Typed states for the displayed outbound observations.
Source: paper_references, paper_reference_links, observed 2026-08-06T22:21:12.644969Z
Paper Citation Record · LEDGER
As of 8 August 2026, this Paper Citation Record lists 55 of 55 outbound references and 0 inbound Pith citation observations for arXiv:2506.21900.
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 2026-08-06T22:21:12.644969Z
One-hop event checks from named stored sources.
Source: scholarly_work_events, retraction_status_cache, observed 2026-08-08T06:32:00.761636+00:00
Pith citing papers itemized under the disclosed page cap.
Source: paper_references, paper_reference_links
A source-named dated measurement, never combined with another source.
Source: cited_works
55 of 55 outbound references displayed
External citation measurements
No source-named external measurement is stored.
Observation 45de24af-ca5f-4ea2-91ea-6b8b5929e84c · outbound
TOAST: Task-Oriented Adaptive Semantic Transmission over Dynamic Wireless Environments Beyond transmitting bits: Context, semantics, and task-oriented communications,
Reference 1
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.
Observation 90b6a6ff-8c8d-4564-b81b-dd071a89c59d · outbound
TOAST: Task-Oriented Adaptive Semantic Transmission over Dynamic Wireless Environments 6G networks: Beyond shannon towards semantic and goal-oriented communications,
Reference 2
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.
Observation f683e66e-7a82-483c-a581-50f62b127f53 · outbound
TOAST: Task-Oriented Adaptive Semantic Transmission over Dynamic Wireless Environments Learning task-oriented semantic communi- cation for edge computing,
Reference 3
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.
Observation 241063ff-6e0c-4ff1-add3-f604abc67df7 · outbound
TOAST: Task-Oriented Adaptive Semantic Transmission over Dynamic Wireless Environments Semantic Communications: Principles and Challenges
Reference 4
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation a6bdc0fa-1894-47f5-ada7-5f0f022a3a08 · outbound
TOAST: Task-Oriented Adaptive Semantic Transmission over Dynamic Wireless Environments Deep joint source- channel coding for wireless image transmission,
Reference 5
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.
Observation e3ea8ce8-c2e0-40b2-9741-5df462b4ba7a · outbound
TOAST: Task-Oriented Adaptive Semantic Transmission over Dynamic Wireless Environments DeepJSCC-f: Deep joint source-channel coding of images with feedback,
Reference 6
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation c1b694a4-2349-41ca-bc25-9922540a5259 · outbound
TOAST: Task-Oriented Adaptive Semantic Transmission over Dynamic Wireless Environments SwinJSCC: Taming Swin Transformer for deep joint source-channel coding,
Reference 7
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.
Observation 59d95b16-32ed-4696-96cf-9ed60c01f08d · outbound
TOAST: Task-Oriented Adaptive Semantic Transmission over Dynamic Wireless Environments Diffusion-Aided Joint Source Channel Coding For High Realism Wireless Image Transmission
Reference 8
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 17055562-bd52-4ea4-987e-499812e12b54 · outbound
TOAST: Task-Oriented Adaptive Semantic Transmission over Dynamic Wireless Environments Vector quantized se- mantic communication system,
Reference 9
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.
Observation 47e64462-faef-4999-85ef-8c60ce3edff1 · outbound
TOAST: Task-Oriented Adaptive Semantic Transmission over Dynamic Wireless Environments Deep joint source-channel coding for wireless image transmission with semantic importance,
Reference 10
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.
Observation 0c755d74-a684-433b-9ce8-b48558b289b7 · outbound
TOAST: Task-Oriented Adaptive Semantic Transmission over Dynamic Wireless Environments Feature importance-aware task-oriented semantic trans- mission and optimization,
Reference 11
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.
Observation 838e8114-09cd-4563-8d2d-8217f404d6a9 · outbound
TOAST: Task-Oriented Adaptive Semantic Transmission over Dynamic Wireless Environments Scene graph semantic inference for image and text matching,
Reference 12
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.
Observation e43a926a-18a0-47d9-9f17-5be2aa41a516 · outbound
TOAST: Task-Oriented Adaptive Semantic Transmission over Dynamic Wireless Environments Elucidating the design space of diffusion-based generative models,
Reference 13
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.
Observation 33cd34b2-c584-4e00-9ab9-42c0ae01103f · outbound
TOAST: Task-Oriented Adaptive Semantic Transmission over Dynamic Wireless Environments Task- oriented communications for 6G: Vision, principles, and technologies,
Reference 14
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.
Observation e205abdf-ce55-4aaf-8481-68ef2afc5140 · outbound
TOAST: Task-Oriented Adaptive Semantic Transmission over Dynamic Wireless Environments Semantic communications for image recovery and classification via deep joint source and channel coding,
Reference 15
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.
Observation f3673b6a-a67c-4ded-bcc1-ccdc8bfaa95b · outbound
TOAST: Task-Oriented Adaptive Semantic Transmission over Dynamic Wireless Environments Task-oriented scene graph-based semantic communications with adaptive channel coding,
Reference 16
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.
Observation b0ab1c82-9b47-485e-befd-242a49885da8 · outbound
TOAST: Task-Oriented Adaptive Semantic Transmission over Dynamic Wireless Environments CDDM: Channel denoising diffusion models for wireless semantic communications,
Reference 17
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.
Observation 698085f4-d706-4c0c-aa55-c9a17c874d4e · outbound
TOAST: Task-Oriented Adaptive Semantic Transmission over Dynamic Wireless Environments A hybrid wireless image transmission scheme with diffusion,
Reference 18
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.
Observation 979dbce4-be95-45b5-af9b-3dea3e0574fa · outbound
TOAST: Task-Oriented Adaptive Semantic Transmission over Dynamic Wireless Environments A multi-task oriented semantic communication framework for autonomous vehicles,
Reference 19
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.
Observation efae2ad2-9a60-4230-84da-f2e8ed3053b6 · outbound
TOAST: Task-Oriented Adaptive Semantic Transmission over Dynamic Wireless Environments Task-oriented explainable semantic communications,
Reference 20
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.
Observation 208b527f-d29f-464d-a2e1-95c3f899b4df · outbound
TOAST: Task-Oriented Adaptive Semantic Transmission over Dynamic Wireless Environments Semantic transfer between different tasks in the semantic communication system,
Reference 21
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.
Observation a59ee3f0-d264-40b6-9d5e-7d63187a0b37 · outbound
TOAST: Task-Oriented Adaptive Semantic Transmission over Dynamic Wireless Environments Joint source-channel coding for channel-adaptive digital semantic communications,
Reference 22
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.
Observation 77582044-94dc-4c0b-88dc-d19e837e1b45 · outbound
TOAST: Task-Oriented Adaptive Semantic Transmission over Dynamic Wireless Environments Channel- aware deep joint source-channel coding for multi-task oriented semantic communication,
Reference 23
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.
Observation 461bcbdd-757a-4969-9078-612fcebdaa02 · outbound
TOAST: Task-Oriented Adaptive Semantic Transmission over Dynamic Wireless Environments Deep reinforced segment selection and equalization for task-oriented semantic communication,
Reference 24
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.
Observation 2a17c6a2-aea0-4a26-b1cc-c31de9e30e7a · outbound
TOAST: Task-Oriented Adaptive Semantic Transmission over Dynamic Wireless Environments Adaptable semantic compression and resource allocation for task-oriented communications,
Reference 25
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.
Observation d641226c-6bcf-4a95-8d61-9e3514382370 · outbound
TOAST: Task-Oriented Adaptive Semantic Transmission over Dynamic Wireless Environments Joint task and data-oriented semantic communications: A deep separate source-channel coding scheme,
Reference 26
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.
Observation 75fc712f-7abb-46c8-a72f-f81e61089822 · outbound
TOAST: Task-Oriented Adaptive Semantic Transmission over Dynamic Wireless Environments Rate-adaptive coding mechanism for semantic communications with multi-modal data,
Reference 27
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.
Observation fbcdb924-9457-4e07-b021-47923bcd6b17 · outbound
TOAST: Task-Oriented Adaptive Semantic Transmission over Dynamic Wireless Environments Digital-analog transmission framework for task-oriented semantic communications,
Reference 28
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.
Observation 29d83531-6292-4544-878f-120f7d4a0c96 · outbound
TOAST: Task-Oriented Adaptive Semantic Transmission over Dynamic Wireless Environments Learning task-oriented communication for edge inference: An information bottleneck approach,
Reference 29
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.
Observation 44b5bf2d-6a85-46d6-9b79-4742ffb5612e · outbound
TOAST: Task-Oriented Adaptive Semantic Transmission over Dynamic Wireless Environments Toward semantic communications: Deep learning-based image semantic coding,
Reference 30
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.
Observation 2484cf68-d710-43e1-91ca-6d0824f853c7 · outbound
TOAST: Task-Oriented Adaptive Semantic Transmission over Dynamic Wireless Environments Robust information bottleneck for task-oriented communication with digital modulation,
Reference 31
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.
Observation db0ed0f7-65c6-439c-9150-115a7b329dc8 · outbound
TOAST: Task-Oriented Adaptive Semantic Transmission over Dynamic Wireless Environments Adaptive modulation and retransmission scheme for semantic communication systems,
Reference 32
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.
Observation 01b72186-6575-42d1-a305-8c7d01b80dff · outbound
TOAST: Task-Oriented Adaptive Semantic Transmission over Dynamic Wireless Environments WITT: A wireless image transmission transformer for semantic communications,
Reference 33
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.
Observation 3c3c9dec-e42b-411f-a83e-53dea4e0a25f · outbound
TOAST: Task-Oriented Adaptive Semantic Transmission over Dynamic Wireless Environments Channel-adaptive wireless image transmission with OFDM,
Reference 34
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 00dfe4bd-b91b-4873-9acb-5219f94a2e35 · outbound
TOAST: Task-Oriented Adaptive Semantic Transmission over Dynamic Wireless Environments OFDM-guided deep joint source channel coding for wireless multipath fading channels,
Reference 35
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.
Observation a2310054-ce65-4158-9529-cd4bfaa7d865 · outbound
TOAST: Task-Oriented Adaptive Semantic Transmission over Dynamic Wireless Environments Deep joint source-channel coding for wireless image transmission with adaptive rate control,
Reference 36
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.
Observation 1848cce8-a8a6-4bfa-a4ee-222c31427db1 · outbound
TOAST: Task-Oriented Adaptive Semantic Transmission over Dynamic Wireless Environments Predictive and adaptive deep coding for wireless image transmission in semantic communication,
Reference 37
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.
Observation 9286c38f-2627-47e3-8fef-b3782fcc7fb9 · outbound
TOAST: Task-Oriented Adaptive Semantic Transmission over Dynamic Wireless Environments Robust semantic communications with masked VQ-V AE enabled codebook,
Reference 38
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation d32ea769-5ce5-403c-940a-31e09834c709 · outbound
TOAST: Task-Oriented Adaptive Semantic Transmission over Dynamic Wireless Environments Infomax neural joint source-channel coding via adversarial bit flip,
Reference 39
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.
Observation 14eee852-87f5-48e9-a01a-3e4a5e333f56 · outbound
TOAST: Task-Oriented Adaptive Semantic Transmission over Dynamic Wireless Environments DeepJSCC- Q: Constellation constrained deep joint source-channel coding,
Reference 40
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.
Observation bc0259f1-637b-47b8-8e63-58b773b41f24 · outbound
TOAST: Task-Oriented Adaptive Semantic Transmission over Dynamic Wireless Environments Learning based joint coding- modulation for digital semantic communication systems,
Reference 41
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.
Observation 38bea6d2-6385-47aa-ba6d-aa79317a58b9 · outbound
TOAST: Task-Oriented Adaptive Semantic Transmission over Dynamic Wireless Environments Multi-level semantic-aware communication for multi-task image transmission,
Reference 42
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.
Observation 37758dce-8512-4443-baa5-2929bb98875a · outbound
TOAST: Task-Oriented Adaptive Semantic Transmission over Dynamic Wireless Environments Personalized saliency in task-oriented semantic commu- nications: Image transmission and performance analysis,
Reference 43
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.
Observation 62eda792-cbaa-419e-b0f6-aecffec09be9 · outbound
TOAST: Task-Oriented Adaptive Semantic Transmission over Dynamic Wireless Environments Task-oriented communications for nextg: End-to-end deep learning and ai security aspects,
Reference 44
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.
Observation cce0e58f-5880-4859-b6d4-0d455960a1e0 · outbound
TOAST: Task-Oriented Adaptive Semantic Transmission over Dynamic Wireless Environments Deep learning- enabled semantic communication systems with task-unaware transmitter and dynamic data,
Reference 45
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation d2992e5c-9272-4500-9392-5ecd27ebb438 · outbound
TOAST: Task-Oriented Adaptive Semantic Transmission over Dynamic Wireless Environments Latency-aware generative semantic communications with pre-trained diffusion models,
Reference 46
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.
Observation dc85b30a-977d-49fe-ba71-cb6e28a975c1 · outbound
TOAST: Task-Oriented Adaptive Semantic Transmission over Dynamic Wireless Environments Latent diffusion model-enabled low-latency semantic communication in the presence of semantic ambiguities and wireless channel noises,
Reference 47
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.
Observation 95c881d8-393b-404d-a811-1066c7271f7a · outbound
TOAST: Task-Oriented Adaptive Semantic Transmission over Dynamic Wireless Environments A multi-task semantic commu- nication system for natural language processing,
Reference 48
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.
Observation 103bb1af-2f93-435b-ac97-082eb86e2dc2 · outbound
TOAST: Task-Oriented Adaptive Semantic Transmission over Dynamic Wireless Environments A unified hierarchical semantic knowledge base for multi-task semantic commu- nication,
Reference 49
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.
Observation a3361f8a-0844-4312-be25-ee08feaa9fe6 · outbound
TOAST: Task-Oriented Adaptive Semantic Transmission over Dynamic Wireless Environments LoRA: Low-rank adaptation of large language models,
Reference 50
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.
Observation c9273ebe-1eb8-4fb1-8f89-6a05233ff53e · outbound
TOAST: Task-Oriented Adaptive Semantic Transmission over Dynamic Wireless Environments Denoising diffusion probabilistic models,
Reference 51
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.
Observation ac790b2c-6942-4b1c-84c5-c2d443bf78c5 · outbound
TOAST: Task-Oriented Adaptive Semantic Transmission over Dynamic Wireless Environments Detection and imputation-based two-stage denoising diffusion power system measurement recovery under cyber-physical uncertainties,
Reference 52
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.
Observation 5615a7da-41ff-4bb1-913a-d40fdd41c2e5 · outbound
TOAST: Task-Oriented Adaptive Semantic Transmission over Dynamic Wireless Environments Neue methoden zur approximativen integration der differentialgleichungen einer unabh ¨angigen ver ¨anderlichen,
Reference 53
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.
Observation c04c9946-2e62-4b8d-b626-6cf9f902a73a · outbound
TOAST: Task-Oriented Adaptive Semantic Transmission over Dynamic Wireless Environments Delving deep into rectifiers: Surpassing human-level performance on ImageNet classification,
Reference 54
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.
Observation 61689888-5aba-4e4d-a5e4-f237fe38a65e · outbound
TOAST: Task-Oriented Adaptive Semantic Transmission over Dynamic Wireless Environments Understanding the difficulty of training deep feedforward neural networks,
Reference 55
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.
No inbound Pith citation observations are available.