Collaborative Inference for Large Models with Task Offloading and Early Exiting | Paper Citation Record

Observation c3f3c6e5-7000-4297-9a8f-94c4cb1597df · outbound

This paper cites Global smart street lighting market report,.

Collaborative Inference for Large Models with Task Offloading and Early Exiting Global smart street lighting market report,

Reference 1

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Observation 45cbcc4c-0a71-40ad-906f-aeba3c5e2f0c · outbound

This paper cites An implementation of efficient smart street lights with crime and accident monitoring: A review,.

Collaborative Inference for Large Models with Task Offloading and Early Exiting An implementation of efficient smart street lights with crime and accident monitoring: A review,

Reference 2

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T18:07:34.667234Z

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Observation 9e2a9423-69a8-433f-948f-fda53514af6f · outbound

This paper cites State-of-the-art in smart streetlight systems: a review,.

Collaborative Inference for Large Models with Task Offloading and Early Exiting State-of-the-art in smart streetlight systems: a review,

Reference 3

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T18:07:34.646275Z

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Observation b70d7bf2-f055-4feb-adec-08b9963a330d · outbound

This paper cites Edge computing: Vision and challenges,.

Collaborative Inference for Large Models with Task Offloading and Early Exiting Edge computing: Vision and challenges,

Reference 4

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Observation 8813d2cd-4698-49a1-a548-eee5a137d2a7 · outbound

This paper cites Improving language understanding by generative pre-training,.

Collaborative Inference for Large Models with Task Offloading and Early Exiting Improving language understanding by generative pre-training,

Reference 5

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Observation 03e8ea40-7750-43e5-bfd8-66ae7128d5ca · outbound

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

Collaborative Inference for Large Models with Task Offloading and Early Exiting LLaMA: Open and Efficient Foundation Language Models

Reference 6

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Observation 8846195c-6316-428c-8997-6d178f09d76e · outbound

This paper cites Large language models are zero-shot time series forecasters,.

Collaborative Inference for Large Models with Task Offloading and Early Exiting Large language models are zero-shot time series forecasters,

Reference 7

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Observation 0e27e952-d057-4c8f-8161-d723ea850375 · outbound

This paper cites Compressing large-scale transformer-based models: A case study on bert,.

Collaborative Inference for Large Models with Task Offloading and Early Exiting Compressing large-scale transformer-based models: A case study on bert,

Reference 8

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T18:07:34.571731Z

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Observation 88a8e91f-6d6b-4e03-bea6-ba32f9715810 · outbound

This paper cites A com- prehensive survey on model compression and acceleration,.

Collaborative Inference for Large Models with Task Offloading and Early Exiting A com- prehensive survey on model compression and acceleration,

Reference 9

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T18:07:34.549826Z

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Observation 64e36422-e353-4c9d-9d3f-1c3c283d5b64 · outbound

This paper cites Task partitioning and offloading in dnn-task enabled mobile edge computing networks,.

Collaborative Inference for Large Models with Task Offloading and Early Exiting Task partitioning and offloading in dnn-task enabled mobile edge computing networks,

Reference 10

Resolution: unresolved; no resolver link, observed 2026-08-11T18:07:33.257337Z

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Observation 7d6e7576-c60e-4e78-8b10-5d2757b88297 · outbound

This paper cites Joint dnn partition and resource allocation for task offloading in edge-cloud-assisted iot environ- ments,.

Collaborative Inference for Large Models with Task Offloading and Early Exiting Joint dnn partition and resource allocation for task offloading in edge-cloud-assisted iot environ- ments,

Reference 11

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T18:07:34.494956Z

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 9a391f41-cb63-49ed-8bcf-72821102eb56 · outbound

This paper cites Hastening stream offloading of inference via multi-exit dnns in mobile edge computing,.

Collaborative Inference for Large Models with Task Offloading and Early Exiting Hastening stream offloading of inference via multi-exit dnns in mobile edge computing,

Reference 12

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T18:07:34.451027Z

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 67b1eeae-48b9-45b4-a673-a2aaa403b05f · outbound

This paper cites Unleashing the low-precision computation potential of tensor cores on gpus,.

Collaborative Inference for Large Models with Task Offloading and Early Exiting Unleashing the low-precision computation potential of tensor cores on gpus,

Reference 13

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T18:07:34.387187Z

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 34cae6cf-7368-4228-8665-ae985fe30ed0 · outbound

This paper cites Network pruning via transformable architecture search,.

Collaborative Inference for Large Models with Task Offloading and Early Exiting Network pruning via transformable architecture search,

Reference 14

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Observation e4a44964-eeba-4b48-b777-03f5c39f9fe3 · outbound

This paper cites Distributed dnn inference with fine-grained model partitioning in mobile edge computing networks,.

Collaborative Inference for Large Models with Task Offloading and Early Exiting Distributed dnn inference with fine-grained model partitioning in mobile edge computing networks,

Reference 15

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T18:07:34.364701Z

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 23cb4a97-0d0d-4f27-b9c2-4e883c891c42 · outbound

This paper cites Joint multiuser dnn partitioning and computational resource allocation for collaborative edge intelligence,.

Collaborative Inference for Large Models with Task Offloading and Early Exiting Joint multiuser dnn partitioning and computational resource allocation for collaborative edge intelligence,

Reference 16

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T18:07:34.349586Z

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 26c03688-c574-46c3-a145-8516cd1e2896 · outbound

This paper cites Pyramidfl: A fine-grained client selection framework for efficient federated learning,.

Collaborative Inference for Large Models with Task Offloading and Early Exiting Pyramidfl: A fine-grained client selection framework for efficient federated learning,

Reference 17

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T18:07:34.334333Z

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 1943d333-9b21-405a-8375-857a33bc92c1 · outbound

This paper cites Federated learning in mobile edge networks: A comprehensive survey,.

Collaborative Inference for Large Models with Task Offloading and Early Exiting Federated learning in mobile edge networks: A comprehensive survey,

Reference 18

Resolution: unresolved; no resolver link, observed 2026-08-11T18:07:33.285057Z

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Observation a59f7cdb-4345-4704-a325-8621ea5c39c1 · outbound

This paper cites Mergesfl: Split federated learning with feature merging and batch size regulation,.

Collaborative Inference for Large Models with Task Offloading and Early Exiting Mergesfl: Split federated learning with feature merging and batch size regulation,

Reference 19

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T18:07:34.300474Z

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 0256cd1a-108c-4918-b31a-72bfada5dc24 · outbound

This paper cites Accelerating federated learning with data and model parallelism in edge computing,.

Collaborative Inference for Large Models with Task Offloading and Early Exiting Accelerating federated learning with data and model parallelism in edge computing,

Reference 20

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T18:07:34.280401Z

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 8fbc7664-7006-4306-baeb-a48806943191 · outbound

This paper cites Decentralized federated learning with intermediate results in mobile edge computing,.

Collaborative Inference for Large Models with Task Offloading and Early Exiting Decentralized federated learning with intermediate results in mobile edge computing,

Reference 21

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T18:07:34.263593Z

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 615573d3-d2e6-4fad-84ce-790a18fe7721 · outbound

This paper cites Oort: Efficient federated learning via guided participant selection,.

Collaborative Inference for Large Models with Task Offloading and Early Exiting Oort: Efficient federated learning via guided participant selection,

Reference 22

Resolution: unresolved; no resolver link, observed 2026-08-11T18:07:33.304215Z

Source-reported events for the cited work

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Observation 8715a8ad-5a72-4748-84be-fdd35f8ede67 · outbound

This paper cites Asynchronous decentralized federated learning for heterogeneous devices,.

Collaborative Inference for Large Models with Task Offloading and Early Exiting Asynchronous decentralized federated learning for heterogeneous devices,

Reference 23

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T18:07:34.231967Z

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 3d010325-577e-49ca-8049-cd48a3243e19 · outbound

This paper cites A smart collaborative framework for dynamic multi-task offloading in iiot-mec networks,.

Collaborative Inference for Large Models with Task Offloading and Early Exiting A smart collaborative framework for dynamic multi-task offloading in iiot-mec networks,

Reference 24

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T18:07:34.208093Z

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 c33ab7fc-8478-40e3-bb9e-eef48607eccd · outbound

This paper cites Adaptive configuration for heterogeneous participants in decentralized federated learning,.

Collaborative Inference for Large Models with Task Offloading and Early Exiting Adaptive configuration for heterogeneous participants in decentralized federated learning,

Reference 25

Resolution: unresolved; no resolver link, observed 2026-08-11T18:07:33.314516Z

Source-reported events for the cited work

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Observation 95872bb8-eeb8-4969-8308-9fc0e2cb3cab · outbound

This paper cites ParallelSFL: A Novel Split Federated Learning Framework Tackling Heterogeneity Issues.

Collaborative Inference for Large Models with Task Offloading and Early Exiting ParallelSFL: A Novel Split Federated Learning Framework Tackling Heterogeneity Issues

Reference 26

Resolution: verified exact; local_arxiv, observed 2026-08-11T18:07:33.653532Z

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 764eb2b5-ef0b-4b55-a68a-8e58d535440a · outbound

This paper cites Decentralized federated learning with adaptive configuration for heterogeneous partici- pants,.

Collaborative Inference for Large Models with Task Offloading and Early Exiting Decentralized federated learning with adaptive configuration for heterogeneous partici- pants,

Reference 27

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T18:07:34.173170Z

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 eeced84c-1d09-4d59-ab61-643fc6f6695f · outbound

This paper cites Task allocation methods and optimization techniques in edge computing: A systematic review of the literature,.

Collaborative Inference for Large Models with Task Offloading and Early Exiting Task allocation methods and optimization techniques in edge computing: A systematic review of the literature,

Reference 28

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T18:07:34.152588Z

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 1521b849-a45d-4821-8745-fb57192eb013 · outbound

This paper cites Response time optimization for cloudlets in mobile edge computing,.

Collaborative Inference for Large Models with Task Offloading and Early Exiting Response time optimization for cloudlets in mobile edge computing,

Reference 29

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T18:07:34.132045Z

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 00a7c247-f413-443f-90bc-dc6ea58b8a63 · outbound

This paper cites Dis- tributed inference acceleration with adaptive dnn partitioning and of- floading,.

Collaborative Inference for Large Models with Task Offloading and Early Exiting Dis- tributed inference acceleration with adaptive dnn partitioning and of- floading,

Reference 30

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T18:07:34.111411Z

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 919f64a3-9aab-4390-bde0-60f3bc366e81 · outbound

This paper cites Adaptive inference through early-exit networks: Design, challenges and directions,.

Collaborative Inference for Large Models with Task Offloading and Early Exiting Adaptive inference through early-exit networks: Design, challenges and directions,

Reference 31

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Source-reported events for the cited work

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Observation 003614e4-ed99-441b-92a3-b440cc9ecd26 · outbound

This paper cites Energy-efficient offloading for mobile edge computing in 5g heterogeneous networks,.

Collaborative Inference for Large Models with Task Offloading and Early Exiting Energy-efficient offloading for mobile edge computing in 5g heterogeneous networks,

Reference 32

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T18:07:34.078668Z

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 651bb14c-2b13-4995-b120-ed16815b3251 · outbound

This paper cites Efficient multi-user computation offloading for mobile-edge cloud computing,.

Collaborative Inference for Large Models with Task Offloading and Early Exiting Efficient multi-user computation offloading for mobile-edge cloud computing,

Reference 33

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T18:07:34.047715Z

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 a51b9f3b-98cf-4405-904f-1b6d4bab2e3f · outbound

This paper cites Load balancing in processor sharing systems,.

Collaborative Inference for Large Models with Task Offloading and Early Exiting Load balancing in processor sharing systems,

Reference 34

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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 5c4548a2-5872-4b9b-ac12-47202fd2ea14 · outbound

This paper cites A course in queueing theory,.

Collaborative Inference for Large Models with Task Offloading and Early Exiting A course in queueing theory,

Reference 35

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T18:07:34.003084Z

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 ea4edb73-1506-4d5f-9320-550480c98e65 · outbound

This paper cites Fully distributed task offloading in vehicular edge computing,.

Collaborative Inference for Large Models with Task Offloading and Early Exiting Fully distributed task offloading in vehicular edge computing,

Reference 36

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T18:07:33.967075Z

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 b8d02e65-bec3-44ed-9741-041964cfcb3c · outbound

This paper cites Game theoretical task offloading for profit maximization in mobile edge computing,.

Collaborative Inference for Large Models with Task Offloading and Early Exiting Game theoretical task offloading for profit maximization in mobile edge computing,

Reference 37

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Source-reported events for the cited work

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Observation 4d89459b-e945-43a2-96ac-b259825f5e1d · outbound

This paper cites Imagenet large scale visual recognition challenge,.

Collaborative Inference for Large Models with Task Offloading and Early Exiting Imagenet large scale visual recognition challenge,

Reference 38

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T18:07:33.928873Z

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 20e642f8-3bb1-4f99-abe1-aaa8c4233341 · outbound

This paper cites Deep residual learning for image recognition,.

Collaborative Inference for Large Models with Task Offloading and Early Exiting Deep residual learning for image recognition,

Reference 39

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Observation 020cafec-8d12-4e91-abff-03b68084a1fe · outbound

This paper cites CLUE: A Chinese Language Understanding Evaluation Benchmark.

Collaborative Inference for Large Models with Task Offloading and Early Exiting CLUE: A Chinese Language Understanding Evaluation Benchmark

Reference 40

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Source-reported events for the cited work

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Observation c87f7ace-8ec4-4124-8d60-2877c670d34a · outbound

This paper cites BERT: Pre-training of Deep Bidirectional Transformers for Language Understanding.

Collaborative Inference for Large Models with Task Offloading and Early Exiting BERT: Pre-training of Deep Bidirectional Transformers for Language Understanding

Reference 41

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Observation 8ae73dc0-b9da-4d06-b04c-cc0a34f5d091 · outbound

This paper cites Collaborative Satellite Computing through Adaptive DNN Task Splitting and Offloading.

Collaborative Inference for Large Models with Task Offloading and Early Exiting Collaborative Satellite Computing through Adaptive DNN Task Splitting and Offloading

Reference 42

Resolution: verified exact; local_arxiv, observed 2026-08-11T18:07:33.482775Z

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Observation e5ee8c02-b50a-4f40-947c-df8d0e2a4946 · outbound

This paper cites Task offloading for mobile edge computing in software defined ultra-dense network,.

Collaborative Inference for Large Models with Task Offloading and Early Exiting Task offloading for mobile edge computing in software defined ultra-dense network,

Reference 43

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T18:07:33.904881Z

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 c40459c9-cc63-4efe-9a8f-05475e38b3bf · outbound

This paper cites Deep reinforcement learning for task offloading in mobile edge computing systems,.

Collaborative Inference for Large Models with Task Offloading and Early Exiting Deep reinforcement learning for task offloading in mobile edge computing systems,

Reference 44

Resolution: unresolved; no resolver link, observed 2026-08-11T18:07:33.400600Z

Source-reported events for the cited work

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Observation f5c1cd20-0ab7-41b4-9e30-7037b06bd1e0 · outbound

This paper cites Distributed optimization for energy-efficient fog computing in the tactile internet,.

Collaborative Inference for Large Models with Task Offloading and Early Exiting Distributed optimization for energy-efficient fog computing in the tactile internet,

Reference 45

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T18:07:33.877881Z

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 25262bb4-afb1-4e18-a350-f588bb0088a3 · outbound

This paper cites Edge intelligence: A computational task offloading scheme for dependent iot application,.

Collaborative Inference for Large Models with Task Offloading and Early Exiting Edge intelligence: A computational task offloading scheme for dependent iot application,

Reference 46

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T18:07:33.857825Z

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 be1fa608-1186-4433-ad68-c11d4d23cc34 · outbound

This paper cites Cnn partitioning and offloading for vehicular edge networks in web3,.

Collaborative Inference for Large Models with Task Offloading and Early Exiting Cnn partitioning and offloading for vehicular edge networks in web3,

Reference 47

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T18:07:33.838810Z

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 006ac8a4-aeeb-4e58-9186-5aaff7e5fe90 · outbound

This paper cites Edge ai: On-demand accelerating deep neural network inference via edge computing,.

Collaborative Inference for Large Models with Task Offloading and Early Exiting Edge ai: On-demand accelerating deep neural network inference via edge computing,

Reference 48

Resolution: unresolved; no resolver link, observed 2026-08-11T18:07:33.415135Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 7aa70aa7-9fc8-4c97-b92e-837ca28e0894 · outbound

This paper cites Resource allocation for multiuser edge inference with batching and early exiting,.

Collaborative Inference for Large Models with Task Offloading and Early Exiting Resource allocation for multiuser edge inference with batching and early exiting,

Reference 49

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T18:07:33.809983Z

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 116ab23b-64cd-4404-bbc2-f540015b286d · outbound

This paper cites edeepsave: Saving dnn inference using early exit during handovers in mobile edge environment,.

Collaborative Inference for Large Models with Task Offloading and Early Exiting edeepsave: Saving dnn inference using early exit during handovers in mobile edge environment,

Reference 50

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T18:07:33.789424Z

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.

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