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Paper Citation Record · LEDGER

Improving Contrastive Learning for Referring Expression Counting

As of 15 August 2026, this Paper Citation Record lists 63 of 63 outbound references and 0 inbound Pith citation observations for arXiv:2505.22850.

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

pith.paper-citation-record.v1
2505.22850 v1

Coverage vector

measured 63 of 63 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-07T13:04:00.424741Z

measured 63 of 63 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-15T06:32:42.880941+00:00

measured 0 of 0 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links

measured 0 of 1 external citation measurements

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

Source: cited_works

Reference resolution

63 of 63 outbound references displayed

  • verified exact1
  • verified fuzzy48
  • unresolved13
  • parse uncertain0
  • malformed identifier0
  • metadata mismatch1

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation 43dafd0e-ec72-4fc2-a6cb-1d1f91ad2f6d · outbound

This paper cites Localization in the crowd with topological con- straints.Proceedings of the AAAI Conference on Artificial Intelligence, 35(2):872–881, 2021.

Improving Contrastive Learning for Referring Expression Counting Localization in the crowd with topological con- straints.Proceedings of the AAAI Conference on Artificial Intelligence, 35(2):872–881, 2021

Reference 1

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verified fuzzy
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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

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Observation a8f20f3a-dba6-46f0-91a9-0e11a182cc53 · outbound

This paper cites Open-world Text-specified Object Counting.

Improving Contrastive Learning for Referring Expression Counting Open-world Text-specified Object Counting

Reference 2

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no resolver link, observed 2026-08-07T13:03:55.763343Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T13:03:55.763343Z digest=sha256:302ee7c5b5419ef3e342d81fa773a503e1651fd783838cd40ee503c9114696cd

Observation e4968a07-8454-4774-862f-1b5ef9eb0dc9 · outbound

This paper cites Amini-Naieni, T.

Improving Contrastive Learning for Referring Expression Counting Amini-Naieni, T

Reference 3

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T13:04:08.197863Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

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Observation bf5cb5b5-a599-40eb-a381-566f7230c8c7 · outbound

This paper cites Alison Noble, and An- drew Zisserman.

Improving Contrastive Learning for Referring Expression Counting Alison Noble, and An- drew Zisserman

Reference 4

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T13:04:08.183079Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

source=pdf_text observed=2026-08-07T13:03:55.983976Z digest=sha256:189a829e55253a4ad45b7bfa49fd145730291ec8dc7f275e7b559a28d1c7128a

Observation 86b2d721-3966-4b94-8ed7-bc20924b97f8 · outbound

This paper cites Vehicle counting for traffic management system using yolo and correlation fil- ter.

Improving Contrastive Learning for Referring Expression Counting Vehicle counting for traffic management system using yolo and correlation fil- ter

Reference 5

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T13:04:08.167238Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

source=pdf_text observed=2026-08-07T13:03:56.038877Z digest=sha256:b1e33511d4de6a710857e2d0aa5a7943873798300fc23d0f5753a8d2f8fc185e

Observation 59679bc6-7bf2-4d97-9dcf-798bef109fb0 · outbound

This paper cites End-to- end object detection with transformers.

Improving Contrastive Learning for Referring Expression Counting End-to- end object detection with transformers

Reference 6

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T13:04:08.152079Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

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Observation ec07d724-ab14-4438-9a8a-244bbf92c9cf · outbound

This paper cites Countr: Transformer-based generalised visual counting.

Improving Contrastive Learning for Referring Expression Counting Countr: Transformer-based generalised visual counting

Reference 7

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T13:04:08.125919Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

source=pdf_text observed=2026-08-07T13:03:56.275445Z digest=sha256:39d1c5838f9c096248a661243a31c5c0b2aa29acb45eff82fe25131c05f1c342

Observation f47a99de-47df-4602-a630-7debe8d83dd3 · outbound

This paper cites A simple framework for contrastive learning of visual representations.

Improving Contrastive Learning for Referring Expression Counting A simple framework for contrastive learning of visual representations

Reference 8

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T13:04:08.104595Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

source=pdf_text observed=2026-08-07T13:03:56.345370Z digest=sha256:54c722cb2f55a6a97871b22566ddbed3b113699bd68618f872c00f2056c31d3e

Observation 657c2207-fa3b-487b-911a-9b06c0b9e6cb · outbound

This paper cites Reproducible scal- ing laws for contrastive language-image learning.

Improving Contrastive Learning for Referring Expression Counting Reproducible scal- ing laws for contrastive language-image learning

Reference 9

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T13:04:08.087833Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

source=pdf_text observed=2026-08-07T13:03:56.428758Z digest=sha256:1c9203ebed233d678c1070e3a6821277d458e2d2883280c08165f6619c4cd49f

Observation cbfab4ae-0b78-4aa4-9746-bebad6a29854 · outbound

This paper cites Object counting and instance segmentation with image-level supervision.

Improving Contrastive Learning for Referring Expression Counting Object counting and instance segmentation with image-level supervision

Reference 10

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T13:04:08.070638Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

source=pdf_text observed=2026-08-07T13:03:56.557080Z digest=sha256:6efd5e62740124b2b120d2b02df8277ee315ea9879100fb78ac0e66f56fee77b

Observation 9ebf5078-2111-4aa9-a932-40f6530d4577 · outbound

This paper cites Referring ex- pression counting.

Improving Contrastive Learning for Referring Expression Counting Referring ex- pression counting

Reference 11

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T13:04:08.054659Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

source=pdf_text observed=2026-08-07T13:03:56.624464Z digest=sha256:b406c4a21394f765ab084983d1cbe6d22de01a8313ef726c11ed3aac63455324

Observation 52e63a4d-1106-4152-8bc5-b88bd550d948 · outbound

This paper cites Video-based vehicle count- ing framework.IEEE Access, 7:64460–64470, 2019.

Improving Contrastive Learning for Referring Expression Counting Video-based vehicle count- ing framework.IEEE Access, 7:64460–64470, 2019

Reference 12

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T13:04:08.039295Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

source=pdf_text observed=2026-08-07T13:03:56.708185Z digest=sha256:1f88b8b20865421dcb87c8f501214e5a381a08631e5162b49175045ed9a78e0f

Observation 6f0d5b43-c541-4c46-99a5-619a741033b0 · outbound

This paper cites Bert: Pre-training of deep bidirectional trans- formers for language understanding.

Improving Contrastive Learning for Referring Expression Counting Bert: Pre-training of deep bidirectional trans- formers for language understanding

Reference 13

Resolution
unresolved
no resolver link, observed 2026-08-07T13:03:56.762251Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T13:03:56.762251Z digest=sha256:7290f60ef74985c30730e75a998ddf4d625acbca9a2e2f2632b278c11a582310

Observation 5abfac17-2f49-484a-be7f-3fcecbc66aa1 · outbound

This paper cites Counting dense object of multiple types based on fea- ture enhancement.Frontiers in Neurorobotics, 18, 2024.

Improving Contrastive Learning for Referring Expression Counting Counting dense object of multiple types based on fea- ture enhancement.Frontiers in Neurorobotics, 18, 2024

Reference 14

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verified fuzzy
raw_fallback, observed 2026-08-07T13:04:08.006676Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

source=pdf_text observed=2026-08-07T13:03:56.859533Z digest=sha256:4623e1c720cb45a447b1f73c5df4ed46b21e29900aecf416b0b2269ff533a796

Observation 9fc4c740-255a-4d6a-9ca7-d494b97a32c6 · outbound

This paper cites Girshick.

Improving Contrastive Learning for Referring Expression Counting Girshick

Reference 15

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T13:04:07.988965Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

source=pdf_text observed=2026-08-07T13:03:56.944015Z digest=sha256:5e8bafcb163517930d9955ab37c346bcc7c9cc4dc916e739d00d9c9fb6bb701e

Observation c9d72a7a-1e7a-426d-9df8-c957a585f173 · outbound

This paper cites Momentum contrast for unsupervised visual rep- resentation learning.

Improving Contrastive Learning for Referring Expression Counting Momentum contrast for unsupervised visual rep- resentation learning

Reference 16

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T13:04:07.970117Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

source=pdf_text observed=2026-08-07T13:03:57.027338Z digest=sha256:6166e01cf47c833db6579f74cebe5555fddeebf58088591e48b1a25cd5524ed5

Observation 8fcd08ad-1c40-48ec-b565-e1b12cec9a97 · outbound

This paper cites Data-efficient image recognition with contrastive pre- dictive coding.

Improving Contrastive Learning for Referring Expression Counting Data-efficient image recognition with contrastive pre- dictive coding

Reference 17

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T13:04:07.952557Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

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Observation 2b385be5-c586-42d7-9307-f4a8d231f320 · outbound

This paper cites Abc easy as 123: A blind counter for exemplar-free multi-class class-agnostic counting.

Improving Contrastive Learning for Referring Expression Counting Abc easy as 123: A blind counter for exemplar-free multi-class class-agnostic counting

Reference 18

Resolution
verified fuzzy
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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

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Observation 52eeb37a-65a7-473e-a788-ea9328300cf2 · outbound

This paper cites an unresolved cited work.

Improving Contrastive Learning for Referring Expression Counting Unresolved cited work

Reference 19

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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

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Observation d10f3a13-cb39-4d3d-99c2-e9c080732ed7 · outbound

This paper cites Count what you want: exemplar identification and few-shot counting of human actions in the wild.

Improving Contrastive Learning for Referring Expression Counting Count what you want: exemplar identification and few-shot counting of human actions in the wild

Reference 20

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T13:04:07.898561Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

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Observation a80183e8-c619-4b35-9986-5df554617391 · outbound

This paper cites Class-agnostic object counting with text-to-image diffusion model.

Improving Contrastive Learning for Referring Expression Counting Class-agnostic object counting with text-to-image diffusion model

Reference 21

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T13:04:07.868207Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

source=pdf_text observed=2026-08-07T13:03:57.448052Z digest=sha256:b7a081e177e45241a10b1f7ccac0c8490eea87b2c0c15935cfe3fed6c8cca1a2

Observation b5d8fda5-9233-4bf5-a57f-a205c63c8a7a · outbound

This paper cites Clip-count: To- wards text-guided zero-shot object counting.Proceedings of the 31st ACM International Conference on Multimedia,.

Improving Contrastive Learning for Referring Expression Counting Clip-count: To- wards text-guided zero-shot object counting.Proceedings of the 31st ACM International Conference on Multimedia,

Reference 22

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T13:04:07.846655Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

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Observation 5513456d-a616-49ad-bb4f-9e053f87ad43 · outbound

This paper cites Vlcounter: Text-aware visual representation for zero- shot object counting.

Improving Contrastive Learning for Referring Expression Counting Vlcounter: Text-aware visual representation for zero- shot object counting

Reference 23

Resolution
unresolved
no resolver link, observed 2026-08-07T13:03:57.608590Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T13:03:57.608590Z digest=sha256:edf750ad3f0e867bb7da1acb32b55bc477a1ed44e929ce5e37fd17d0b7d25db8

Observation 73020eda-3500-4cd9-a25b-afbe1772c761 · outbound

This paper cites Supervised contrastive learning.Advances in neural information processing systems, 33:18661–18673,.

Improving Contrastive Learning for Referring Expression Counting Supervised contrastive learning.Advances in neural information processing systems, 33:18661–18673,

Reference 24

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T13:04:07.820691Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

source=pdf_text observed=2026-08-07T13:03:57.666205Z digest=sha256:bb2dba42f982e7019717afa9ef2db348c66b91492be66ec326cc6010d3909687

Observation 162b63fd-0291-4d65-bc70-3c030b298206 · outbound

This paper cites an unresolved cited work.

Improving Contrastive Learning for Referring Expression Counting Unresolved cited work

Reference 25

Resolution
unresolved
raw_fallback, observed 2026-08-07T13:04:07.802099Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

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Observation eccc6468-65a2-47b0-b269-ca349c3818e2 · outbound

This paper cites Learning to count objects in images.

Improving Contrastive Learning for Referring Expression Counting Learning to count objects in images

Reference 26

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T13:04:07.778645Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

source=pdf_text observed=2026-08-07T13:03:57.842732Z digest=sha256:32ff575d2aaa392dd89594b244ed9242fbf9ed30e826fbf6ff555fc6ca502774

Observation 774e3294-c4e7-4bb8-8854-620042b948c9 · outbound

This paper cites Align before fuse: Vision and language representation learn- ing with momentum distillation.Advances in neural infor- mation processing systems, 34:9694–9705, 2021.

Improving Contrastive Learning for Referring Expression Counting Align before fuse: Vision and language representation learn- ing with momentum distillation.Advances in neural infor- mation processing systems, 34:9694–9705, 2021

Reference 27

Resolution
unresolved
no resolver link, observed 2026-08-07T13:03:57.942139Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T13:03:57.942139Z digest=sha256:6c021ca4e9ea0a5a400cc690b71bdbd5d74af1e47cabe0dbfa547f845b0a8670

Observation 1eee37f8-2a9b-448c-802c-ddeb8879d274 · outbound

This paper cites Grounding dino: Marrying dino with grounded pre-training for open-set object detection.European Confer- ence on Computer Vision, 2024.

Improving Contrastive Learning for Referring Expression Counting Grounding dino: Marrying dino with grounded pre-training for open-set object detection.European Confer- ence on Computer Vision, 2024

Reference 28

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T13:04:07.744264Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

source=pdf_text observed=2026-08-07T13:03:58.057435Z digest=sha256:bd9be14e84efb6f18fccc5e6494271c4bc4d2e12b187106f723ec7dd8d01281d

Observation 29d2fece-934e-4831-a9df-70b6b465a678 · outbound

This paper cites Context- aware crowd counting.

Improving Contrastive Learning for Referring Expression Counting Context- aware crowd counting

Reference 29

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T13:04:07.724069Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

source=pdf_text observed=2026-08-07T13:03:58.100150Z digest=sha256:7f646e5c97aff816606b61f1de6ca0a5fe7608f652c1cedd6ec23fbec3e3cdbc

Observation 130cf7b8-4359-43a5-b88a-931c9da790d5 · outbound

This paper cites Swin transformer: Hierarchical vision transformer using shifted windows.2021 IEEE/CVF International Conference on Computer Vision (ICCV), pages 9992–10002, 2021.

Improving Contrastive Learning for Referring Expression Counting Swin transformer: Hierarchical vision transformer using shifted windows.2021 IEEE/CVF International Conference on Computer Vision (ICCV), pages 9992–10002, 2021

Reference 30

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T13:04:07.535574Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

source=pdf_text observed=2026-08-07T13:03:58.164180Z digest=sha256:d8979e4921c60dfff0400c3c3240fbbf577fea28f653db3f860d63b442cb6e32

Observation 929a2a80-cf8a-4e14-95ae-98758232d1fe · outbound

This paper cites Class-agnostic counting.

Improving Contrastive Learning for Referring Expression Counting Class-agnostic counting

Reference 31

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T13:04:07.304658Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

source=pdf_text observed=2026-08-07T13:03:58.218282Z digest=sha256:c72557bb6b7541a7002383aa5b1140a3cbc342ad15dad0b6261aa4b48a14c038

Observation 2ca36ce0-385b-4d9f-9bb3-3d07cb5916f9 · outbound

This paper cites Instance-aware generalized referring expression seg- mentation.arXiv preprint arXiv:2411.15087, 2024.

Improving Contrastive Learning for Referring Expression Counting Instance-aware generalized referring expression seg- mentation.arXiv preprint arXiv:2411.15087, 2024

Reference 32

Resolution
verified exact
raw_fallback, observed 2026-08-07T13:04:01.028498Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

source=pdf_text observed=2026-08-07T13:03:58.270310Z digest=sha256:65c12770779a2ad83877e6b7f9757007fa2a32fafd2991fa53d197ac98d86b59

Observation 78463df4-b9ae-446f-b29f-c34813e8eec2 · outbound

This paper cites Few-shot object counting and detection.

Improving Contrastive Learning for Referring Expression Counting Few-shot object counting and detection

Reference 33

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T13:04:06.986288Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

source=pdf_text observed=2026-08-07T13:03:58.319289Z digest=sha256:3f9de38671ac8816b4659a5d726c407cdb5b56a1b6a0670ace3ee9ea86fe5d25

Observation 3189cfe8-0805-4f79-84c7-34798485b504 · outbound

This paper cites Dinov2: Learning robust visual features without supervision.

Improving Contrastive Learning for Referring Expression Counting Dinov2: Learning robust visual features without supervision

Reference 34

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T13:04:06.679597Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

source=pdf_text observed=2026-08-07T13:03:58.411951Z digest=sha256:84e8edf089ca55c3c3755ee804e1b512ce3c0c83e1e0a8c019c7c0a8f6793f15

Observation 58cbd965-6d20-4a2f-af2b-e3aa09ce59a9 · outbound

This paper cites Dave – a detect-and-verify paradigm for low-shot counting.2024 IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR), pages 23293–23302, 2024.

Improving Contrastive Learning for Referring Expression Counting Dave – a detect-and-verify paradigm for low-shot counting.2024 IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR), pages 23293–23302, 2024

Reference 35

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T13:04:06.349609Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

source=pdf_text observed=2026-08-07T13:03:58.452969Z digest=sha256:3fab9e2d72a57012f3fa09fb3e8185b5c7cfae24166e4dbf2b1a4028e9f70afd

Observation bb35f9d6-1cb2-40b1-8db9-62f4f32e485c · outbound

This paper cites A novel unified architecture for low-shot counting by de- tection and segmentation.

Improving Contrastive Learning for Referring Expression Counting A novel unified architecture for low-shot counting by de- tection and segmentation

Reference 36

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T13:04:06.072720Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

source=pdf_text observed=2026-08-07T13:03:58.541465Z digest=sha256:c251f78ffab97c1c898d845a205e9a8b783a068e0a26c6b17d30ef74fc3ef758

Observation deb2ad3d-f556-405c-b3dc-af67ff445efb · outbound

This paper cites an unresolved cited work.

Improving Contrastive Learning for Referring Expression Counting Unresolved cited work

Reference 37

Resolution
unresolved
raw_fallback, observed 2026-08-07T13:04:05.937710Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

source=pdf_text observed=2026-08-07T13:03:58.611504Z digest=sha256:224da88bd8ec548a44d1b1e56570637623fcd750bed8c1801ea84985d91cdf62

Observation c5b389a4-8425-4f1e-b34e-f182e1ff5201 · outbound

This paper cites Referring ex- pression comprehension: A survey of methods and datasets.

Improving Contrastive Learning for Referring Expression Counting Referring ex- pression comprehension: A survey of methods and datasets

Reference 38

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T13:04:05.803000Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

source=pdf_text observed=2026-08-07T13:03:58.651276Z digest=sha256:3f91d2b9c0bf999ab28719c8a29ab4acbc65b88ab48ca31c1c667814db8416af

Observation 3b926b9f-9b11-4278-9a9d-d56aacef44cd · outbound

This paper cites Learning transferable visual models from natural language supervision.

Improving Contrastive Learning for Referring Expression Counting Learning transferable visual models from natural language supervision

Reference 39

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T13:04:05.604045Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

source=pdf_text observed=2026-08-07T13:03:58.701617Z digest=sha256:c2564e1cf791f9d4bb49fc5f6c320d4a2d327e7f20b59d2dd533b0177e08386f

Observation 7d243533-d554-4704-b77e-ac828b885596 · outbound

This paper cites Iterative crowd counting.

Improving Contrastive Learning for Referring Expression Counting Iterative crowd counting

Reference 40

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T13:04:05.424835Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

source=pdf_text observed=2026-08-07T13:03:58.780150Z digest=sha256:1a2beeec6841a834678c119adfd258dafcaac4a746def24465c6e0d047c05eff

Observation 5275abbb-f659-4f8b-b742-af1828eeaab0 · outbound

This paper cites Learning to count everything.

Improving Contrastive Learning for Referring Expression Counting Learning to count everything

Reference 41

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T13:04:05.247295Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

source=pdf_text observed=2026-08-07T13:03:58.835913Z digest=sha256:6bfaf1f698a5e22f0915f9bfc17137c35ea771b0d62a0f8edfa6db99215e1104

Observation ce7538b0-5ac2-4e63-b0f5-8612dfc55318 · outbound

This paper cites Learning to count everything.

Improving Contrastive Learning for Referring Expression Counting Learning to count everything

Reference 42

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T13:04:05.092346Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

source=pdf_text observed=2026-08-07T13:03:58.925412Z digest=sha256:98185c5804b6106882e3aedbf5d6cc622340ae458a6932b77bc28feca77bd350

Observation a8c0f81e-dd8a-4f88-846c-583ebdbee88b · outbound

This paper cites an unresolved cited work.

Improving Contrastive Learning for Referring Expression Counting Unresolved cited work

Reference 43

Resolution
unresolved
raw_fallback, observed 2026-08-07T13:04:04.968558Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

source=pdf_text observed=2026-08-07T13:03:58.974251Z digest=sha256:23f45954fc6408773d3d911f0bbb5c86ed7f36a5e6ebff57145c40c95066ea51

Observation 1423d761-dca8-4eeb-a606-b3e8a75fc5b9 · outbound

This paper cites Scan- former: Referring expression comprehension by iteratively scanning.

Improving Contrastive Learning for Referring Expression Counting Scan- former: Referring expression comprehension by iteratively scanning

Reference 44

Resolution
unresolved
no resolver link, observed 2026-08-07T13:03:59.022673Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T13:03:59.022673Z digest=sha256:647dd7f8a25363db023c7de2306f1b7f127e296fefd261ee005014a88dfbd629

Observation eba612ea-f4e6-484e-a183-d5c373e05b44 · outbound

This paper cites Few-shot class-agnostic counting with occlusion augmentation and lo- calization.

Improving Contrastive Learning for Referring Expression Counting Few-shot class-agnostic counting with occlusion augmentation and lo- calization

Reference 45

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T13:04:04.817635Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

source=pdf_text observed=2026-08-07T13:03:59.063098Z digest=sha256:94cee536b8608ac8f07978d7b14ae3e420a01e52d46743e580a8c0b5af577b25

Observation 8d308876-cd38-4550-86b6-86de4205d2af · outbound

This paper cites Con- trastive multiview coding.

Improving Contrastive Learning for Referring Expression Counting Con- trastive multiview coding

Reference 46

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T13:04:04.670962Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

source=pdf_text observed=2026-08-07T13:03:59.124020Z digest=sha256:a8b390d5ecac731dd07722b56cca991a3686a5684b8e2d78017509655163d201

Observation 502f74b1-b0d2-41bb-b2f5-49a7d5644c68 · outbound

This paper cites an unresolved cited work.

Improving Contrastive Learning for Referring Expression Counting Unresolved cited work

Reference 47

Resolution
unresolved
raw_fallback, observed 2026-08-07T13:04:04.490866Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

source=pdf_text observed=2026-08-07T13:03:59.177768Z digest=sha256:7907cd0a1db9ce9742f2029e68f496fa44991966f088ec157f8abc8e55b90926

Observation 0a2c4817-0379-4980-9392-283d954011d3 · outbound

This paper cites Distribution matching for crowd counting.

Improving Contrastive Learning for Referring Expression Counting Distribution matching for crowd counting

Reference 48

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T13:04:04.222979Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

source=pdf_text observed=2026-08-07T13:03:59.239698Z digest=sha256:0720db63fdb7f178a31002d3ceb3a19124c96b493fb00958ffb2959e542cd6f1

Observation 629b4ec1-0e0d-46fe-8b78-9416e918914b · outbound

This paper cites Unveiling parts beyond objects: Towards finer-granularity referring expres- sion segmentation.

Improving Contrastive Learning for Referring Expression Counting Unveiling parts beyond objects: Towards finer-granularity referring expres- sion segmentation

Reference 49

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T13:04:04.003688Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

source=pdf_text observed=2026-08-07T13:03:59.302322Z digest=sha256:2e510500d9c550906e26e3e4b529fa7a213349d2823aa6ce8e4f8ec1d8fdc1eb

Observation 65c33555-a461-4999-bc5f-3ea2d83efb29 · outbound

This paper cites Satcount: A scale-aware transformer-based class- agnostic counting framework.Neural Networks, 172: 106126, 2024.

Improving Contrastive Learning for Referring Expression Counting Satcount: A scale-aware transformer-based class- agnostic counting framework.Neural Networks, 172: 106126, 2024

Reference 50

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T13:04:03.861078Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

source=pdf_text observed=2026-08-07T13:03:59.357004Z digest=sha256:54d41bc3df6ac07b7a58e10de9de577d6dce4786a2e91756ec974c8ed4f87306

Observation 86091ad0-d055-4646-a402-3be39cc505cf · outbound

This paper cites Vi- sion transformer off-the-shelf: A surprising baseline for few- shot class-agnostic counting.

Improving Contrastive Learning for Referring Expression Counting Vi- sion transformer off-the-shelf: A surprising baseline for few- shot class-agnostic counting

Reference 51

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T13:04:03.642058Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

source=pdf_text observed=2026-08-07T13:03:59.418921Z digest=sha256:dbba56dd43c8bbf71a6f091438b98f3c98922f0d3d77c8a02d54fc6ce1425c6c

Observation 8b8df7ca-58e2-4c83-b194-ff928a469ebc · outbound

This paper cites Rg- san: Rule-guided spatial awareness network for end-to-end 3d referring expression segmentation.Advances in Neural Information Processing Systems, 37:110972–110999, 2025.

Improving Contrastive Learning for Referring Expression Counting Rg- san: Rule-guided spatial awareness network for end-to-end 3d referring expression segmentation.Advances in Neural Information Processing Systems, 37:110972–110999, 2025

Reference 52

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T13:04:03.345885Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

source=pdf_text observed=2026-08-07T13:03:59.498950Z digest=sha256:db3168c56160e67ac4075263664f4a43b46c1bb88ff73ada0d4a948dc21e12c7

Observation 22fed175-35f2-4449-af7b-7ab850127eff · outbound

This paper cites Learning from Pseudo-labeled Segmentation for Multi-Class Object Counting.

Improving Contrastive Learning for Referring Expression Counting Learning from Pseudo-labeled Segmentation for Multi-Class Object Counting

Reference 53

Resolution
metadata mismatch
local_arxiv, observed 2026-08-07T13:04:00.676196Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

source=pdf_text observed=2026-08-07T13:03:59.563224Z digest=sha256:a90f10ed55ce66b3c51d4f9ff722d852ee485a566e1b14c6097407e4531c0f16

Observation e4a7fc89-5a06-40fb-88d7-7bc31682084c · outbound

This paper cites Zero-Shot Object Counting with Language-Vision Models.

Improving Contrastive Learning for Referring Expression Counting Zero-Shot Object Counting with Language-Vision Models

Reference 54

Resolution
unresolved
no resolver link, observed 2026-08-07T13:03:59.651615Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T13:03:59.651615Z digest=sha256:f504c822391b9b8c9343cdd19f4da77e153bb7d521753dd8716696848278f6ea

Observation 92a59f50-4598-47b2-862d-03387d1d6e53 · outbound

This paper cites Learning spatial similarity distribution for few-shot object counting.

Improving Contrastive Learning for Referring Expression Counting Learning spatial similarity distribution for few-shot object counting

Reference 55

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T13:04:03.121942Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

source=pdf_text observed=2026-08-07T13:03:59.699786Z digest=sha256:a9c5ab81bd144f9d01e66c7937174cea4f0298aa4fc4e7366ecab8b154790a0f

Observation 2b92e0b2-2f1d-48be-9f38-29ce30f2d4d3 · outbound

This paper cites Training-free object counting with prompts.

Improving Contrastive Learning for Referring Expression Counting Training-free object counting with prompts

Reference 56

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T13:04:02.891858Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

source=pdf_text observed=2026-08-07T13:03:59.811197Z digest=sha256:09bd5b11c634da91d454c47ac576af36204976df8249f7885ef4144a9d455a97

Observation af331b47-12ab-4911-bb56-972789a9d292 · outbound

This paper cites DINO: DETR with improved denoising anchor boxes for end-to-end object de- tection.

Improving Contrastive Learning for Referring Expression Counting DINO: DETR with improved denoising anchor boxes for end-to-end object de- tection

Reference 57

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T13:04:02.621989Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

source=pdf_text observed=2026-08-07T13:03:59.901151Z digest=sha256:afe45a6a81324de2d55b5568946485c6048c28929085df02f0075e140dac65a9

Observation 5ae2659c-0322-4a7d-9f95-c7d5ed942c79 · outbound

This paper cites an unresolved cited work.

Improving Contrastive Learning for Referring Expression Counting Unresolved cited work

Reference 58

Resolution
unresolved
raw_fallback, observed 2026-08-07T13:04:02.345575Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

source=pdf_text observed=2026-08-07T13:03:59.999299Z digest=sha256:82ed0216ced9184264d235e94f121ff37d2597129ae22e7ecc68a0ce291c91cc

Observation 42f099c8-8049-4e17-b63a-b5b1f4c3b10a · outbound

This paper cites Point, segment and count: A general- ized framework for object counting.

Improving Contrastive Learning for Referring Expression Counting Point, segment and count: A general- ized framework for object counting

Reference 59

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T13:04:02.195311Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

source=pdf_text observed=2026-08-07T13:04:00.069400Z digest=sha256:88fbb025f878f0203872f96ccafebc140558d05931d388d3296b08058876449c

Observation 0650f1ab-fab6-445d-865b-4125f788078d · outbound

This paper cites confusing.

Improving Contrastive Learning for Referring Expression Counting confusing

Reference 60

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T13:04:01.996815Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

source=pdf_text observed=2026-08-07T13:04:00.147951Z digest=sha256:265bb086b9d1b1609b7232173269cb53e0a94486d14f62cbddd9a98bd5f796cb

Observation ba112a55-5c37-4d0a-8afe-cbe1782118b1 · outbound

This paper cites location.

Improving Contrastive Learning for Referring Expression Counting location

Reference 61

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T13:04:01.743598Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

source=pdf_text observed=2026-08-07T13:04:00.255572Z digest=sha256:94084727c82c7c7382b4e9ec876d53f3a573857c8f83af9a0939978c92a985c2

Observation d0eedd16-b8f3-48c6-b692-a46d9d77215e · outbound

This paper cites an unresolved cited work.

Improving Contrastive Learning for Referring Expression Counting Unresolved cited work

Reference 62

Resolution
unresolved
raw_fallback, observed 2026-08-07T13:04:01.540122Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

source=pdf_text observed=2026-08-07T13:04:00.350900Z digest=sha256:f24ac0cc044e835718a2d5cc81eef32ec6b44ad4632ad0cd381fad8a9dc55371

Observation 6672b2af-f27c-4d62-9c75-d489ff9dfbb4 · outbound

This paper cites Apple in the second top layer.

Improving Contrastive Learning for Referring Expression Counting Apple in the second top layer

Reference 63

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T13:04:01.289078Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

source=pdf_text observed=2026-08-07T13:04:00.424741Z digest=sha256:806cf99220922f65d202667ebb13ce03284d4bad555006aa0e4a8433579a4a8b

Pith citing papers

No inbound Pith citation observations are available.