Paper Citation Record · LEDGER

UniECS: Unified Multimodal E-Commerce Search Framework with Gated Cross-modal Fusion

As of 19 August 2026, this Paper Citation Record lists 33 of 33 outbound references and 1 inbound Pith citation observation for arXiv:2508.13843.

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

pith.paper-citation-record.v1
2508.13843 v1

Coverage vector

measured 33 of 33 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-15T17:15:20.816473Z

measured 34 of 34 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-18T06:34:40.430872+00:00

measured 1 of 1 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-08-03T22:05:16.766061Z

measured 0 of 1 external citation measurements

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

Source: cited_works

Reference resolution

33 of 33 outbound references displayed

verified exact0
verified fuzzy2
unresolved31
parse uncertain0
malformed identifier0
metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation c6adb9a2-2be8-499d-bdd6-0cbda2f19757 · outbound

This paper cites Pixtral 12B.

UniECS: Unified Multimodal E-Commerce Search Framework with Gated Cross-modal Fusion Pixtral 12B

Reference 1

Resolution: unresolved; no resolver link, observed 2026-08-15T17:15:20.653769Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 7aae3603-eb27-45fb-b5e8-88e0cb1b0c3d · outbound

This paper cites Flamingo: a Visual Language Model for Few-Shot Learning.

UniECS: Unified Multimodal E-Commerce Search Framework with Gated Cross-modal Fusion Flamingo: a Visual Language Model for Few-Shot Learning

Reference 2

Resolution: unresolved; no resolver link, observed 2026-08-15T17:15:20.658781Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 8239ecec-32a1-4165-b50d-33a7a23bffac · outbound

This paper cites an unresolved cited work.

UniECS: Unified Multimodal E-Commerce Search Framework with Gated Cross-modal Fusion Unresolved cited work

Reference 3

Resolution: unresolved; raw_fallback, observed 2026-08-15T17:15:21.297231Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

Observation a7de1e4d-0cfb-4185-a416-b2ef89f1dca7 · outbound

This paper cites NVLM: Open Frontier-Class Multimodal LLMs.

UniECS: Unified Multimodal E-Commerce Search Framework with Gated Cross-modal Fusion NVLM: Open Frontier-Class Multimodal LLMs

Reference 4

Resolution: unresolved; no resolver link, observed 2026-08-15T17:15:20.667863Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation e5ecbab3-45bd-4372-8987-261979224c8f · outbound

This paper cites an unresolved cited work.

UniECS: Unified Multimodal E-Commerce Search Framework with Gated Cross-modal Fusion Unresolved cited work

Reference 5

Resolution: unresolved; raw_fallback, observed 2026-08-15T17:15:21.281089Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

Observation 1bfd08d9-6358-43fc-a259-8af1ce2b06bf · outbound

This paper cites an unresolved cited work.

UniECS: Unified Multimodal E-Commerce Search Framework with Gated Cross-modal Fusion Unresolved cited work

Reference 6

Resolution: unresolved; raw_fallback, observed 2026-08-15T17:15:21.268635Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

Observation bc08eb67-250b-4050-879d-3c0398bfacc6 · outbound

This paper cites Huang, Xiao Zhang, Menglong Zhu, Yuan Li, Yang Zhao, and Larry S.

UniECS: Unified Multimodal E-Commerce Search Framework with Gated Cross-modal Fusion Huang, Xiao Zhang, Menglong Zhu, Yuan Li, Yang Zhao, and Larry S

Reference 7

Resolution: verified fuzzy; raw_fallback, observed 2026-08-15T17:15:21.254742Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

Observation 7b6beb84-970f-4dd0-9394-326946b2a78e · outbound

This paper cites an unresolved cited work.

UniECS: Unified Multimodal E-Commerce Search Framework with Gated Cross-modal Fusion Unresolved cited work

Reference 8

Resolution: unresolved; no resolver link, observed 2026-08-15T17:15:20.688402Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 09f374f6-ef52-41bd-ba6e-19edde942969 · outbound

This paper cites Scaling Up Visual and Vision-Language Representation Learning With Noisy Text Supervision.

UniECS: Unified Multimodal E-Commerce Search Framework with Gated Cross-modal Fusion Scaling Up Visual and Vision-Language Representation Learning With Noisy Text Supervision

Reference 9

Resolution: unresolved; no resolver link, observed 2026-08-15T17:15:20.695184Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation ed063e52-eef0-4b1a-82d3-4160e0b84604 · outbound

This paper cites E5-V: Universal Embeddings with Multimodal Large Language Models.

UniECS: Unified Multimodal E-Commerce Search Framework with Gated Cross-modal Fusion E5-V: Universal Embeddings with Multimodal Large Language Models

Reference 10

Resolution: unresolved; no resolver link, observed 2026-08-15T17:15:20.702130Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 5fc14398-6b77-4bc5-9b9b-75e6031d3942 · outbound

This paper cites an unresolved cited work.

UniECS: Unified Multimodal E-Commerce Search Framework with Gated Cross-modal Fusion Unresolved cited work

Reference 11

Resolution: unresolved; raw_fallback, observed 2026-08-15T17:15:21.233426Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

Observation 57650394-1174-46f1-80c0-8e43e0f9b2ae · outbound

This paper cites an unresolved cited work.

UniECS: Unified Multimodal E-Commerce Search Framework with Gated Cross-modal Fusion Unresolved cited work

Reference 12

Resolution: unresolved; raw_fallback, observed 2026-08-15T17:15:21.220977Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

Observation f5fb652a-02de-4b00-80af-0e78ed92933c · outbound

This paper cites an unresolved cited work.

UniECS: Unified Multimodal E-Commerce Search Framework with Gated Cross-modal Fusion Unresolved cited work

Reference 13

Resolution: unresolved; raw_fallback, observed 2026-08-15T17:15:21.206431Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

Observation fb579a1d-9280-45a7-b825-c7649403e83b · outbound

This paper cites BLIP: Bootstrapping Language-Image Pre-training for Unified Vision-Language Understanding and Generation.

UniECS: Unified Multimodal E-Commerce Search Framework with Gated Cross-modal Fusion BLIP: Bootstrapping Language-Image Pre-training for Unified Vision-Language Understanding and Generation

Reference 14

Resolution: unresolved; no resolver link, observed 2026-08-15T17:15:20.724340Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 387b72e1-d3d7-4176-b4d3-906d5b66614f · outbound

This paper cites Selvaraju, Akhilesh D.

UniECS: Unified Multimodal E-Commerce Search Framework with Gated Cross-modal Fusion Selvaraju, Akhilesh D

Reference 15

Resolution: verified fuzzy; raw_fallback, observed 2026-08-15T17:15:21.191771Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

Observation d9d0bb15-5e59-49c5-8f2b-f26cfcf87d07 · outbound

This paper cites an unresolved cited work.

UniECS: Unified Multimodal E-Commerce Search Framework with Gated Cross-modal Fusion Unresolved cited work

Reference 16

Resolution: unresolved; raw_fallback, observed 2026-08-15T17:15:21.177471Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

Observation d1c85216-3096-40e1-bfdd-63c670a5ad02 · outbound

This paper cites an unresolved cited work.

UniECS: Unified Multimodal E-Commerce Search Framework with Gated Cross-modal Fusion Unresolved cited work

Reference 17

Resolution: unresolved; raw_fallback, observed 2026-08-15T17:15:21.164300Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

Observation 21de66c4-d16e-4c8d-8b7a-c80665054c2e · outbound

This paper cites an unresolved cited work.

UniECS: Unified Multimodal E-Commerce Search Framework with Gated Cross-modal Fusion Unresolved cited work

Reference 18

Resolution: unresolved; raw_fallback, observed 2026-08-15T17:15:21.149236Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

Observation bcaebbfb-200e-4985-a544-a60c97961e71 · outbound

This paper cites an unresolved cited work.

UniECS: Unified Multimodal E-Commerce Search Framework with Gated Cross-modal Fusion Unresolved cited work

Reference 19

Resolution: unresolved; raw_fallback, observed 2026-08-15T17:15:21.134740Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

Observation 1e53247b-43a5-4ce2-967e-8b9522beec18 · outbound

This paper cites Learning Transferable Visual Models From Natural Language Supervision.

UniECS: Unified Multimodal E-Commerce Search Framework with Gated Cross-modal Fusion Learning Transferable Visual Models From Natural Language Supervision

Reference 20

Resolution: unresolved; no resolver link, observed 2026-08-15T17:15:20.756600Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation dda35c85-937b-42c0-9d8b-aa39b44700f3 · outbound

This paper cites an unresolved cited work.

UniECS: Unified Multimodal E-Commerce Search Framework with Gated Cross-modal Fusion Unresolved cited work

Reference 21

Resolution: unresolved; raw_fallback, observed 2026-08-15T17:15:21.118931Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

Observation 7699d870-992c-49aa-9fe7-509fe49695c7 · outbound

This paper cites Qwen2-VL: Enhancing Vision-Language Model's Perception of the World at Any Resolution.

UniECS: Unified Multimodal E-Commerce Search Framework with Gated Cross-modal Fusion Qwen2-VL: Enhancing Vision-Language Model's Perception of the World at Any Resolution

Reference 22

Resolution: unresolved; no resolver link, observed 2026-08-15T17:15:20.766988Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 99970fa5-2c06-4b08-b171-5eb2b965ad44 · outbound

This paper cites an unresolved cited work.

UniECS: Unified Multimodal E-Commerce Search Framework with Gated Cross-modal Fusion Unresolved cited work

Reference 23

Resolution: unresolved; raw_fallback, observed 2026-08-15T17:15:21.094628Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

Observation 9abff28e-2b34-459d-825d-7e2db7c77c64 · outbound

This paper cites Fashion IQ: A New Dataset Towards Retrieving Images by Natural Language Feedback.

UniECS: Unified Multimodal E-Commerce Search Framework with Gated Cross-modal Fusion Fashion IQ: A New Dataset Towards Retrieving Images by Natural Language Feedback

Reference 24

Resolution: unresolved; no resolver link, observed 2026-08-15T17:15:20.776395Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 4992e5e8-3737-4bd3-b585-2e3498cbfb76 · outbound

This paper cites DeepSeek-VL2: Mixture-of-Experts Vision-Language Models for Advanced Multimodal Understanding.

UniECS: Unified Multimodal E-Commerce Search Framework with Gated Cross-modal Fusion DeepSeek-VL2: Mixture-of-Experts Vision-Language Models for Advanced Multimodal Understanding

Reference 25

Resolution: unresolved; no resolver link, observed 2026-08-15T17:15:20.780321Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 603b3038-f023-4e16-8dd2-63c213203409 · outbound

This paper cites The Dawn of LMMs: Preliminary Explorations with GPT-4V(ision).

UniECS: Unified Multimodal E-Commerce Search Framework with Gated Cross-modal Fusion The Dawn of LMMs: Preliminary Explorations with GPT-4V(ision)

Reference 26

Resolution: unresolved; no resolver link, observed 2026-08-15T17:15:20.785394Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 4d3e6de9-26b5-4622-989d-02b50c5da8bf · outbound

This paper cites an unresolved cited work.

UniECS: Unified Multimodal E-Commerce Search Framework with Gated Cross-modal Fusion Unresolved cited work

Reference 27

Resolution: unresolved; no resolver link, observed 2026-08-15T17:15:20.790245Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 78b049ca-8cf9-448e-afc2-7a878bfbeae6 · outbound

This paper cites GME: Improving Universal Multimodal Retrieval by Multimodal LLMs.

UniECS: Unified Multimodal E-Commerce Search Framework with Gated Cross-modal Fusion GME: Improving Universal Multimodal Retrieval by Multimodal LLMs

Reference 28

Resolution: unresolved; no resolver link, observed 2026-08-15T17:15:20.795434Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 744962a5-68b3-4b6b-987b-9ac6a78cac3d · outbound

This paper cites an unresolved cited work.

UniECS: Unified Multimodal E-Commerce Search Framework with Gated Cross-modal Fusion Unresolved cited work

Reference 29

Resolution: unresolved; raw_fallback, observed 2026-08-15T17:15:21.071736Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

Observation 20634687-b0c9-4b4d-888a-96e2ce2993a2 · outbound

This paper cites MegaPairs: Massive Data Synthesis For Universal Multimodal Retrieval.

UniECS: Unified Multimodal E-Commerce Search Framework with Gated Cross-modal Fusion MegaPairs: Massive Data Synthesis For Universal Multimodal Retrieval

Reference 30

Resolution: unresolved; no resolver link, observed 2026-08-15T17:15:20.804212Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation f6fe7d38-59db-49fd-889b-dc6af9b8c134 · outbound

This paper cites an unresolved cited work.

UniECS: Unified Multimodal E-Commerce Search Framework with Gated Cross-modal Fusion Unresolved cited work

Reference 31

Resolution: unresolved; raw_fallback, observed 2026-08-15T17:15:21.056527Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

Observation b8c1afe3-3fdd-4b44-afeb-fa13b6a40e38 · outbound

This paper cites an unresolved cited work.

UniECS: Unified Multimodal E-Commerce Search Framework with Gated Cross-modal Fusion Unresolved cited work

Reference 32

Resolution: unresolved; raw_fallback, observed 2026-08-15T17:15:21.042154Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

Observation 8abac9ed-61e3-49c2-804a-20e1b1e2b574 · outbound

This paper cites an unresolved cited work.

UniECS: Unified Multimodal E-Commerce Search Framework with Gated Cross-modal Fusion Unresolved cited work

Reference 33

Resolution: unresolved; raw_fallback, observed 2026-08-15T17:15:21.028756Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

Pith citing papers

Observation 82057d68-8acd-4b26-9bd2-626f502d8b5e · inbound

MOON2.0: Dynamic Modality-balanced Multimodal Representation Learning for E-commerce Product Understanding cites this paper.

MOON2.0: Dynamic Modality-balanced Multimodal Representation Learning for E-commerce Product Understanding UniECS: Unified Multimodal E-Commerce Search Framework with Gated Cross-modal Fusion

Reference 29

Resolution: unresolved; no resolver link, observed 2026-08-03T22:05:16.766061Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.