Task-Oriented Semantic Communication in Large Multimodal Models-based Vehicle Networks | Paper Citation Record

Observation c55dba9f-0ce6-490c-b40f-40e9869de194 · outbound

This paper cites OCRBench: On the Hidden Mystery of OCR in Large Multimodal Models.

Task-Oriented Semantic Communication in Large Multimodal Models-based Vehicle Networks OCRBench: On the Hidden Mystery of OCR in Large Multimodal Models

Reference 1

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Observation 2de3a2ef-f477-4433-99ee-43e7d6ac6b88 · outbound

This paper cites MathVista: Evaluating Mathematical Reasoning of Foundation Models in Visual Contexts.

Task-Oriented Semantic Communication in Large Multimodal Models-based Vehicle Networks MathVista: Evaluating Mathematical Reasoning of Foundation Models in Visual Contexts

Reference 2

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Observation 65d0bd7e-ef66-4347-a6e4-185411d27847 · outbound

This paper cites Improved Baselines with Visual Instruction Tuning.

Task-Oriented Semantic Communication in Large Multimodal Models-based Vehicle Networks Improved Baselines with Visual Instruction Tuning

Reference 3

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Observation 610869c9-76e9-430d-8079-31230a8a1245 · outbound

This paper cites Multimodal Foundation Models: From Specialists to General- Purpose Assistants,.

Task-Oriented Semantic Communication in Large Multimodal Models-based Vehicle Networks Multimodal Foundation Models: From Specialists to General- Purpose Assistants,

Reference 4

Resolution: verified fuzzy; raw_fallback, observed 2026-08-16T01:01:05.347300Z

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Observation 473ea202-319e-486c-a297-7240737d399e · outbound

This paper cites GPT-4V in Wonderland: Large Multimodal Models for Zero-Shot Smartphone GUI Navigation.

Task-Oriented Semantic Communication in Large Multimodal Models-based Vehicle Networks GPT-4V in Wonderland: Large Multimodal Models for Zero-Shot Smartphone GUI Navigation

Reference 5

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Observation 5e3095a4-e005-425a-af74-9876b6ea2866 · outbound

This paper cites LMaaS: Exploring Pricing Strategy of Large Model as a Service for Communication,.

Task-Oriented Semantic Communication in Large Multimodal Models-based Vehicle Networks LMaaS: Exploring Pricing Strategy of Large Model as a Service for Communication,

Reference 6

Resolution: verified fuzzy; raw_fallback, observed 2026-08-16T01:01:05.313912Z

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Observation 04808b83-505e-4183-af53-ce654c96f9f1 · outbound

This paper cites GPT-4 Technical Report,.

Task-Oriented Semantic Communication in Large Multimodal Models-based Vehicle Networks GPT-4 Technical Report,

Reference 7

Resolution: verified fuzzy; raw_fallback, observed 2026-08-16T01:01:05.291194Z

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Observation 66360e41-c5ae-42ca-854b-e1868fff7e12 · outbound

This paper cites ChatGPT,.

Task-Oriented Semantic Communication in Large Multimodal Models-based Vehicle Networks ChatGPT,

Reference 8

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Observation 32cafd27-6bc3-40d1-bd27-ec9406ab4d77 · outbound

This paper cites A Survey on Multimodal Large Language Models for Autonomous Driving,.

Task-Oriented Semantic Communication in Large Multimodal Models-based Vehicle Networks A Survey on Multimodal Large Language Models for Autonomous Driving,

Reference 9

Resolution: verified fuzzy; raw_fallback, observed 2026-08-16T01:01:05.260658Z

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Observation 9da7b358-a706-49a4-9993-07ed47e234a7 · outbound

This paper cites Vision Language Models in Autonomous Driving: A Survey and Outlook,.

Task-Oriented Semantic Communication in Large Multimodal Models-based Vehicle Networks Vision Language Models in Autonomous Driving: A Survey and Outlook,

Reference 10

Resolution: verified fuzzy; raw_fallback, observed 2026-08-16T01:01:05.233076Z

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Observation b99ae245-8444-486e-a8ee-75e6f880dc1c · outbound

This paper cites HiLM-D: Enhancing MLLMs with Multi-Scale High-Resolution Details for Autonomous Driving.

Task-Oriented Semantic Communication in Large Multimodal Models-based Vehicle Networks HiLM-D: Enhancing MLLMs with Multi-Scale High-Resolution Details for Autonomous Driving

Reference 11

Resolution: unresolved; no resolver link, observed 2026-08-16T01:01:03.711646Z

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Observation 43c37816-4444-4031-a166-776b6ac6cf04 · outbound

This paper cites Drive as You Speak: Enabling Human-Like Interaction with Large Language Models in Autonomous Vehicles,.

Task-Oriented Semantic Communication in Large Multimodal Models-based Vehicle Networks Drive as You Speak: Enabling Human-Like Interaction with Large Language Models in Autonomous Vehicles,

Reference 12

Resolution: verified fuzzy; raw_fallback, observed 2026-08-16T01:01:05.211972Z

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Observation 1160077c-a2bc-42a1-9ad6-33aa6b8f2406 · outbound

This paper cites SurrealDriver: Designing LLM-powered Generative Driver Agent Framework based on Human Drivers' Driving-thinking Data.

Task-Oriented Semantic Communication in Large Multimodal Models-based Vehicle Networks SurrealDriver: Designing LLM-powered Generative Driver Agent Framework based on Human Drivers' Driving-thinking Data

Reference 13

Resolution: unresolved; no resolver link, observed 2026-08-16T01:01:03.720459Z

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Observation 37da57f2-87ac-4076-846f-c212edd83b70 · outbound

This paper cites DriveLLaVA: Human-Level Behavior Decisions via Vision Language Model,.

Task-Oriented Semantic Communication in Large Multimodal Models-based Vehicle Networks DriveLLaVA: Human-Level Behavior Decisions via Vision Language Model,

Reference 14

Resolution: verified fuzzy; raw_fallback, observed 2026-08-16T01:01:05.192980Z

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Observation 3dcbd5d4-ff7b-4bc7-a076-46b722f1e100 · outbound

This paper cites Efficient Multimodal Large Language Models: A Survey,.

Task-Oriented Semantic Communication in Large Multimodal Models-based Vehicle Networks Efficient Multimodal Large Language Models: A Survey,

Reference 15

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Observation e68b96a2-957b-4dbb-914a-7d7576e4d062 · outbound

This paper cites Resource Allocation in Large Language Model Integrated 6G Vehicular Networks.

Task-Oriented Semantic Communication in Large Multimodal Models-based Vehicle Networks Resource Allocation in Large Language Model Integrated 6G Vehicular Networks

Reference 16

Resolution: unresolved; no resolver link, observed 2026-08-16T01:01:03.735992Z

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Observation c4bd0d09-851b-4a5e-a3df-61917e32f605 · outbound

This paper cites A Superalignment Framework in Autonomous Driving with Large Language Mod- els,.

Task-Oriented Semantic Communication in Large Multimodal Models-based Vehicle Networks A Superalignment Framework in Autonomous Driving with Large Language Mod- els,

Reference 17

Resolution: verified fuzzy; raw_fallback, observed 2026-08-16T01:01:05.175234Z

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Observation 4b8f881d-d53d-4889-89b4-1af92b46e952 · outbound

This paper cites A survey on multimodal large language models,.

Task-Oriented Semantic Communication in Large Multimodal Models-based Vehicle Networks A survey on multimodal large language models,

Reference 18

Resolution: verified fuzzy; raw_fallback, observed 2026-08-16T01:01:05.158588Z

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Observation d48420de-33a1-40e5-bda9-c217f1e7a263 · outbound

This paper cites Imp: Highly Capable Large Multimodal Models for Mobile Devices.

Task-Oriented Semantic Communication in Large Multimodal Models-based Vehicle Networks Imp: Highly Capable Large Multimodal Models for Mobile Devices

Reference 19

Resolution: unresolved; no resolver link, observed 2026-08-16T01:01:03.751952Z

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Observation 40529b38-6260-4cf7-93bb-bf1c65e2eba3 · outbound

This paper cites TinyGPT-V: Efficient Multimodal Large Language Model via Small Backbones.

Task-Oriented Semantic Communication in Large Multimodal Models-based Vehicle Networks TinyGPT-V: Efficient Multimodal Large Language Model via Small Backbones

Reference 20

Resolution: unresolved; no resolver link, observed 2026-08-16T01:01:03.756682Z

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Observation 6bec27e2-92f8-40a7-9642-9bbcff70df0b · outbound

This paper cites TinyLLaVA: A Framework of Small-scale Large Multimodal Models.

Task-Oriented Semantic Communication in Large Multimodal Models-based Vehicle Networks TinyLLaVA: A Framework of Small-scale Large Multimodal Models

Reference 21

Resolution: unresolved; no resolver link, observed 2026-08-16T01:01:03.760511Z

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Observation 6cf16581-2ef8-4a45-8650-5e9959a2007d · outbound

This paper cites A Survey on Model Compression for Large Language Models,.

Task-Oriented Semantic Communication in Large Multimodal Models-based Vehicle Networks A Survey on Model Compression for Large Language Models,

Reference 22

Resolution: verified fuzzy; raw_fallback, observed 2026-08-16T01:01:05.135091Z

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Observation 7d92d552-2948-4c32-9adc-b7a68f3146de · outbound

This paper cites Large Language Models (LLMs) Inference Offloading and Resource Allocation in Cloud-Edge Computing: An Active Inference Approach,.

Task-Oriented Semantic Communication in Large Multimodal Models-based Vehicle Networks Large Language Models (LLMs) Inference Offloading and Resource Allocation in Cloud-Edge Computing: An Active Inference Approach,

Reference 23

Resolution: verified fuzzy; raw_fallback, observed 2026-08-16T01:01:05.100674Z

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Observation 049f4a3c-83cf-48bb-8e3a-9ee4c566e51a · outbound

This paper cites PerLLM: Personalized Inference Scheduling with Edge-Cloud Collaboration for Diverse LLM Services.

Task-Oriented Semantic Communication in Large Multimodal Models-based Vehicle Networks PerLLM: Personalized Inference Scheduling with Edge-Cloud Collaboration for Diverse LLM Services

Reference 24

Resolution: unresolved; no resolver link, observed 2026-08-16T01:01:03.777329Z

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Observation fbf7cb3d-4a89-47af-bbe2-8db4cfbff3e1 · outbound

This paper cites On the Road to 6G: Visions, Requirements, Key Technologies, and Testbeds,.

Task-Oriented Semantic Communication in Large Multimodal Models-based Vehicle Networks On the Road to 6G: Visions, Requirements, Key Technologies, and Testbeds,

Reference 25

Resolution: verified fuzzy; raw_fallback, observed 2026-08-16T01:01:05.079672Z

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Observation 15dbc0ef-109c-420f-8ea2-4dda67b0c0bd · outbound

This paper cites Sixth Generation (6G) Wireless Networks: Vision, Research Activities, Challenges and Potential Solutions,.

Task-Oriented Semantic Communication in Large Multimodal Models-based Vehicle Networks Sixth Generation (6G) Wireless Networks: Vision, Research Activities, Challenges and Potential Solutions,

Reference 26

Resolution: verified fuzzy; raw_fallback, observed 2026-08-16T01:01:05.061866Z

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Observation 14240708-2ea0-42b0-b491-86a75d29dd2f · outbound

This paper cites A Uni- fied Multi-Task Semantic Communication System for Multimodal Data,.

Task-Oriented Semantic Communication in Large Multimodal Models-based Vehicle Networks A Uni- fied Multi-Task Semantic Communication System for Multimodal Data,

Reference 27

Resolution: verified fuzzy; raw_fallback, observed 2026-08-16T01:01:05.042034Z

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No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

Observation 3e5aefb6-5908-4ad2-964c-b35ad6e90092 · outbound

This paper cites Deep Learning Enabled Semantic Communication Systems,.

Task-Oriented Semantic Communication in Large Multimodal Models-based Vehicle Networks Deep Learning Enabled Semantic Communication Systems,

Reference 28

Resolution: verified fuzzy; raw_fallback, observed 2026-08-16T01:01:05.023887Z

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Observation 25eceeb5-c2bb-4c85-9d8d-e5329216313a · outbound

This paper cites Joint Task and Data-Oriented Semantic Communications: A Deep Separate Source-Channel Coding Scheme,.

Task-Oriented Semantic Communication in Large Multimodal Models-based Vehicle Networks Joint Task and Data-Oriented Semantic Communications: A Deep Separate Source-Channel Coding Scheme,

Reference 29

Resolution: verified fuzzy; raw_fallback, observed 2026-08-16T01:01:05.000352Z

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Observation 5389446b-98a1-47aa-a194-5a6533055abe · outbound

This paper cites Personalized Saliency in Task-Oriented Semantic Commu- nications: Image Transmission and Performance Analysis,.

Task-Oriented Semantic Communication in Large Multimodal Models-based Vehicle Networks Personalized Saliency in Task-Oriented Semantic Commu- nications: Image Transmission and Performance Analysis,

Reference 30

Resolution: verified fuzzy; raw_fallback, observed 2026-08-16T01:01:04.986973Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

Observation b01a0b08-37a8-4396-a248-d0fd8f547533 · outbound

This paper cites AI-Generated Incentive Mechanism and Full-Duplex Semantic Communications for Information Sharing,.

Task-Oriented Semantic Communication in Large Multimodal Models-based Vehicle Networks AI-Generated Incentive Mechanism and Full-Duplex Semantic Communications for Information Sharing,

Reference 31

Resolution: verified fuzzy; raw_fallback, observed 2026-08-16T01:01:04.973001Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

Observation da94aae9-1693-4787-9862-4f8ab6f455cb · outbound

This paper cites Semantic Communication Meets Edge Intelligence,.

Task-Oriented Semantic Communication in Large Multimodal Models-based Vehicle Networks Semantic Communication Meets Edge Intelligence,

Reference 32

Resolution: verified fuzzy; raw_fallback, observed 2026-08-16T01:01:04.959047Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

Observation e3e6934a-b862-483b-ac72-0dcf943178ad · outbound

This paper cites A Theory of Semantic Commu- nication,.

Task-Oriented Semantic Communication in Large Multimodal Models-based Vehicle Networks A Theory of Semantic Commu- nication,

Reference 33

Resolution: verified fuzzy; raw_fallback, observed 2026-08-16T01:01:04.945817Z

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Observation a8c006df-42cd-4ef2-92ce-dc7f5bce47fa · outbound

This paper cites Edge-Cloud Collaborative Motion Planning for Autonomous Driving with Large Language Models.

Task-Oriented Semantic Communication in Large Multimodal Models-based Vehicle Networks Edge-Cloud Collaborative Motion Planning for Autonomous Driving with Large Language Models

Reference 34

Resolution: verified exact; local_arxiv, observed 2026-08-16T01:01:04.314224Z

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Observation 4fe7edb5-08cf-4816-b70a-f9b4d858ad14 · outbound

This paper cites Task-Oriented Multi-User Semantic Communications for VQA,.

Task-Oriented Semantic Communication in Large Multimodal Models-based Vehicle Networks Task-Oriented Multi-User Semantic Communications for VQA,

Reference 35

Resolution: verified fuzzy; raw_fallback, observed 2026-08-16T01:01:04.933677Z

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Observation a90da14a-f9af-4610-89d1-f06214a8244f · outbound

This paper cites Learning Transferable Visual Models From Natu- ral Language Supervision,.

Task-Oriented Semantic Communication in Large Multimodal Models-based Vehicle Networks Learning Transferable Visual Models From Natu- ral Language Supervision,

Reference 36

Resolution: verified fuzzy; raw_fallback, observed 2026-08-16T01:01:04.920299Z

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Observation b9de9066-9e00-4921-a7f0-f6f784bcc384 · outbound

This paper cites SQ-LLaVA: Self-Questioning for Large Vision-Language Assistant.

Task-Oriented Semantic Communication in Large Multimodal Models-based Vehicle Networks SQ-LLaVA: Self-Questioning for Large Vision-Language Assistant

Reference 37

Resolution: verified exact; local_arxiv, observed 2026-08-16T01:01:04.296944Z

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No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

Observation c438f856-5639-4256-962b-921795efe0a6 · outbound

This paper cites Vicuna: An Open-Source Chatbot Impressing GPT-4 with 90%* ChatGPT Quality,.

Task-Oriented Semantic Communication in Large Multimodal Models-based Vehicle Networks Vicuna: An Open-Source Chatbot Impressing GPT-4 with 90%* ChatGPT Quality,

Reference 38

Resolution: verified fuzzy; raw_fallback, observed 2026-08-16T01:01:04.907073Z

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Observation c84ea93f-e058-4e7d-9bc2-a68ccd9dec27 · outbound

This paper cites Mistral 7B.

Task-Oriented Semantic Communication in Large Multimodal Models-based Vehicle Networks Mistral 7B

Reference 39

Resolution: unresolved; no resolver link, observed 2026-08-16T01:01:03.841315Z

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Observation b9d520cf-98ea-46c4-8c1d-f211de7713db · outbound

This paper cites GloVe: Global Vec- tors for Word Representation,.

Task-Oriented Semantic Communication in Large Multimodal Models-based Vehicle Networks GloVe: Global Vec- tors for Word Representation,

Reference 40

Resolution: verified fuzzy; raw_fallback, observed 2026-08-16T01:01:04.894858Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

Observation d4f91648-f7b5-4e05-afab-d8f299234112 · outbound

This paper cites LLaMA: Open and Efficient Foundation Language Models.

Task-Oriented Semantic Communication in Large Multimodal Models-based Vehicle Networks LLaMA: Open and Efficient Foundation Language Models

Reference 41

Resolution: unresolved; no resolver link, observed 2026-08-16T01:01:03.849755Z

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Observation 5b74ac38-e830-468f-a941-ae1a69344cba · outbound

This paper cites LLaVA-UHD: an LMM Perceiving Any Aspect Ratio and High-Resolution Images.

Task-Oriented Semantic Communication in Large Multimodal Models-based Vehicle Networks LLaVA-UHD: an LMM Perceiving Any Aspect Ratio and High-Resolution Images

Reference 42

Resolution: unresolved; no resolver link, observed 2026-08-16T01:01:03.854216Z

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Observation 3039ae7b-aee9-4c6a-9cf0-a747a274160b · outbound

This paper cites Visual Instruction Tuning.

Task-Oriented Semantic Communication in Large Multimodal Models-based Vehicle Networks Visual Instruction Tuning

Reference 43

Resolution: unresolved; no resolver link, observed 2026-08-16T01:01:03.858368Z

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Observation f6b6f430-1c10-492e-81c3-3f81ddb3eee9 · outbound

This paper cites MiniGPT-4: Enhancing Vision-Language Understanding with Advanced Large Language Models.

Task-Oriented Semantic Communication in Large Multimodal Models-based Vehicle Networks MiniGPT-4: Enhancing Vision-Language Understanding with Advanced Large Language Models

Reference 44

Resolution: unresolved; no resolver link, observed 2026-08-16T01:01:03.863584Z

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Observation ea30bec3-3971-48ec-be89-d9fe2c181b89 · outbound

This paper cites MobileVLM : A Fast, Strong and Open Vision Language Assistant for Mobile Devices.

Task-Oriented Semantic Communication in Large Multimodal Models-based Vehicle Networks MobileVLM : A Fast, Strong and Open Vision Language Assistant for Mobile Devices

Reference 45

Resolution: unresolved; no resolver link, observed 2026-08-16T01:01:03.868050Z

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Observation 7ec4ef43-8dcf-4ecf-b56e-9c0447faa678 · outbound

This paper cites LLM.int8(): 8-bit Matrix Multiplication for Transformers at Scale.

Task-Oriented Semantic Communication in Large Multimodal Models-based Vehicle Networks LLM.int8(): 8-bit Matrix Multiplication for Transformers at Scale

Reference 46

Resolution: unresolved; no resolver link, observed 2026-08-16T01:01:03.872422Z

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Observation fbcff161-4443-46ec-a205-be8f6485813e · outbound

This paper cites PB-LLM: Partially Binarized Large Language Models.

Task-Oriented Semantic Communication in Large Multimodal Models-based Vehicle Networks PB-LLM: Partially Binarized Large Language Models

Reference 47

Resolution: unresolved; no resolver link, observed 2026-08-16T01:01:03.876505Z

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Observation 74ce9f40-d663-4b62-8fa2-417819dae0b8 · outbound

This paper cites LLaVA-PruMerge: Adaptive Token Reduction for Efficient Large Multimodal Models,.

Task-Oriented Semantic Communication in Large Multimodal Models-based Vehicle Networks LLaVA-PruMerge: Adaptive Token Reduction for Efficient Large Multimodal Models,

Reference 48

Resolution: unresolved; no resolver link, observed 2026-08-16T01:01:03.880629Z

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Observation 12632d04-0571-4ca0-9fcf-d843f1d092ec · outbound

This paper cites ConvLLaVA: Hierarchical Backbones as Visual Encoder for Large Multimodal Models.

Task-Oriented Semantic Communication in Large Multimodal Models-based Vehicle Networks ConvLLaVA: Hierarchical Backbones as Visual Encoder for Large Multimodal Models

Reference 49

Resolution: unresolved; no resolver link, observed 2026-08-16T01:01:03.884623Z

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Observation 302fa6bd-29d5-4a5e-8a9a-c1ee4fdf9335 · outbound

This paper cites A Convnet for the 2020s,.

Task-Oriented Semantic Communication in Large Multimodal Models-based Vehicle Networks A Convnet for the 2020s,

Reference 50

Resolution: verified fuzzy; raw_fallback, observed 2026-08-16T01:01:04.881101Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

Observation b00d4ab8-4b86-48a6-bdd1-69e897c0d220 · outbound

This paper cites Semantic Communications for Future Internet: Fundamentals, Applications, and Challenges,.

Task-Oriented Semantic Communication in Large Multimodal Models-based Vehicle Networks Semantic Communications for Future Internet: Fundamentals, Applications, and Challenges,

Reference 51

Resolution: verified fuzzy; raw_fallback, observed 2026-08-16T01:01:04.866657Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

Observation 09b28c67-70cc-4674-ac0d-11b3d2dc226f · outbound

This paper cites Generative AI-driven Semantic Communication Networks: Architecture, Technologies and Applications,.

Task-Oriented Semantic Communication in Large Multimodal Models-based Vehicle Networks Generative AI-driven Semantic Communication Networks: Architecture, Technologies and Applications,

Reference 52

Resolution: verified fuzzy; raw_fallback, observed 2026-08-16T01:01:04.853379Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

Observation 44a916ab-b1af-4a13-a922-8c7a14bd0954 · outbound

This paper cites Semantic Communication With Memory,.

Task-Oriented Semantic Communication in Large Multimodal Models-based Vehicle Networks Semantic Communication With Memory,

Reference 53

Resolution: verified fuzzy; raw_fallback, observed 2026-08-16T01:01:04.840452Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

Observation 1cb11a28-2fd8-4991-9563-086e6ce3f584 · outbound

This paper cites The Cost of Cortical Computation,.

Task-Oriented Semantic Communication in Large Multimodal Models-based Vehicle Networks The Cost of Cortical Computation,

Reference 54

Resolution: verified fuzzy; raw_fallback, observed 2026-08-16T01:01:04.827739Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

Observation 19c0c00e-fd8e-476f-a922-ace67ce3d63a · outbound

This paper cites Saliency Guided DNL-Yolo for Optical Remote Sensing Images for Off-Shore Ship Detection,.

Task-Oriented Semantic Communication in Large Multimodal Models-based Vehicle Networks Saliency Guided DNL-Yolo for Optical Remote Sensing Images for Off-Shore Ship Detection,

Reference 55

Resolution: verified fuzzy; raw_fallback, observed 2026-08-16T01:01:04.813633Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

Observation 24875e11-a9a5-47a8-9cce-a91c517a9df0 · outbound

This paper cites Utilising Visual Attention Cues for Vehicle Detection and Tracking,.

Task-Oriented Semantic Communication in Large Multimodal Models-based Vehicle Networks Utilising Visual Attention Cues for Vehicle Detection and Tracking,

Reference 56

Resolution: verified fuzzy; raw_fallback, observed 2026-08-16T01:01:04.799625Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

Observation 2df10363-c984-41e4-a363-1edf41b6600a · outbound

This paper cites DeepFix: A Fully Convolutional Neural Network for Predicting Human Eye Fixations,.

Task-Oriented Semantic Communication in Large Multimodal Models-based Vehicle Networks DeepFix: A Fully Convolutional Neural Network for Predicting Human Eye Fixations,

Reference 57

Resolution: verified fuzzy; raw_fallback, observed 2026-08-16T01:01:04.785734Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

Observation 094e7876-e0d3-461d-a715-7379dc733272 · outbound

This paper cites DHSNet: Deep Hierarchical Saliency Network for Salient Object Detection,.

Task-Oriented Semantic Communication in Large Multimodal Models-based Vehicle Networks DHSNet: Deep Hierarchical Saliency Network for Salient Object Detection,

Reference 58

Resolution: verified fuzzy; raw_fallback, observed 2026-08-16T01:01:04.769805Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

Observation d74a84f4-c0ea-4dff-99f8-1d8ff8421558 · outbound

This paper cites SalGAN: Visual Saliency Prediction with Generative Adversarial Networks.

Task-Oriented Semantic Communication in Large Multimodal Models-based Vehicle Networks SalGAN: Visual Saliency Prediction with Generative Adversarial Networks

Reference 59

Resolution: unresolved; no resolver link, observed 2026-08-16T01:01:03.924812Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 2f32cc66-d570-4e33-aa91-6afe47732149 · outbound

This paper cites SATSal: A Multi-level Self-Attention Based Architecture for Visual Saliency Prediction,.

Task-Oriented Semantic Communication in Large Multimodal Models-based Vehicle Networks SATSal: A Multi-level Self-Attention Based Architecture for Visual Saliency Prediction,

Reference 60

Resolution: verified fuzzy; raw_fallback, observed 2026-08-16T01:01:04.757050Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

Observation f2277a13-f66a-404f-926b-c3a5ff5e024e · outbound

This paper cites Personalized Saliency and Its Prediction,.

Task-Oriented Semantic Communication in Large Multimodal Models-based Vehicle Networks Personalized Saliency and Its Prediction,

Reference 61

Resolution: verified fuzzy; raw_fallback, observed 2026-08-16T01:01:04.744725Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

Observation 0ce50650-47f0-4fd2-bc92-b6b25fd501d8 · outbound

This paper cites Sigmoid Loss for Language Image Pre-Training,.

Task-Oriented Semantic Communication in Large Multimodal Models-based Vehicle Networks Sigmoid Loss for Language Image Pre-Training,

Reference 62

Resolution: verified fuzzy; raw_fallback, observed 2026-08-16T01:01:04.730910Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

Observation 827efcf2-73b3-4f02-85ad-5669c7d6a2d6 · outbound

This paper cites Math-LLaVA: Bootstrapping Mathematical Reasoning for Multimodal Large Language Models.

Task-Oriented Semantic Communication in Large Multimodal Models-based Vehicle Networks Math-LLaVA: Bootstrapping Mathematical Reasoning for Multimodal Large Language Models

Reference 63

Resolution: unresolved; no resolver link, observed 2026-08-16T01:01:03.940569Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation eb26bb9a-738c-443b-a130-16426d51dcb6 · outbound

This paper cites A Text Feature Based Automatic Keyword Ex- traction Method for Single Documents,.

Task-Oriented Semantic Communication in Large Multimodal Models-based Vehicle Networks A Text Feature Based Automatic Keyword Ex- traction Method for Single Documents,

Reference 64

Resolution: verified fuzzy; raw_fallback, observed 2026-08-16T01:01:04.716237Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

Observation e3201725-8b01-4125-a0f5-0664e4a59f82 · outbound

This paper cites YOLO by Ultralytics,.

Task-Oriented Semantic Communication in Large Multimodal Models-based Vehicle Networks YOLO by Ultralytics,

Reference 65

Resolution: verified fuzzy; raw_fallback, observed 2026-08-16T01:01:04.701402Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

Observation 59f1fad7-7fd9-4b57-99bf-6c1d77a9b5e9 · outbound

This paper cites Exploring Attention-Aware Network Resource Allocation for Customized Metaverse Services,.

Task-Oriented Semantic Communication in Large Multimodal Models-based Vehicle Networks Exploring Attention-Aware Network Resource Allocation for Customized Metaverse Services,

Reference 66

Resolution: verified fuzzy; raw_fallback, observed 2026-08-16T01:01:04.687279Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

Observation 5e34787f-0775-4599-b3f3-887fcc1d17fc · outbound

This paper cites Intrinsic and Extrinsic Effects on Image Memorability,.

Task-Oriented Semantic Communication in Large Multimodal Models-based Vehicle Networks Intrinsic and Extrinsic Effects on Image Memorability,

Reference 67

Resolution: verified fuzzy; raw_fallback, observed 2026-08-16T01:01:04.672394Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

Observation 7c05979e-4658-4aab-b772-5abe24184c0b · outbound

This paper cites Learning to pre- dict where humans look,.

Task-Oriented Semantic Communication in Large Multimodal Models-based Vehicle Networks Learning to pre- dict where humans look,

Reference 68

Resolution: verified fuzzy; raw_fallback, observed 2026-08-16T01:01:04.658454Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

Observation 29a50412-64e9-4452-93a7-9e3fee448e62 · outbound

This paper cites LLaVA-Med: Training a Large Language-and-Vision Assistant for Biomedicine in One Day.

Task-Oriented Semantic Communication in Large Multimodal Models-based Vehicle Networks LLaVA-Med: Training a Large Language-and-Vision Assistant for Biomedicine in One Day

Reference 69

Resolution: unresolved; no resolver link, observed 2026-08-16T01:01:03.964994Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation f3880486-3c7f-4d08-a9e4-579525bd87bf · outbound

This paper cites Beyond Text-Visual Attention: Exploiting Visual Cues for Effective Token Pruning in VLMs.

Task-Oriented Semantic Communication in Large Multimodal Models-based Vehicle Networks Beyond Text-Visual Attention: Exploiting Visual Cues for Effective Token Pruning in VLMs

Reference 70

Resolution: unresolved; no resolver link, observed 2026-08-16T01:01:03.968907Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation f789ca4d-df50-41af-97bb-bae73e6ff6b2 · outbound

This paper cites Available: https://doi.org/10.1162/tacl a 00704.

Task-Oriented Semantic Communication in Large Multimodal Models-based Vehicle Networks Available: https://doi.org/10.1162/tacl a 00704

Reference 2024

Resolution: malformed identifier; no resolver link, observed 2026-08-16T01:01:03.769074Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

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