Pith. sign in

Paper Citation Record · LEDGER

LLM-Guided Agentic Object Detection for Open-World Understanding

As of 7 August 2026, this Paper Citation Record lists 22 of 22 outbound references and 0 inbound Pith citation observations for arXiv:2507.10844.

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

pith.paper-citation-record.v1
2507.10844 v1

Coverage vector

measured 22 of 22 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-06T17:27:51.229649Z

measured 22 of 22 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-07T06:34:17.273281+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

22 of 22 outbound references displayed

  • verified exact0
  • verified fuzzy14
  • unresolved8
  • parse uncertain0
  • malformed identifier0
  • metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation f6414012-a85e-42fc-ae1c-6430f4c55113 · outbound

This paper cites Yolo-world: Real-time open-vocabulary object detection.

LLM-Guided Agentic Object Detection for Open-World Understanding Yolo-world: Real-time open-vocabulary object detection

Reference 1

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T17:27:53.500673Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-06T17:27:49.235303Z digest=sha256:8f4175ec7c538bc1a24759d9ab2fd3715c2f543edba4820ef556870832bbf41b

Observation 6c0ff50e-a408-4641-afb0-af89c630e410 · outbound

This paper cites VOS: Learning What You Don't Know by Virtual Outlier Synthesis.

LLM-Guided Agentic Object Detection for Open-World Understanding VOS: Learning What You Don't Know by Virtual Outlier Synthesis

Reference 2

Resolution
unresolved
no resolver link, observed 2026-08-06T17:27:49.270142Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-06T17:27:49.270142Z digest=sha256:21e5bd7c082b99bc7368a1909495c97328f57dc34c970a0058ea0717435edc0d

Observation aaea8f76-faf0-447b-a77b-0f8a854814aa · outbound

This paper cites The pascal visual object 8 classes (voc) challenge.

LLM-Guided Agentic Object Detection for Open-World Understanding The pascal visual object 8 classes (voc) challenge

Reference 3

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T17:27:53.347401Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-06T17:27:49.346537Z digest=sha256:4514306d7aa876372bcb7f15b1c0f132179954b43d961e7430181525f5234088

Observation 753a1761-6727-460c-8a5d-3307f6341e38 · outbound

This paper cites Ow-detr: Open-world detection transformer.

LLM-Guided Agentic Object Detection for Open-World Understanding Ow-detr: Open-world detection transformer

Reference 4

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T17:27:53.158974Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-06T17:27:49.416023Z digest=sha256:0c2f0fb4d0c7d7c0bca2deb9c8a78d53bb23015b6701d9a86bc2c4684fb281ee

Observation 1a43ba6e-fbcb-4ef5-a5dc-fc34000a4891 · outbound

This paper cites Mdetr- modulated detection for end-to-end multi-modal understand- ing.

LLM-Guided Agentic Object Detection for Open-World Understanding Mdetr- modulated detection for end-to-end multi-modal understand- ing

Reference 5

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T17:27:52.990202Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-06T17:27:49.562956Z digest=sha256:7d0f050ef98183e7c56af76978d10d0cc935e0fdea64f3d737765619880dfb03

Observation e31ed658-811c-4ba2-a0d0-09fdc4b9359c · outbound

This paper cites Unknown sniffer for object detection: Don’t turn a blind eye to unknown objects.

LLM-Guided Agentic Object Detection for Open-World Understanding Unknown sniffer for object detection: Don’t turn a blind eye to unknown objects

Reference 6

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T17:27:52.811163Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-06T17:27:49.631321Z digest=sha256:4dcb38b2b0e746507a7e6a624f106224d0c2f7eb0e03cbaffe05cabe7cb5ff39

Observation 6f77af24-4eef-40e8-8caa-71b6bdb19fb5 · outbound

This paper cites Microsoft coco: Common objects in context.

LLM-Guided Agentic Object Detection for Open-World Understanding Microsoft coco: Common objects in context

Reference 7

Resolution
unresolved
no resolver link, observed 2026-08-06T17:27:49.735164Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-06T17:27:49.735164Z digest=sha256:e8571d453283a4bcb7416a94335214907606d082d73fd3e9def4d2a7f5b08fd7

Observation ee2e0a23-3976-4454-8543-59be74ebb232 · outbound

This paper cites Visual Instruction Tuning.

LLM-Guided Agentic Object Detection for Open-World Understanding Visual Instruction Tuning

Reference 8

Resolution
unresolved
no resolver link, observed 2026-08-06T17:27:49.854301Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-06T17:27:49.854301Z digest=sha256:a6f568d50af14aa11e87d8bb708d3b671073e5fb113cb98692aef33ddb670862

Observation 7428c6a6-91df-4c87-948d-1a21bf039209 · outbound

This paper cites Un-detr: Promoting objectness learning via joint supervision for un- known object detection.

LLM-Guided Agentic Object Detection for Open-World Understanding Un-detr: Promoting objectness learning via joint supervision for un- known object detection

Reference 9

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T17:27:52.644701Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-06T17:27:49.948769Z digest=sha256:7a92c8881b8ac7fa685be7105e1cdff4c75f513fa13c692be81cfd150365ea84

Observation ad4d7902-36ee-4d65-9a25-c7d9d5059e5a · outbound

This paper cites Grounding dino: Marrying dino with grounded pre-training for open-set object detection.

LLM-Guided Agentic Object Detection for Open-World Understanding Grounding dino: Marrying dino with grounded pre-training for open-set object detection

Reference 10

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T17:27:52.469142Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-06T17:27:50.055414Z digest=sha256:83221acd563294c04912dcc7f0d88d0b354ff5122bbe1336c9fec4605b99e7e3

Observation 0bede8e8-512d-4a68-b3a0-21326e224663 · outbound

This paper cites Visual captions: Augmenting verbal communication with on-the-fly visuals.

LLM-Guided Agentic Object Detection for Open-World Understanding Visual captions: Augmenting verbal communication with on-the-fly visuals

Reference 11

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T17:27:52.341579Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-06T17:27:50.160018Z digest=sha256:f22471040568424ea0bf6d854e02e4bc9fa6599e7c5ae4133456065308123bac

Observation 9f99ee36-b762-4289-bc50-cea7d9ffb963 · outbound

This paper cites SmolVLM: Redefining small and efficient multimodal models.

LLM-Guided Agentic Object Detection for Open-World Understanding SmolVLM: Redefining small and efficient multimodal models

Reference 12

Resolution
unresolved
no resolver link, observed 2026-08-06T17:27:50.223063Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-06T17:27:50.223063Z digest=sha256:900051db294c827d0b2a5b7c1fd4f395f0d0f5e226611e45272dd441791bf3d1

Observation 68c944d1-6459-4869-8c0d-e69f8afa92db · outbound

This paper cites Fast and lightweight vision-language model for adversarial traffic sign detection.

LLM-Guided Agentic Object Detection for Open-World Understanding Fast and lightweight vision-language model for adversarial traffic sign detection

Reference 13

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T17:27:52.214310Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-06T17:27:50.309129Z digest=sha256:6f2281b314fce257e6d7765e36c1700fbe8d96f3403edb3084a56e5f1d2eaca6

Observation 1c3fd0fd-feeb-4eb9-b4e3-752d2d7fe732 · outbound

This paper cites Complexvad: Detecting interaction anomalies in video.

LLM-Guided Agentic Object Detection for Open-World Understanding Complexvad: Detecting interaction anomalies in video

Reference 14

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T17:27:52.096554Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-06T17:27:50.417933Z digest=sha256:2179e2b6fb81f5fed4f113bbbb53606b824b0a6b6ff3f26ec332c9204febfb85

Observation cbdc5672-b53a-47e8-9579-a8c6cbcadd62 · outbound

This paper cites You only look once: Unified, real-time object de- tection.

LLM-Guided Agentic Object Detection for Open-World Understanding You only look once: Unified, real-time object de- tection

Reference 15

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T17:27:51.954044Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-06T17:27:50.582566Z digest=sha256:ad2fcbdcf0f9863f39676a76b55c712bd6a7e88ec4b9b2a0a0193593cdb27044

Observation 42e84ab6-4aca-4aa4-9344-b13e585402a9 · outbound

This paper cites Faster r-cnn: Towards real-time object detection with region proposal networks.

LLM-Guided Agentic Object Detection for Open-World Understanding Faster r-cnn: Towards real-time object detection with region proposal networks

Reference 16

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T17:27:51.812322Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-06T17:27:50.701346Z digest=sha256:4d7e28a13380921482ad59cbf344df31357dcd18c5ca227dd47f24ec723f30ac

Observation 2e149024-23df-4d6f-9c80-f105023e542e · outbound

This paper cites It's Not Just Size That Matters: Small Language Models Are Also Few-Shot Learners.

LLM-Guided Agentic Object Detection for Open-World Understanding It's Not Just Size That Matters: Small Language Models Are Also Few-Shot Learners

Reference 17

Resolution
unresolved
no resolver link, observed 2026-08-06T17:27:50.796216Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-06T17:27:50.796216Z digest=sha256:27dbba27ef8fcaa49fdd42569fcca4e10af25e4357e474edef8b2fbb80875ff4

Observation 6f4c3fe6-e25a-4449-8d17-2411a3dc44ca · outbound

This paper cites Gemma 3 Technical Report.

LLM-Guided Agentic Object Detection for Open-World Understanding Gemma 3 Technical Report

Reference 18

Resolution
unresolved
no resolver link, observed 2026-08-06T17:27:50.906538Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-06T17:27:50.906538Z digest=sha256:b6a7f32b025e17aa0b66b0bd943ba30883dc8d0d8af3a2f7dce4647e20e04921

Observation 2ea1dc2a-aa8f-4cc2-9ae7-ab0842bda18b · outbound

This paper cites MiniVLM: A Smaller and Faster Vision-Language Model.

LLM-Guided Agentic Object Detection for Open-World Understanding MiniVLM: A Smaller and Faster Vision-Language Model

Reference 19

Resolution
unresolved
no resolver link, observed 2026-08-06T17:27:51.002933Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-06T17:27:51.002933Z digest=sha256:8bed6e56d8adbb134cc9db38b65eb8127291512cb65456be44026f5119c66bf9

Observation cdb08762-367e-407e-a758-4501e85260fe · outbound

This paper cites Detectron2.

LLM-Guided Agentic Object Detection for Open-World Understanding Detectron2

Reference 20

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T17:27:51.647335Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-06T17:27:51.129353Z digest=sha256:e8cc036bf20cbde937f68b977eabfb2617a96781d38f2156a664eb5174e0de5d

Observation 418f5b9a-6aea-4f54-a42b-282c466ffc4c · outbound

This paper cites This process is guided by the semantic similarity of their CLIP embeddings to prevent redundancy.

LLM-Guided Agentic Object Detection for Open-World Understanding This process is guided by the semantic similarity of their CLIP embeddings to prevent redundancy

Reference 21

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T17:27:51.541041Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-06T17:27:51.193671Z digest=sha256:8800ad7e19b62017e3031c98b0701edeff2af6bfec25b4b443c79fe2f6e79330

Observation 8e1be983-1368-4515-a7d7-dee409465d46 · outbound

This paper cites an unresolved cited work.

LLM-Guided Agentic Object Detection for Open-World Understanding Unresolved cited work

Reference 22

Resolution
unresolved
raw_fallback, observed 2026-08-06T17:27:51.399505Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-06T17:27:51.229649Z digest=sha256:d5aeb683235ab180dc5c23489d08b729a11b36c1ef09d1822c2fc042c4e81495

Pith citing papers

No inbound Pith citation observations are available.