Paper Citation Record · LEDGER

Multimodal Reasoning Agent for Zero-Shot Composed Image Retrieval

As of 9 August 2026, this Paper Citation Record lists 60 of 60 outbound references and 7 inbound Pith citation observations for arXiv:2505.19952.

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

pith.paper-citation-record.v1
2505.19952 v1

Coverage vector

measured 60 of 60 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-07T14:07:40.730204Z

measured 67 of 67 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-09T06:31:02.800959+00:00

measured 7 of 7 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-08-06T22:21:10.770726Z

measured 0 of 1 external citation measurements

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

Source: arxiv_reference, observed 2026-07-01T10:05:41.143246Z

Reference resolution

60 of 60 outbound references displayed

verified exact4
verified fuzzy15
unresolved36
parse uncertain0
malformed identifier1
metadata mismatch4

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation 2f6c19bf-fa02-4ae7-8ad0-fd89ac999fa8 · outbound

This paper cites Distribution consistency guided hashing for cross-modal retrieval.

Multimodal Reasoning Agent for Zero-Shot Composed Image Retrieval Distribution consistency guided hashing for cross-modal retrieval

Reference 1

Resolution: unresolved; no resolver link, observed 2026-08-07T14:07:34.933454Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 538ab951-db2c-40b6-b51a-8f47eef29e71 · outbound

This paper cites Similarity transitivity broken-aware multi-modal hashing.IEEE Trans.

Multimodal Reasoning Agent for Zero-Shot Composed Image Retrieval Similarity transitivity broken-aware multi-modal hashing.IEEE Trans

Reference 2

Resolution: unresolved; no resolver link, observed 2026-08-07T14:07:35.023106Z

Source-reported events for the cited work

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Observation 9d9f5b31-c484-4436-8dec-1c341b1491cd · outbound

This paper cites Data-aware proxy hashing for cross-modal retrieval.

Multimodal Reasoning Agent for Zero-Shot Composed Image Retrieval Data-aware proxy hashing for cross-modal retrieval

Reference 3

Resolution: unresolved; no resolver link, observed 2026-08-07T14:07:35.062654Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 51b2802e-9064-479a-9e56-6f461d220588 · outbound

This paper cites Where does the performance improvement come from?: - A reproducibility concern about image-text retrieval.

Multimodal Reasoning Agent for Zero-Shot Composed Image Retrieval Where does the performance improvement come from?: - A reproducibility concern about image-text retrieval

Reference 4

Resolution: unresolved; no resolver link, observed 2026-08-07T14:07:35.168550Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation a8855576-087d-471a-9ace-60361e5e8f85 · outbound

This paper cites Com- posing text and image for image retrieval - an empirical odyssey.

Multimodal Reasoning Agent for Zero-Shot Composed Image Retrieval Com- posing text and image for image retrieval - an empirical odyssey

Reference 5

Resolution: unresolved; no resolver link, observed 2026-08-07T14:07:35.291206Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 8c94eda2-0b0d-4e67-b969-4e28046fa20d · outbound

This paper cites Sim- ple but effective raw-data level multimodal fusion for composed image retrieval.

Multimodal Reasoning Agent for Zero-Shot Composed Image Retrieval Sim- ple but effective raw-data level multimodal fusion for composed image retrieval

Reference 6

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T14:07:47.951301Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation 1754bc0b-4231-47f3-bbb5-5a5c2e5a0b7b · outbound

This paper cites Dual-path semantic construction network for composed query-based image retrieval.

Multimodal Reasoning Agent for Zero-Shot Composed Image Retrieval Dual-path semantic construction network for composed query-based image retrieval

Reference 7

Resolution: unresolved; no resolver link, observed 2026-08-07T14:07:35.561828Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation ed7928b0-7826-495d-aec2-c096137479c1 · outbound

This paper cites Multi-modal transformer with global-local alignment for composed query image retrieval.IEEE Trans.

Multimodal Reasoning Agent for Zero-Shot Composed Image Retrieval Multi-modal transformer with global-local alignment for composed query image retrieval.IEEE Trans

Reference 8

Resolution: metadata mismatch; raw_fallback, observed 2026-08-07T14:07:43.016620Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation 301e70e5-0c60-4b16-bd29-1a0d622023ad · outbound

This paper cites Sentence-level Prompts Benefit Composed Image Retrieval.

Multimodal Reasoning Agent for Zero-Shot Composed Image Retrieval Sentence-level Prompts Benefit Composed Image Retrieval

Reference 9

Resolution: unresolved; no resolver link, observed 2026-08-07T14:07:35.796615Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation fbb65504-4c99-47e3-bd34-736153cc65b2 · outbound

This paper cites Image Search with Text Feedback by Additive Attention Compositional Learning.

Multimodal Reasoning Agent for Zero-Shot Composed Image Retrieval Image Search with Text Feedback by Additive Attention Compositional Learning

Reference 10

Resolution: metadata mismatch; local_arxiv, observed 2026-08-07T14:07:41.386495Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation 30f596e3-4083-4d51-b197-01f032f122e8 · outbound

This paper cites Image retrieval on real-life images with pre-trained vision-and-language models.

Multimodal Reasoning Agent for Zero-Shot Composed Image Retrieval Image retrieval on real-life images with pre-trained vision-and-language models

Reference 11

Resolution: unresolved; no resolver link, observed 2026-08-07T14:07:35.986269Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 2f231df7-737b-47a7-aa08-b5b9b016f965 · outbound

This paper cites Composed image retrieval using contrastive learning and task-oriented clip-based features.ACM Trans.

Multimodal Reasoning Agent for Zero-Shot Composed Image Retrieval Composed image retrieval using contrastive learning and task-oriented clip-based features.ACM Trans

Reference 12

Resolution: verified exact; doi, observed 2026-08-07T14:07:41.240420Z

Source-reported events for the cited work

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Observation 7dd376e6-6da1-4e3d-a81c-4eabcdadfd49 · outbound

This paper cites Fine- grained textual inversion network for zero-shot composed image retrieval.

Multimodal Reasoning Agent for Zero-Shot Composed Image Retrieval Fine- grained textual inversion network for zero-shot composed image retrieval

Reference 13

Resolution: unresolved; no resolver link, observed 2026-08-07T14:07:36.160343Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 9270e1f6-a011-4e8f-9a48-b3e09ed9b047 · outbound

This paper cites Pic2word: Mapping pictures to words for zero-shot composed image retrieval.

Multimodal Reasoning Agent for Zero-Shot Composed Image Retrieval Pic2word: Mapping pictures to words for zero-shot composed image retrieval

Reference 14

Resolution: verified exact; raw_fallback, observed 2026-08-07T14:07:42.601773Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation 94655246-9d83-41c3-8d1f-951209eb33a1 · outbound

This paper cites MLLM-I2W: harnessing multimodal large language model for zero-shot composed image retrieval.

Multimodal Reasoning Agent for Zero-Shot Composed Image Retrieval MLLM-I2W: harnessing multimodal large language model for zero-shot composed image retrieval

Reference 15

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T14:07:47.724543Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation 8cd08409-8037-41ba-8f94-b7fa225194d5 · outbound

This paper cites Kankanhalli.

Multimodal Reasoning Agent for Zero-Shot Composed Image Retrieval Kankanhalli

Reference 16

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T14:07:47.508680Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation 7c16a5f1-68a2-4fd6-9e75-b18ac824a136 · outbound

This paper cites Learning transferable visual models from natural language supervi- sion.

Multimodal Reasoning Agent for Zero-Shot Composed Image Retrieval Learning transferable visual models from natural language supervi- sion

Reference 17

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T14:07:47.274574Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation eb65907c-f8e9-45b5-bd4e-372cc5f342da · outbound

This paper cites an unresolved cited work.

Multimodal Reasoning Agent for Zero-Shot Composed Image Retrieval Unresolved cited work

Reference 18

Resolution: unresolved; raw_fallback, observed 2026-08-07T14:07:47.063818Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation d28659d0-78ad-4ad8-86c1-077abbf24ef5 · outbound

This paper cites Seeing what you miss: Vision-language pre-training with semantic completion learning.

Multimodal Reasoning Agent for Zero-Shot Composed Image Retrieval Seeing what you miss: Vision-language pre-training with semantic completion learning

Reference 19

Resolution: unresolved; no resolver link, observed 2026-08-07T14:07:36.788327Z

Source-reported events for the cited work

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Observation a939717c-1883-4fa2-99d7-4d71ecaf91b4 · outbound

This paper cites Global and Local Semantic Completion Learning for Vision-Language Pre-training.

Multimodal Reasoning Agent for Zero-Shot Composed Image Retrieval Global and Local Semantic Completion Learning for Vision-Language Pre-training

Reference 20

Resolution: verified exact; local_arxiv, observed 2026-08-07T14:07:41.095133Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation 22b2247f-6e88-4a19-8f53-2fe7d56eb5dc · outbound

This paper cites Zero-shot composed text- image retrieval.

Multimodal Reasoning Agent for Zero-Shot Composed Image Retrieval Zero-shot composed text- image retrieval

Reference 21

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T14:07:46.822771Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation 7159ee2e-b43d-4a3d-a704-81725a921591 · outbound

This paper cites Compositional Image Retrieval via Instruction-Aware Contrastive Learning.

Multimodal Reasoning Agent for Zero-Shot Composed Image Retrieval Compositional Image Retrieval via Instruction-Aware Contrastive Learning

Reference 22

Resolution: unresolved; no resolver link, observed 2026-08-07T14:07:37.059408Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 6cf8b24b-55bf-48d4-a2c2-8e94cd17290c · outbound

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

Multimodal Reasoning Agent for Zero-Shot Composed Image Retrieval LLaMA: Open and Efficient Foundation Language Models

Reference 23

Resolution: unresolved; no resolver link, observed 2026-08-07T14:07:37.160966Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 2f83fe13-f59a-4027-9956-1c6ef3d9215c · outbound

This paper cites Large Language Model Agent: A Survey on Methodology, Applications and Challenges.

Multimodal Reasoning Agent for Zero-Shot Composed Image Retrieval Large Language Model Agent: A Survey on Methodology, Applications and Challenges

Reference 24

Resolution: unresolved; no resolver link, observed 2026-08-07T14:07:37.240894Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation c023c4a0-12fb-4a6f-afc6-8b68a27e560a · outbound

This paper cites Visual instruction tuning.

Multimodal Reasoning Agent for Zero-Shot Composed Image Retrieval Visual instruction tuning

Reference 25

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T14:07:46.516968Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation 4faaafec-6882-45dc-89c9-338a09a643c9 · outbound

This paper cites SPAgent: Adaptive Task Decomposition and Model Selection for General Video Generation and Editing.

Multimodal Reasoning Agent for Zero-Shot Composed Image Retrieval SPAgent: Adaptive Task Decomposition and Model Selection for General Video Generation and Editing

Reference 26

Resolution: unresolved; no resolver link, observed 2026-08-07T14:07:37.487699Z

Source-reported events for the cited work

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Observation b74f79d4-0c60-463c-8822-0f8326ab012f · outbound

This paper cites Grounding language models to images for multimodal inputs and outputs.

Multimodal Reasoning Agent for Zero-Shot Composed Image Retrieval Grounding language models to images for multimodal inputs and outputs

Reference 27

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T14:07:46.295587Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation 7b1ae7af-ba40-4db3-b761-89f4dc576f85 · outbound

This paper cites an unresolved cited work.

Multimodal Reasoning Agent for Zero-Shot Composed Image Retrieval Unresolved cited work

Reference 28

Resolution: unresolved; raw_fallback, observed 2026-08-07T14:07:46.003833Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation 11038ea0-4bce-4a62-bb5f-b711dbd1a21b · outbound

This paper cites MiniCPM-V: A GPT-4V Level MLLM on Your Phone.

Multimodal Reasoning Agent for Zero-Shot Composed Image Retrieval MiniCPM-V: A GPT-4V Level MLLM on Your Phone

Reference 29

Resolution: unresolved; no resolver link, observed 2026-08-07T14:07:37.755205Z

Source-reported events for the cited work

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Observation 61e154bc-4477-4ca2-a4e9-eed858a478dc · outbound

This paper cites Representation Learning with Contrastive Predictive Coding.

Multimodal Reasoning Agent for Zero-Shot Composed Image Retrieval Representation Learning with Contrastive Predictive Coding

Reference 30

Resolution: unresolved; no resolver link, observed 2026-08-07T14:07:37.919492Z

Source-reported events for the cited work

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Observation 84835a9a-54c1-4b11-9ecc-8ea290504b13 · outbound

This paper cites MiniCPM-V: A GPT-4V Level MLLM on Your Phone.

Multimodal Reasoning Agent for Zero-Shot Composed Image Retrieval MiniCPM-V: A GPT-4V Level MLLM on Your Phone

Reference 31

Resolution: unresolved; no resolver link, observed 2026-08-07T14:07:37.813610Z

Source-reported events for the cited work

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Observation 8cf5a0ca-7cae-4890-9b59-9ebab07e4ae0 · outbound

This paper cites Weighted gaussian loss based hamming hashing.

Multimodal Reasoning Agent for Zero-Shot Composed Image Retrieval Weighted gaussian loss based hamming hashing

Reference 32

Resolution: unresolved; no resolver link, observed 2026-08-07T14:07:38.165615Z

Source-reported events for the cited work

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Observation 020557ce-a9b2-4711-bb62-d7b1292c9eea · outbound

This paper cites Unsupervised hashing with semantic concept mining.Proc.

Multimodal Reasoning Agent for Zero-Shot Composed Image Retrieval Unsupervised hashing with semantic concept mining.Proc

Reference 33

Resolution: verified exact; doi, observed 2026-08-07T14:07:40.884160Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation 1b6d306c-3e34-41eb-aed3-f31e3e77bd37 · outbound

This paper cites Unsupervised cross-modal hashing with modality-interaction.IEEE Trans.

Multimodal Reasoning Agent for Zero-Shot Composed Image Retrieval Unsupervised cross-modal hashing with modality-interaction.IEEE Trans

Reference 34

Resolution: metadata mismatch; raw_fallback, observed 2026-08-07T14:07:42.189094Z

Source-reported events for the cited work

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Observation d416cac1-f94a-4443-bf6e-f460ef08e3ee · outbound

This paper cites Partial-softmax loss based deep hashing.

Multimodal Reasoning Agent for Zero-Shot Composed Image Retrieval Partial-softmax loss based deep hashing

Reference 35

Resolution: unresolved; no resolver link, observed 2026-08-07T14:07:38.290845Z

Source-reported events for the cited work

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Observation c7699576-e266-4c04-9ef3-62c61a9746f4 · outbound

This paper cites Unsupervised cross-modal hashing via semantic text mining.IEEE Trans.

Multimodal Reasoning Agent for Zero-Shot Composed Image Retrieval Unsupervised cross-modal hashing via semantic text mining.IEEE Trans

Reference 36

Resolution: unresolved; no resolver link, observed 2026-08-07T14:07:38.566628Z

Source-reported events for the cited work

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Observation af33825f-e7e6-4eb9-abe4-0863552461e6 · outbound

This paper cites Deep cross-modal proxy hashing.IEEE Trans.

Multimodal Reasoning Agent for Zero-Shot Composed Image Retrieval Deep cross-modal proxy hashing.IEEE Trans

Reference 37

Resolution: unresolved; no resolver link, observed 2026-08-07T14:07:38.471242Z

Source-reported events for the cited work

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Observation a962b845-f363-4556-9c1b-11339166c34e · outbound

This paper cites Knowledge-enhanced dual-stream zero- shot composed image retrieval.

Multimodal Reasoning Agent for Zero-Shot Composed Image Retrieval Knowledge-enhanced dual-stream zero- shot composed image retrieval

Reference 38

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T14:07:45.438771Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation 4abf15b5-e33a-4f23-a3ba-adcf8076cb5d · outbound

This paper cites Zero-shot composed image retrieval with textual inversion.

Multimodal Reasoning Agent for Zero-Shot Composed Image Retrieval Zero-shot composed image retrieval with textual inversion

Reference 39

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T14:07:45.689940Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation 9fbf06e4-991f-4bd4-a342-b94d9b5b34cd · outbound

This paper cites Target-guided composed image retrieval.

Multimodal Reasoning Agent for Zero-Shot Composed Image Retrieval Target-guided composed image retrieval

Reference 41

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T14:07:45.186347Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation d8838646-f428-4d69-b99a-625bd9726bce · outbound

This paper cites Enhance composed image retrieval via multi-level collaborative localization and semantic activeness perception.

Multimodal Reasoning Agent for Zero-Shot Composed Image Retrieval Enhance composed image retrieval via multi-level collaborative localization and semantic activeness perception

Reference 43

Resolution: metadata mismatch; raw_fallback, observed 2026-08-07T14:07:41.699024Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation 4d0facfa-3bef-45b5-a616-90a4e93fa75f · outbound

This paper cites Data roaming and quality assessment for composed image retrieval.

Multimodal Reasoning Agent for Zero-Shot Composed Image Retrieval Data roaming and quality assessment for composed image retrieval

Reference 44

Resolution: malformed identifier; no resolver link, observed 2026-08-07T14:07:39.516160Z

Source-reported events for the cited work

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Observation 3cc6934b-9fde-4ca2-b134-d7dec363c68b · outbound

This paper cites InternVL: Scaling up Vision Foundation Models and Aligning for Generic Visual-Linguistic Tasks.

Multimodal Reasoning Agent for Zero-Shot Composed Image Retrieval InternVL: Scaling up Vision Foundation Models and Aligning for Generic Visual-Linguistic Tasks

Reference 45

Resolution: unresolved; no resolver link, observed 2026-08-07T14:07:39.618249Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 3d1f6201-d720-47ac-bb11-baf71655fb1f · outbound

This paper cites Self- training boosted multi-factor matching network for composed image retrieval.IEEE Trans.

Multimodal Reasoning Agent for Zero-Shot Composed Image Retrieval Self- training boosted multi-factor matching network for composed image retrieval.IEEE Trans

Reference 46

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T14:07:44.969022Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation ff304f35-27d3-410d-b920-5ca08d8da2b6 · outbound

This paper cites Context- i2w: Mapping images to context-dependent words for accurate zero-shot composed image retrieval.

Multimodal Reasoning Agent for Zero-Shot Composed Image Retrieval Context- i2w: Mapping images to context-dependent words for accurate zero-shot composed image retrieval

Reference 47

Resolution: unresolved; no resolver link, observed 2026-08-07T14:07:39.449109Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation ca4a488a-0f0f-4da9-bf66-635be1128220 · outbound

This paper cites Fashion IQ: A new dataset towards retrieving im- ages by natural language feedback.

Multimodal Reasoning Agent for Zero-Shot Composed Image Retrieval Fashion IQ: A new dataset towards retrieving im- ages by natural language feedback

Reference 48

Resolution: unresolved; no resolver link, observed 2026-08-07T14:07:39.932800Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation b2fb9b68-3761-4a0e-b362-2c2ddd5034b5 · outbound

This paper cites A corpus for reasoning about natural language grounded in photographs.

Multimodal Reasoning Agent for Zero-Shot Composed Image Retrieval A corpus for reasoning about natural language grounded in photographs

Reference 49

Resolution: unresolved; no resolver link, observed 2026-08-07T14:07:40.096640Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 4129a7a0-e2b1-42e7-b0d3-67e399357e06 · outbound

This paper cites Mini-batch optimization of contrastive loss.Transactions on Machine Learning Research, 2024.

Multimodal Reasoning Agent for Zero-Shot Composed Image Retrieval Mini-batch optimization of contrastive loss.Transactions on Machine Learning Research, 2024

Reference 50

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T14:07:44.691636Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation aa12343d-fb2d-48de-8a7a-c69161ef55b3 · outbound

This paper cites Bridging mini-batch and asymptotic analysis in contrastive learning: From infoNCE to kernel-based losses.

Multimodal Reasoning Agent for Zero-Shot Composed Image Retrieval Bridging mini-batch and asymptotic analysis in contrastive learning: From infoNCE to kernel-based losses

Reference 51

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T14:07:44.425859Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation 60c97a70-de33-4cc0-9da2-9ccaf7a8c04e · outbound

This paper cites an unresolved cited work.

Multimodal Reasoning Agent for Zero-Shot Composed Image Retrieval Unresolved cited work

Reference 52

Resolution: unresolved; raw_fallback, observed 2026-08-07T14:07:44.117488Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation ef43d3dc-2c58-44b9-951a-117d568cacea · outbound

This paper cites Language- only efficient training of zero-shot composed image retrieval.

Multimodal Reasoning Agent for Zero-Shot Composed Image Retrieval Language- only efficient training of zero-shot composed image retrieval

Reference 53

Resolution: unresolved; no resolver link, observed 2026-08-07T14:07:40.428606Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 9cc13558-3ba6-494a-8a96-f7ec2024f060 · outbound

This paper cites iSEARLE: Improving Textual Inversion for Zero-Shot Composed Image Retrieval.

Multimodal Reasoning Agent for Zero-Shot Composed Image Retrieval iSEARLE: Improving Textual Inversion for Zero-Shot Composed Image Retrieval

Reference 54

Resolution: unresolved; no resolver link, observed 2026-08-07T14:07:40.499510Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 60ccd460-c987-4c18-b7f0-ae258f6f9267 · outbound

This paper cites Belongie, James Hays, Pietro Perona, Deva Ramanan, Piotr Dollár, and C.

Multimodal Reasoning Agent for Zero-Shot Composed Image Retrieval Belongie, James Hays, Pietro Perona, Deva Ramanan, Piotr Dollár, and C

Reference 55

Resolution: unresolved; no resolver link, observed 2026-08-07T14:07:40.153180Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 7a072da1-1de3-4991-afd7-b8a93b41041c · outbound

This paper cites Bernstein, Alexander C.

Multimodal Reasoning Agent for Zero-Shot Composed Image Retrieval Bernstein, Alexander C

Reference 56

Resolution: unresolved; no resolver link, observed 2026-08-07T14:07:40.228472Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 1891be75-4b69-4f6a-8173-5eb5de5d6d3a · outbound

This paper cites Decoupled weight decay regularization.

Multimodal Reasoning Agent for Zero-Shot Composed Image Retrieval Decoupled weight decay regularization

Reference 57

Resolution: unresolved; no resolver link, observed 2026-08-07T14:07:40.384950Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 1f139446-d555-4488-8c72-cb646f2a48bc · outbound

This paper cites Vision-by- language for training-free compositional image retrieval.

Multimodal Reasoning Agent for Zero-Shot Composed Image Retrieval Vision-by- language for training-free compositional image retrieval

Reference 60

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T14:07:43.833760Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation 95c7083a-1aa8-49db-9d8c-7bd100e3bc53 · outbound

This paper cites Effective conditioned and composed image retrieval combining clip-based features.

Multimodal Reasoning Agent for Zero-Shot Composed Image Retrieval Effective conditioned and composed image retrieval combining clip-based features

Reference 61

Resolution: unresolved; no resolver link, observed 2026-08-07T14:07:40.687358Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 605c0739-24a8-4707-8b81-9bf4aab364f2 · outbound

This paper cites cap1" and image 2 with the caption.

Multimodal Reasoning Agent for Zero-Shot Composed Image Retrieval cap1" and image 2 with the caption

Reference 62

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T14:07:43.504874Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation 05e1be0d-d4c5-4bda-a1e3-ce88948d567a · outbound

This paper cites URL https://doi.org/10.1109/ICCV51070.

Multimodal Reasoning Agent for Zero-Shot Composed Image Retrieval URL https://doi.org/10.1109/ICCV51070

Reference 2023

Resolution: unresolved; no resolver link, observed 2026-08-07T14:07:38.798145Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation bbf5ee11-3fd1-4061-a73d-4b5b733e86cb · outbound

This paper cites URL https://doi.org/10.1145/3626772.3657727.

Multimodal Reasoning Agent for Zero-Shot Composed Image Retrieval URL https://doi.org/10.1145/3626772.3657727

Reference 2024

Resolution: unresolved; no resolver link, observed 2026-08-07T14:07:35.458335Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Pith citing papers

Observation e452ef4b-739f-4f84-ad68-a889a2b58f50 · inbound

SPAZER: Spatial-Semantic Progressive Reasoning Agent for Zero-shot 3D Visual Grounding cites this paper.

SPAZER: Spatial-Semantic Progressive Reasoning Agent for Zero-shot 3D Visual Grounding Multimodal Reasoning Agent for Zero-Shot Composed Image Retrieval

Reference 34

Resolution: unresolved; no resolver link, observed 2026-08-06T22:21:10.770726Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 9b1c5e39-0d5b-436d-98fc-ec0b8f51f774 · inbound

DeepImageSearch: Benchmarking Multimodal Agents for Context-Aware Image Retrieval in Visual Histories cites this paper.

DeepImageSearch: Benchmarking Multimodal Agents for Context-Aware Image Retrieval in Visual Histories Multimodal Reasoning Agent for Zero-Shot Composed Image Retrieval

Reference 27

Resolution: unresolved; no resolver link, observed 2026-08-03T01:02:35.070287Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 16a6f781-dec7-417d-ae33-b5f9e59733cb · inbound

CoVR-R:Reason-Aware Composed Video Retrieval cites this paper.

CoVR-R:Reason-Aware Composed Video Retrieval Multimodal Reasoning Agent for Zero-Shot Composed Image Retrieval

Reference 27

Resolution: unresolved; no resolver link, observed 2026-07-13T21:37:55.887477Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 922148f1-64cc-45c3-8c8f-05fe704e3ba4 · inbound

DeliCIR: Memory-Guided Test-Time Deliberation via Multi-Agent Collaboration for Composed Image Retrieval cites this paper.

DeliCIR: Memory-Guided Test-Time Deliberation via Multi-Agent Collaboration for Composed Image Retrieval Multimodal Reasoning Agent for Zero-Shot Composed Image Retrieval

Reference 15

Resolution: verified exact; arxiv_id, observed 2026-05-22T06:41:10.257851Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation 49782fa1-ea49-4103-a5ea-995e68bdb437 · inbound

DeliCIR: Memory-Guided Test-Time Deliberation via Multi-Agent Collaboration for Composed Image Retrieval cites this paper.

DeliCIR: Memory-Guided Test-Time Deliberation via Multi-Agent Collaboration for Composed Image Retrieval Multimodal Reasoning Agent for Zero-Shot Composed Image Retrieval

Reference 15

Resolution: verified exact; arxiv_id, observed 2026-06-30T17:14:56.878699Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation 6d51e281-51a6-4bac-bd03-c5e8505fdf78 · inbound

DeliCIR: Memory-Guided Test-Time Deliberation via Multi-Agent Collaboration for Composed Image Retrieval cites this paper.

DeliCIR: Memory-Guided Test-Time Deliberation via Multi-Agent Collaboration for Composed Image Retrieval Multimodal Reasoning Agent for Zero-Shot Composed Image Retrieval

Reference 15

Resolution: unresolved; no resolver link, observed 2026-08-02T13:28:19.474650Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation de0291f8-879f-4383-a4d6-69e97783b87b · inbound

Thinking Before Retrieving: Robust Zero-Shot Composed Image Retrieval via Strategic Planning and Self-Criticism cites this paper.

Thinking Before Retrieving: Robust Zero-Shot Composed Image Retrieval via Strategic Planning and Self-Criticism Multimodal Reasoning Agent for Zero-Shot Composed Image Retrieval

Reference 19

Resolution: verified exact; arxiv_id, observed 2026-07-01T10:05:41.145002Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.