reference. It does not transfer a finding from one paper to another.
Typed states for the displayed outbound observations.
Source: paper_references, paper_reference_links, observed 2026-08-06T14:45:03.947080Z
One-hop event checks from named stored sources.
Source: scholarly_work_events, retraction_status_cache, observed 2026-08-10T06:31:04.303077+00:00
Pith citing papers itemized under the disclosed page cap.
Source: paper_references, paper_reference_links, observed 2026-08-01T16:11:40.096613Z
A source-named dated measurement, never combined with another source.
Source: cited_works
58 of 58 outbound references displayed
External citation measurements
No source-named external measurement is stored.
Observation 7e5fb1bc-58c9-46eb-8394-72f1368b86b6 · outbound
Frame-Based Zero-Shot Semantic Channel Equalization for AI-Native Communications Dynamic Relative Representations for Goal-Oriented Semantic Communications
Reference 1
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.
Observation a117108e-7591-4929-adc7-0ae8a382c354 · outbound
Frame-Based Zero-Shot Semantic Channel Equalization for AI-Native Communications Survey on 6g frontiers: Trends, applications, require- ments, technologies and future research,
Reference 2
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.
Observation 3901414e-fa9c-4ec0-a3c2-9b9c4714e917 · outbound
Frame-Based Zero-Shot Semantic Channel Equalization for AI-Native Communications A new communication paradigm: from bit accuracy to semantic fidelity
Reference 3
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 0e22a982-8813-4bba-bd52-690354c9adb3 · outbound
Frame-Based Zero-Shot Semantic Channel Equalization for AI-Native Communications Towards a new internet for the year 2030 and beyond,
Reference 4
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.
Observation 762fd518-1467-4c8a-a69f-dc697418f39b · outbound
Frame-Based Zero-Shot Semantic Channel Equalization for AI-Native Communications A vision of 6g wireless systems: Applications, trends, technologies, and open research problems,
Reference 5
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation f6fec05b-ed1e-4dfd-8bee-4c96f31785e9 · outbound
Frame-Based Zero-Shot Semantic Channel Equalization for AI-Native Communications A mathematical theory of communication,
Reference 6
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 342e388f-f9c6-4a0f-8ed3-38432f37f80b · outbound
Frame-Based Zero-Shot Semantic Channel Equalization for AI-Native Communications 6G networks: Beyond shannon towards semantic and goal-oriented communications,
Reference 7
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.
Observation 15fac946-1a47-408b-8433-fd87bb70978c · outbound
Frame-Based Zero-Shot Semantic Channel Equalization for AI-Native Communications Goal-Oriented and Semantic Communication in 6G AI-Native Networks: The 6G-GOALS Approach
Reference 8
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 80f5db8b-6be6-4815-ade4-3c31f3172668 · outbound
Frame-Based Zero-Shot Semantic Channel Equalization for AI-Native Communications Rethinking modern communication from semantic coding to semantic communication,
Reference 9
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.
Observation a527bbf0-21e1-46f4-af1b-d5119b0718db · outbound
Frame-Based Zero-Shot Semantic Channel Equalization for AI-Native Communications Deep learning enabled semantic communication systems,
Reference 10
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 08075a3e-3e5d-4afb-9725-806e242a276f · outbound
Frame-Based Zero-Shot Semantic Channel Equalization for AI-Native Communications Beyond transmitting bits: Context, semantics, and task-oriented communications,
Reference 11
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation ab107e86-6d6c-4b89-b8ad-35b91964a863 · outbound
Frame-Based Zero-Shot Semantic Channel Equalization for AI-Native Communications Semantic communication: A survey on research landscape, challenges, and future directions,
Reference 12
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.
Observation b4b43aaa-9f5e-423b-a560-755085400863 · outbound
Frame-Based Zero-Shot Semantic Channel Equalization for AI-Native Communications Goal-oriented communications for the IoT: System design and adaptive resource optimization,
Reference 13
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.
Observation 4f933f08-5f9f-4395-9eb4-74345ef3dd91 · outbound
Frame-Based Zero-Shot Semantic Channel Equalization for AI-Native Communications Goal-oriented communications for the iot and application to data compression,
Reference 14
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.
Observation 2c0cbad0-ecb5-4fce-9de0-72a0f624a721 · outbound
Frame-Based Zero-Shot Semantic Channel Equalization for AI-Native Communications The role of fidelity in goal-oriented semantic communication: A rate distortion approach,
Reference 15
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.
Observation 002ead06-f97b-48ea-b205-898059e8cb1e · outbound
Frame-Based Zero-Shot Semantic Channel Equalization for AI-Native Communications Multi- user goal-oriented communications with energy-efficient edge resource management,
Reference 16
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.
Observation 0e89e79f-fdc7-4dd9-a077-2e2be96f3512 · outbound
Frame-Based Zero-Shot Semantic Channel Equalization for AI-Native Communications 6g goal-oriented communications: How to coexist with legacy systems?
Reference 17
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.
Observation 4295116b-23d4-4d5b-98bc-08509f3d52d3 · outbound
Frame-Based Zero-Shot Semantic Channel Equalization for AI-Native Communications Learning task-oriented communication for edge inference: An information bottleneck approach,
Reference 18
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 09691635-a69c-4e48-9f86-eeaaf2ef9608 · outbound
Frame-Based Zero-Shot Semantic Channel Equalization for AI-Native Communications Semantics-empowered communication for networked intelligent systems,
Reference 19
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 717b1f96-1217-447b-b049-f32a129694d9 · outbound
Frame-Based Zero-Shot Semantic Channel Equalization for AI-Native Communications Wireless edge machine learning: Resource allocation and trade-offs,
Reference 20
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.
Observation 63790dc2-11bb-4ffe-8e9c-a5a1576270dd · outbound
Frame-Based Zero-Shot Semantic Channel Equalization for AI-Native Communications Deep task-based quantization,
Reference 21
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.
Observation 62b6bac9-10fb-4604-a69a-930d1642f8ef · outbound
Frame-Based Zero-Shot Semantic Channel Equalization for AI-Native Communications Dynamic resource allocation for multi-user goal-oriented communications at the wireless edge,
Reference 22
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.
Observation 1edbd844-32c7-4e71-b7a1-16993cad3694 · outbound
Frame-Based Zero-Shot Semantic Channel Equalization for AI-Native Communications Adaptive resource optimization for edge inference with goal- oriented communications,
Reference 23
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.
Observation f94521ee-78bd-46bd-b86b-d10e8f425f7d · outbound
Frame-Based Zero-Shot Semantic Channel Equalization for AI-Native Communications Language-oriented communication with semantic coding and knowledge distillation for text-to-image generation,
Reference 24
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.
Observation 4588a02b-9163-4f88-9009-a1845fa481a2 · outbound
Frame-Based Zero-Shot Semantic Channel Equalization for AI-Native Communications Generative model based highly efficient semantic communication approach for im- age transmission,
Reference 25
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.
Observation dc93d373-79f5-40ee-9f08-362e6f5a4f0d · outbound
Frame-Based Zero-Shot Semantic Channel Equalization for AI-Native Communications Semantic communications based on adaptive generative models and information bottleneck,
Reference 26
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.
Observation db4e13e1-46d5-4624-bb4d-35f489392a6e · outbound
Frame-Based Zero-Shot Semantic Channel Equalization for AI-Native Communications Generative Semantic Communication: Diffusion Models Beyond Bit Recovery
Reference 27
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation ab2cdb20-ee88-404d-9069-6b2a4538e481 · outbound
Frame-Based Zero-Shot Semantic Channel Equalization for AI-Native Communications Personalized neural speech codec,
Reference 28
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.
Observation 5af22284-cb53-4e3e-8b35-71a80449f7af · outbound
Frame-Based Zero-Shot Semantic Channel Equalization for AI-Native Communications Dif- fusion models for audio semantic communication,
Reference 29
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.
Observation 160af86e-43ab-48d1-9166-efe808984dee · outbound
Frame-Based Zero-Shot Semantic Channel Equalization for AI-Native Communications Wireless image re- trieval at the edge,
Reference 30
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.
Observation ebc441b4-5396-4ff7-802f-965473b51226 · outbound
Frame-Based Zero-Shot Semantic Channel Equalization for AI-Native Communications Semantic communications: Overview, open issues, and future research directions,
Reference 31
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.
Observation aa1f8e93-8370-447f-8053-4cd836aaabe6 · outbound
Frame-Based Zero-Shot Semantic Channel Equalization for AI-Native Communications Manifold alignment without correspon- dence
Reference 32
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.
Observation 1299e033-38da-45c4-a317-7246c3e851f7 · outbound
Frame-Based Zero-Shot Semantic Channel Equalization for AI-Native Communications The pyramid match kernel: Discriminative classification with sets of image features,
Reference 33
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.
Observation 981c12bd-6a8c-4f98-b8cd-585cc61035a5 · outbound
Frame-Based Zero-Shot Semantic Channel Equalization for AI-Native Communications Feature correspondence via graph matching: Models and global optimization,
Reference 34
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.
Observation d8e04a08-f59e-4534-9347-34a782f4cf42 · outbound
Frame-Based Zero-Shot Semantic Channel Equalization for AI-Native Communications Semantic channel equalizer: Mod- elling language mismatch in multi-user semantic communications,
Reference 35
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.
Observation f5cdc856-827e-4d03-abe3-9548c42b2349 · outbound
Frame-Based Zero-Shot Semantic Channel Equalization for AI-Native Communications Soft Partitioning of Latent Space for Semantic Channel Equalization
Reference 36
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.
Observation 6eb3f75c-8490-48cd-8029-dbefa0c2efec · outbound
Frame-Based Zero-Shot Semantic Channel Equalization for AI-Native Communications Relative representations enable zero-shot latent space communication
Reference 37
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 62111bbb-361a-4f3c-bc5d-dacc0342d660 · outbound
Frame-Based Zero-Shot Semantic Channel Equalization for AI-Native Communications Zero-shot stitching in reinforcement learning using relative representations,
Reference 38
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.
Observation ed590e92-c37d-452b-8cea-6498f99b514b · outbound
Frame-Based Zero-Shot Semantic Channel Equalization for AI-Native Communications From bricks to bridges: Product of invariances to enhance latent space communication,
Reference 39
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.
Observation 69ded2aa-dd89-46f7-80fc-f956d542d543 · outbound
Frame-Based Zero-Shot Semantic Channel Equalization for AI-Native Communications From charts to atlas: Merging latent spaces into one,
Reference 40
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.
Observation fe574845-6e79-45f5-86be-eef7d3e071d7 · outbound
Frame-Based Zero-Shot Semantic Channel Equalization for AI-Native Communications Asif: Coupled data turns unimodal models to multimodal without training,
Reference 41
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.
Observation c110b0d5-e01b-4788-a719-8a622f4fb9c7 · outbound
Frame-Based Zero-Shot Semantic Channel Equalization for AI-Native Communications Latent Space Translation via Inverse Relative Projection
Reference 42
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 7b037b16-3529-4fd9-8d4b-0f03388c095d · outbound
Frame-Based Zero-Shot Semantic Channel Equalization for AI-Native Communications Relative Representations of Latent Spaces enable Efficient Semantic Channel Equalization
Reference 43
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 04469a90-fb85-4144-9a0a-71256a11de6e · outbound
Frame-Based Zero-Shot Semantic Channel Equalization for AI-Native Communications Unresolved cited work
Reference 44
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.
Observation c3ab6dad-ec65-4d82-b32b-da1391f992e5 · outbound
Frame-Based Zero-Shot Semantic Channel Equalization for AI-Native Communications Latent Communication in Artificial Neural Networks
Reference 45
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.
Observation c11b4d63-4ae6-437d-b16b-8d3b6798a7ec · outbound
Frame-Based Zero-Shot Semantic Channel Equalization for AI-Native Communications Unresolved cited work
Reference 46
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.
Observation bb4c6507-c92a-4c64-b28e-a9630de99424 · outbound
Frame-Based Zero-Shot Semantic Channel Equalization for AI-Native Communications Han, Frames for undergraduates
Reference 47
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.
Observation d854b58f-4668-416d-9634-3682047f1efc · outbound
Frame-Based Zero-Shot Semantic Channel Equalization for AI-Native Communications Unresolved cited work
Reference 48
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.
Observation 3fcdcec1-dd40-43c1-8020-2626764643aa · outbound
Frame-Based Zero-Shot Semantic Channel Equalization for AI-Native Communications Ten pairs to tag- multilingual pos tagging via coarse mapping between embeddings
Reference 49
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.
Observation 215d9bcb-acac-4463-b564-3561e9db73b7 · outbound
Frame-Based Zero-Shot Semantic Channel Equalization for AI-Native Communications Learning bilingual word embed- dings with (almost) no bilingual data,
Reference 50
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.
Observation 1f1bb0f0-f551-494a-a22a-dfe45a2cbc61 · outbound
Frame-Based Zero-Shot Semantic Channel Equalization for AI-Native Communications Towards optimal transport with global invariances,
Reference 51
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.
Observation 0da27da1-ff3b-4486-8d50-854eb8a24272 · outbound
Frame-Based Zero-Shot Semantic Channel Equalization for AI-Native Communications Unresolved cited work
Reference 52
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation fbd72ccf-5cdc-4946-9499-c42038c5925a · outbound
Frame-Based Zero-Shot Semantic Channel Equalization for AI-Native Communications A generalized solution of the orthogonal procrustes problem,
Reference 53
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 79ff4ff3-86b3-4930-99ca-3e18f1e26df2 · outbound
Frame-Based Zero-Shot Semantic Channel Equalization for AI-Native Communications Processor design for portable systems,
Reference 54
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation baaf772c-2daf-4e31-bb57-292ed033b928 · outbound
Frame-Based Zero-Shot Semantic Channel Equalization for AI-Native Communications Brochard, V
Reference 55
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.
Observation 046cd794-a6d5-47e2-aca5-3901c25a4def · outbound
Frame-Based Zero-Shot Semantic Channel Equalization for AI-Native Communications Unresolved cited work
Reference 56
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 499e872a-02fe-478d-8497-9ebb4e635c80 · outbound
Frame-Based Zero-Shot Semantic Channel Equalization for AI-Native Communications Pytorch image models,
Reference 57
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation a707ad1a-d7b7-4764-a620-9795a9cf9f49 · outbound
Frame-Based Zero-Shot Semantic Channel Equalization for AI-Native Communications Hugging face’s tiny-imagenet repository,
Reference 58
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.
Observation 4f2d8392-ac74-4819-a245-2a88b8db173c · inbound
Compositional Semantic Communication for Physical AI: Category Theory Meets Game Theory Frame-Based Zero-Shot Semantic Channel Equalization for AI-Native Communications
Reference 9
Source-reported events for the cited work
Unavailable: canonical work link unavailable.