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Paper Citation Record · LEDGER

SA-OOSC: A Multimodal LLM-Distilled Semantic Communication Framework for Enhanced Coding Efficiency with Scenario Understanding

As of 16 August 2026, this Paper Citation Record lists 41 of 41 outbound references and 1 inbound Pith citation observation for arXiv:2509.07436.

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

pith.paper-citation-record.v1
2509.07436 v1

Coverage vector

measured 41 of 41 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-04T22:18:51.981089Z

measured 42 of 42 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 2026-08-05T18:54:15.097039Z

measured 0 of 1 external citation measurements

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

Source: pith, observed 2026-08-05T18:54:16.179199Z

Reference resolution

41 of 41 outbound references displayed

  • verified exact4
  • verified fuzzy21
  • unresolved14
  • parse uncertain0
  • malformed identifier0
  • metadata mismatch2

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation 56c24539-0c4d-4c7c-b456-a0077b3485c6 · outbound

This paper cites Enabling massive IoT toward 6G: A comprehensive survey,.

SA-OOSC: A Multimodal LLM-Distilled Semantic Communication Framework for Enhanced Coding Efficiency with Scenario Understanding Enabling massive IoT toward 6G: A comprehensive survey,

Reference 1

Resolution
verified fuzzy
raw_fallback, observed 2026-08-04T22:18:57.536772Z

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=2026-08-04T22:18:47.801367Z digest=sha256:2d2d06385dcc66753f3e5554754439c398f9dc79edab4adce121d247380f2fdb

Observation 990072ff-b3a4-4849-b60b-70a27ee9465f · outbound

This paper cites Virtual reality: A survey of enabling technologies and its applications in IoT,.

SA-OOSC: A Multimodal LLM-Distilled Semantic Communication Framework for Enhanced Coding Efficiency with Scenario Understanding Virtual reality: A survey of enabling technologies and its applications in IoT,

Reference 2

Resolution
verified fuzzy
raw_fallback, observed 2026-08-04T22:18:57.340177Z

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=2026-08-04T22:18:47.955819Z digest=sha256:c4cf290aa2e7102f3b57d2f1ee60884ef6aab71244e78896a3ae403467f31fab

Observation 0646fee6-0676-418f-892e-fd87e88941b5 · outbound

This paper cites AR enabled IoT for a smart and interactive environment: A survey and future directions,.

SA-OOSC: A Multimodal LLM-Distilled Semantic Communication Framework for Enhanced Coding Efficiency with Scenario Understanding AR enabled IoT for a smart and interactive environment: A survey and future directions,

Reference 3

Resolution
verified fuzzy
raw_fallback, observed 2026-08-04T22:18:57.194689Z

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=2026-08-04T22:18:48.010804Z digest=sha256:a1b44c28636cf76319aaa92c7b5e2ecb73cf05b54f8898337de2be4dc61ca423

Observation 4b235f44-9461-4b18-aa8c-f17f1f6b6378 · outbound

This paper cites Llmind 2.0: Distributed iot automation with natural language m2m communication and lightweight llm agents,.

SA-OOSC: A Multimodal LLM-Distilled Semantic Communication Framework for Enhanced Coding Efficiency with Scenario Understanding Llmind 2.0: Distributed iot automation with natural language m2m communication and lightweight llm agents,

Reference 4

Resolution
verified exact
arxiv_id, observed 2026-08-04T22:18:53.513625Z

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=2026-08-04T22:18:48.074048Z digest=sha256:4131821838ae661809b3ab3450527c2e96c2cbafa48ab7ccf8117c4a2eb18a4e

Observation 5d9b6e42-4964-47bc-b61b-6b8d55dca02d · outbound

This paper cites Channel polarization: A method for constructing capacity- achieving codes for symmetric binary-input memoryless channels,.

SA-OOSC: A Multimodal LLM-Distilled Semantic Communication Framework for Enhanced Coding Efficiency with Scenario Understanding Channel polarization: A method for constructing capacity- achieving codes for symmetric binary-input memoryless channels,

Reference 5

Resolution
unresolved
no resolver link, observed 2026-08-04T22:18:48.145334Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-04T22:18:48.145334Z digest=sha256:e2f6d0148028dbca540eba36a5e888baaf19acda6050dab8088312d8f8578a7e

Observation 3447fbe8-5011-4291-9b15-30975a0c385e · outbound

This paper cites Semantic communication: A survey on research landscape, challenges, and future directions,.

SA-OOSC: A Multimodal LLM-Distilled Semantic Communication Framework for Enhanced Coding Efficiency with Scenario Understanding Semantic communication: A survey on research landscape, challenges, and future directions,

Reference 6

Resolution
verified fuzzy
raw_fallback, observed 2026-08-04T22:18:56.982248Z

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=2026-08-04T22:18:48.224442Z digest=sha256:90a52e3f568ec102c012dd3f62d6a43280c3469a136ecdcf39996652ee884532

Observation 42e75568-5328-4b64-9e62-c4cf4f68a83a · outbound

This paper cites Semantic communications for future internet: Fundamentals, applications, and challenges,.

SA-OOSC: A Multimodal LLM-Distilled Semantic Communication Framework for Enhanced Coding Efficiency with Scenario Understanding Semantic communications for future internet: Fundamentals, applications, and challenges,

Reference 7

Resolution
verified fuzzy
raw_fallback, observed 2026-08-04T22:18:56.806792Z

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=2026-08-04T22:18:48.330779Z digest=sha256:f56c45224bc8ab1010129017c8a81c1703a42efe630a5c919f0653ad738f5360

Observation 42feaf97-cc84-449a-9d28-3f64e3b15265 · outbound

This paper cites A theory of semantic communication,.

SA-OOSC: A Multimodal LLM-Distilled Semantic Communication Framework for Enhanced Coding Efficiency with Scenario Understanding A theory of semantic communication,

Reference 8

Resolution
verified fuzzy
raw_fallback, observed 2026-08-04T22:18:56.628301Z

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=2026-08-04T22:18:48.451948Z digest=sha256:51df60363a08295032fefa095d59d3bef3f7013ea050e5ac6aba534300344494

Observation 1f553720-2767-49a1-892c-9c54c9ce23b3 · outbound

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

SA-OOSC: A Multimodal LLM-Distilled Semantic Communication Framework for Enhanced Coding Efficiency with Scenario Understanding Beyond transmitting bits: Context, semantics, and task-oriented communications,

Reference 9

Resolution
verified fuzzy
raw_fallback, observed 2026-08-04T22:18:56.461765Z

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=2026-08-04T22:18:48.538781Z digest=sha256:1b9be9c38861e4d9172f516faffe29a3742afa0f15ed0d9d61175f18f119a748

Observation d2d24b3b-4b51-4622-9b00-0b5d34f1cbcb · outbound

This paper cites Deep joint source- channel coding for wireless image transmission,.

SA-OOSC: A Multimodal LLM-Distilled Semantic Communication Framework for Enhanced Coding Efficiency with Scenario Understanding Deep joint source- channel coding for wireless image transmission,

Reference 10

Resolution
verified fuzzy
raw_fallback, observed 2026-08-04T22:18:56.291859Z

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=2026-08-04T22:18:48.637467Z digest=sha256:a5b622ae69a4a942269aa254ddecd02da0863b296082a384e84b9d118d7edb48

Observation ebab6570-dcfd-46e2-86b3-d2cde363f35e · outbound

This paper cites Nonlinear transform source-channel coding for semantic communications,.

SA-OOSC: A Multimodal LLM-Distilled Semantic Communication Framework for Enhanced Coding Efficiency with Scenario Understanding Nonlinear transform source-channel coding for semantic communications,

Reference 11

Resolution
unresolved
no resolver link, observed 2026-08-04T22:18:48.703099Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-04T22:18:48.703099Z digest=sha256:8d97d1a9622065c20faeeb9d4b0ade5f73ecd3802d088e12144dc482bec7b193

Observation 85cdd4b2-c99c-44af-a583-48573ce08ccc · outbound

This paper cites Variational image compression with a scale hyperprior.

SA-OOSC: A Multimodal LLM-Distilled Semantic Communication Framework for Enhanced Coding Efficiency with Scenario Understanding Variational image compression with a scale hyperprior

Reference 12

Resolution
unresolved
no resolver link, observed 2026-08-04T22:18:48.817167Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-04T22:18:48.817167Z digest=sha256:baeec695a22e704a1a995c8c5681fef0af82987304ab45a235777dbfe9a8ea9b

Observation d16b2d44-4876-4f10-8d87-dc76135c2b70 · outbound

This paper cites Toward semantic communications: Deep learning-based image semantic coding,.

SA-OOSC: A Multimodal LLM-Distilled Semantic Communication Framework for Enhanced Coding Efficiency with Scenario Understanding Toward semantic communications: Deep learning-based image semantic coding,

Reference 13

Resolution
verified fuzzy
raw_fallback, observed 2026-08-04T22:18:56.096593Z

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=2026-08-04T22:18:48.945585Z digest=sha256:e918f383606182ec917f4f6cc119e6ad2c42ac40af8e8817085292d6e9350df0

Observation cac75e2d-a336-404c-b084-2e4688afd429 · outbound

This paper cites Semantic segmentation-based semantic communication system for image transmission,.

SA-OOSC: A Multimodal LLM-Distilled Semantic Communication Framework for Enhanced Coding Efficiency with Scenario Understanding Semantic segmentation-based semantic communication system for image transmission,

Reference 14

Resolution
verified fuzzy
raw_fallback, observed 2026-08-04T22:18:55.956259Z

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=2026-08-04T22:18:49.036356Z digest=sha256:b3f5f4931e8faf75b31cbc9761145b3f97e17c01e47daccf497816790d4f6ca0

Observation 4e3014bd-7a71-478a-a3f0-0802875a0bfc · outbound

This paper cites Feature importance-aware task-oriented semantic transmission and optimization,.

SA-OOSC: A Multimodal LLM-Distilled Semantic Communication Framework for Enhanced Coding Efficiency with Scenario Understanding Feature importance-aware task-oriented semantic transmission and optimization,

Reference 15

Resolution
verified fuzzy
raw_fallback, observed 2026-08-04T22:18:55.806577Z

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=2026-08-04T22:18:49.143714Z digest=sha256:8effc928eb8b64aa33e4235fd1013f88059703464a51df0af2ea5347901667a3

Observation a5a315ab-3165-49bc-b2f7-493b6de96798 · outbound

This paper cites Privacy-preserving task-oriented semantic communications against model inversion attacks,.

SA-OOSC: A Multimodal LLM-Distilled Semantic Communication Framework for Enhanced Coding Efficiency with Scenario Understanding Privacy-preserving task-oriented semantic communications against model inversion attacks,

Reference 16

Resolution
verified fuzzy
raw_fallback, observed 2026-08-04T22:18:55.616118Z

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=2026-08-04T22:18:49.236413Z digest=sha256:73169aafb257b487dab09d3ab5411f94a58708047408497306302ce4076649f8

Observation c0100831-043b-4905-ab65-793375838261 · outbound

This paper cites Beamforming and scalable image processing in vehicle-to-vehicle networks,.

SA-OOSC: A Multimodal LLM-Distilled Semantic Communication Framework for Enhanced Coding Efficiency with Scenario Understanding Beamforming and scalable image processing in vehicle-to-vehicle networks,

Reference 17

Resolution
verified exact
doi, observed 2026-08-04T22:18:52.268405Z

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=2026-08-04T22:18:49.447395Z digest=sha256:77d4a0f9761586089a46bfbd57aece21f76e603d0464a5b4d5073a65923e1912

Observation dd760519-d0ea-4739-80fd-cf944850d12b · outbound

This paper cites Cooperative perception with v2v communication for autonomous vehicles,.

SA-OOSC: A Multimodal LLM-Distilled Semantic Communication Framework for Enhanced Coding Efficiency with Scenario Understanding Cooperative perception with v2v communication for autonomous vehicles,

Reference 18

Resolution
verified fuzzy
raw_fallback, observed 2026-08-04T22:18:55.477859Z

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=2026-08-04T22:18:49.562444Z digest=sha256:38915e564bab25b4b1995d1dd35e02457052e516af7297810d0bbed7d8df1acd

Observation f63cfb33-de08-4369-9336-e6ceb2505550 · outbound

This paper cites Vehicle position and context detection using v2v communication,.

SA-OOSC: A Multimodal LLM-Distilled Semantic Communication Framework for Enhanced Coding Efficiency with Scenario Understanding Vehicle position and context detection using v2v communication,

Reference 19

Resolution
verified fuzzy
raw_fallback, observed 2026-08-04T22:18:55.321803Z

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=2026-08-04T22:18:49.677327Z digest=sha256:ba613e113513cd6b9e5d41a2d8a008f8e2ed132139b37242bde29e4bd4856838

Observation b5e2a387-54e5-4ff4-b882-91b519e2b413 · outbound

This paper cites Overview of v2v and v2i wireless communication for cooperative vehicle infrastructure systems,.

SA-OOSC: A Multimodal LLM-Distilled Semantic Communication Framework for Enhanced Coding Efficiency with Scenario Understanding Overview of v2v and v2i wireless communication for cooperative vehicle infrastructure systems,

Reference 20

Resolution
verified fuzzy
raw_fallback, observed 2026-08-04T22:18:55.168647Z

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=2026-08-04T22:18:49.786175Z digest=sha256:eb9483aa43f88ab9f148c439f29b6e91fad645917d9c07e1023eaa4fedd916cf

Observation b694be7c-a23c-4dff-84d5-d114fea08fc9 · outbound

This paper cites The cityscapes dataset for semantic urban scene understanding,.

SA-OOSC: A Multimodal LLM-Distilled Semantic Communication Framework for Enhanced Coding Efficiency with Scenario Understanding The cityscapes dataset for semantic urban scene understanding,

Reference 21

Resolution
unresolved
no resolver link, observed 2026-08-04T22:18:49.879043Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-04T22:18:49.879043Z digest=sha256:06400c98be9e1ba369f90d9040411684d8adac11dfc5f4021206adac5e158a4a

Observation 12a85b7a-e3a9-4573-a44a-b58b722c23b6 · outbound

This paper cites LLM-Assisted Multi-Teacher Continual Learning for Visual Question Answering in Robotic Surgery.

SA-OOSC: A Multimodal LLM-Distilled Semantic Communication Framework for Enhanced Coding Efficiency with Scenario Understanding LLM-Assisted Multi-Teacher Continual Learning for Visual Question Answering in Robotic Surgery

Reference 22

Resolution
verified exact
local_arxiv, observed 2026-08-04T22:18:52.958071Z

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=2026-08-04T22:18:49.976243Z digest=sha256:f2b1bbb87162331b6856a03daf3732d8667a044568734f914d159b81fa48e31e

Observation 5cabfbce-f75f-4b5f-ab5d-129a7c5e06d8 · outbound

This paper cites A survey on knowledge distillation of large language models,.

SA-OOSC: A Multimodal LLM-Distilled Semantic Communication Framework for Enhanced Coding Efficiency with Scenario Understanding A survey on knowledge distillation of large language models,

Reference 23

Resolution
verified fuzzy
raw_fallback, observed 2026-08-04T22:18:54.930727Z

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=2026-08-04T22:18:50.107623Z digest=sha256:434856d657ae6c3822f30d78549512c7d0c552b04c7645852f57be81ef700bf0

Observation e1207179-ae56-416a-8470-877ed1dcb6af · outbound

This paper cites Rephrase and contrast: Fine-tuning language models for enhanced understanding of communication and computer networks,.

SA-OOSC: A Multimodal LLM-Distilled Semantic Communication Framework for Enhanced Coding Efficiency with Scenario Understanding Rephrase and contrast: Fine-tuning language models for enhanced understanding of communication and computer networks,

Reference 24

Resolution
verified fuzzy
raw_fallback, observed 2026-08-04T22:18:54.720893Z

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=2026-08-04T22:18:50.360811Z digest=sha256:9f974aedfadabb362602c46c5863a9658e3ff581ced690a2128c6a53032f1035

Observation d6bd74b2-3286-44bd-af81-3cab7c2ca749 · outbound

This paper cites MiniLLM: On-Policy Distillation of Large Language Models.

SA-OOSC: A Multimodal LLM-Distilled Semantic Communication Framework for Enhanced Coding Efficiency with Scenario Understanding MiniLLM: On-Policy Distillation of Large Language Models

Reference 25

Resolution
unresolved
no resolver link, observed 2026-08-04T22:18:50.532869Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-04T22:18:50.532869Z digest=sha256:d0a5af131d23ff7361c32fa6e6357cade251c2240aa789329d103e79bc88c946

Observation 069a11d6-7680-4135-987e-383170cdaf8a · outbound

This paper cites Improved nonlinear transform source-channel coding to catalyze semantic communications,.

SA-OOSC: A Multimodal LLM-Distilled Semantic Communication Framework for Enhanced Coding Efficiency with Scenario Understanding Improved nonlinear transform source-channel coding to catalyze semantic communications,

Reference 26

Resolution
verified fuzzy
raw_fallback, observed 2026-08-04T22:18:54.565489Z

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=2026-08-04T22:18:50.656023Z digest=sha256:c0ea9b637f155405b80227fd830f83424efcffffe238f7e13eede61225dbdd96

Observation e398ef4c-6cd1-48f3-b548-b04dc9773854 · outbound

This paper cites Towards Out-Of-Distribution Generalization: A Survey.

SA-OOSC: A Multimodal LLM-Distilled Semantic Communication Framework for Enhanced Coding Efficiency with Scenario Understanding Towards Out-Of-Distribution Generalization: A Survey

Reference 27

Resolution
unresolved
no resolver link, observed 2026-08-04T22:18:50.862318Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-04T22:18:50.862318Z digest=sha256:d85634b5e7c07aaa7e1989d2f9beaa1377c2b602d4ee30afe3d3beaf8ba353cc

Observation fa83d1f2-c665-4198-8ff0-c06c58b37456 · outbound

This paper cites Out-of-distribution in image semantic communication: A solution with multimodal large language models,.

SA-OOSC: A Multimodal LLM-Distilled Semantic Communication Framework for Enhanced Coding Efficiency with Scenario Understanding Out-of-distribution in image semantic communication: A solution with multimodal large language models,

Reference 28

Resolution
verified fuzzy
raw_fallback, observed 2026-08-04T22:18:54.287100Z

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=2026-08-04T22:18:50.955732Z digest=sha256:5c99a573c1f56f12f2f7ffb0b771c38360131389408e1dae69125069afeb4b5e

Observation 043d80d6-5d18-4257-8ffc-41442c72f5a5 · outbound

This paper cites Improved Nonlinear Transform Source-Channel Coding to Catalyze Semantic Communications.

SA-OOSC: A Multimodal LLM-Distilled Semantic Communication Framework for Enhanced Coding Efficiency with Scenario Understanding Improved Nonlinear Transform Source-Channel Coding to Catalyze Semantic Communications

Reference 29

Resolution
metadata mismatch
local_arxiv, observed 2026-08-04T22:18:52.726617Z

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=2026-08-04T22:18:50.749412Z digest=sha256:f560e0219b642d3f1cfb0552901e700873dae038d9424f881795c07cadcf5ba9

Observation 2a88a483-7d03-4aa1-ae7f-52e34d102d6f · outbound

This paper cites Gpt-4 technical report,.

SA-OOSC: A Multimodal LLM-Distilled Semantic Communication Framework for Enhanced Coding Efficiency with Scenario Understanding Gpt-4 technical report,

Reference 30

Resolution
verified fuzzy
raw_fallback, observed 2026-08-04T22:18:53.756269Z

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=2026-08-04T22:18:51.181921Z digest=sha256:5128edaf308d3311f23a664423a1a176087e4c07d2f8e55e85cbaae71978b4c5

Observation 6cc4ca7c-74de-4f65-9b60-3143d758eda5 · outbound

This paper cites End-to-end Optimized Image Compression.

SA-OOSC: A Multimodal LLM-Distilled Semantic Communication Framework for Enhanced Coding Efficiency with Scenario Understanding End-to-end Optimized Image Compression

Reference 31

Resolution
unresolved
no resolver link, observed 2026-08-04T22:18:51.306701Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-04T22:18:51.306701Z digest=sha256:950efde9f611dafb7a8efd78b769a61a3e41639b67608ea2e1ecebe9e2dc5adf

Observation 830cd2b4-0eeb-4acf-b205-288c12203269 · outbound

This paper cites Yolov11x,.

SA-OOSC: A Multimodal LLM-Distilled Semantic Communication Framework for Enhanced Coding Efficiency with Scenario Understanding Yolov11x,

Reference 32

Resolution
verified fuzzy
raw_fallback, observed 2026-08-04T22:18:54.066134Z

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=2026-08-04T22:18:51.055514Z digest=sha256:f53506c47ca4abd6469de216f1ca3348ee48b113c2ecb45bee9942b68a54a3e0

Observation 475f9070-446c-47d3-89eb-f174e5d53191 · outbound

This paper cites Swin Transformer: Hierarchical Vision Transformer using Shifted Windows.

SA-OOSC: A Multimodal LLM-Distilled Semantic Communication Framework for Enhanced Coding Efficiency with Scenario Understanding Swin Transformer: Hierarchical Vision Transformer using Shifted Windows

Reference 33

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unresolved
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Observation a35da881-ab44-4452-becc-dbfe9a9718ce · outbound

This paper cites Dynamic Neural Networks: A Survey.

SA-OOSC: A Multimodal LLM-Distilled Semantic Communication Framework for Enhanced Coding Efficiency with Scenario Understanding Dynamic Neural Networks: A Survey

Reference 34

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local_arxiv, observed 2026-08-04T22:18:52.498428Z

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

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Observation 9bb4bfc4-2a08-466c-9b42-ea63c5bfd44a · outbound

This paper cites Auto-Encoding Variational Bayes.

SA-OOSC: A Multimodal LLM-Distilled Semantic Communication Framework for Enhanced Coding Efficiency with Scenario Understanding Auto-Encoding Variational Bayes

Reference 35

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source=pdf_text observed=2026-08-04T22:18:51.458458Z digest=sha256:5a022227bf5826915c513feb120d27d2af0fd3f168e4f41ba6b5a37ebd735931

Observation 9e84bb38-29f3-4142-9042-bde81a74451e · outbound

This paper cites Adam: A method for stochastic optimization,.

SA-OOSC: A Multimodal LLM-Distilled Semantic Communication Framework for Enhanced Coding Efficiency with Scenario Understanding Adam: A method for stochastic optimization,

Reference 36

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Observation 47b92a8a-2666-43c3-b9e7-a0a8f9cf062e · outbound

This paper cites PyTorch: An Imperative Style, High-Performance Deep Learning Library.

SA-OOSC: A Multimodal LLM-Distilled Semantic Communication Framework for Enhanced Coding Efficiency with Scenario Understanding PyTorch: An Imperative Style, High-Performance Deep Learning Library

Reference 37

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source=pdf_text observed=2026-08-04T22:18:51.981089Z digest=sha256:a0b7d8902708220aa8f8960a678aa8936772f876c930fc91152eb25364d2f3fc

Observation 651aae6e-7458-4e81-99fa-6318901ac343 · outbound

This paper cites Attention Is All You Need.

SA-OOSC: A Multimodal LLM-Distilled Semantic Communication Framework for Enhanced Coding Efficiency with Scenario Understanding Attention Is All You Need

Reference 38

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source=pdf_text observed=2026-08-04T22:18:51.773677Z digest=sha256:7a87984fbf830fc2dcb29e7b4c539c51ca1ecc9d9e95ef95b7c62d6dd84b0dfa

Observation 274ffe7a-04b0-4a54-a4c7-7256959eebc5 · outbound

This paper cites Adam: A Method for Stochastic Optimization.

SA-OOSC: A Multimodal LLM-Distilled Semantic Communication Framework for Enhanced Coding Efficiency with Scenario Understanding Adam: A Method for Stochastic Optimization

Reference 2017

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Observation e57c947f-4df2-4871-9fa1-f31d71d42bc7 · outbound

This paper cites Privacy-Preserving Task-Oriented Semantic Communications Against Model Inversion Attacks.

SA-OOSC: A Multimodal LLM-Distilled Semantic Communication Framework for Enhanced Coding Efficiency with Scenario Understanding Privacy-Preserving Task-Oriented Semantic Communications Against Model Inversion Attacks

Reference 2023

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local_arxiv, observed 2026-08-04T22:18:53.192880Z

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=2026-08-04T22:18:49.336174Z digest=sha256:be69af58d45c5480e63310e334c0ace34fe99f1d500c6af5a9354b3e745d08d5

Observation 8a16389f-750e-4ad2-8744-9af27de90a8a · outbound

This paper cites A Survey on Knowledge Distillation of Large Language Models.

SA-OOSC: A Multimodal LLM-Distilled Semantic Communication Framework for Enhanced Coding Efficiency with Scenario Understanding A Survey on Knowledge Distillation of Large Language Models

Reference 2024

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source=pdf_text observed=2026-08-04T22:18:50.254423Z digest=sha256:d7ff42e439bb4041ec230bcac30e5d88bcaeed98afb03b4043bcd1db733c0b31

Pith citing papers

Observation 0c424f0a-74e4-4b86-a7ec-67df50580f7c · inbound

LLM-Powered Virtual Patient Agents for Interactive Clinical Skills Training with Automated Feedback cites this paper.

LLM-Powered Virtual Patient Agents for Interactive Clinical Skills Training with Automated Feedback SA-OOSC: A Multimodal LLM-Distilled Semantic Communication Framework for Enhanced Coding Efficiency with Scenario Understanding

Reference 27

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local_arxiv, observed 2026-08-05T18:54:16.304114Z

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

source=pdf_text observed=2026-08-05T18:54:15.097039Z digest=sha256:c96e11b8219b2762bcc5aab1454fd3c1db56de60a7a4921ee358dd91f198c0fc