Paper Citation Record · LEDGER

A Wander Through the Multimodal Landscape: Efficient Transfer Learning via Low-rank Sequence Multimodal Adapter

As of 16 August 2026, this Paper Citation Record lists 39 of 39 outbound references and 1 inbound Pith citation observation for arXiv:2412.08979.

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

pith.paper-citation-record.v1
2412.08979 v1

Coverage vector

measured 39 of 39 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-11T17:27:49.509903Z

measured 40 of 40 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-16T06:30:59.297886+00:00

measured 1 of 1 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-08-16T05:10:32.921027Z

measured 0 of 1 external citation measurements

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

Source: pith, observed 2026-08-16T05:10:33.689683Z

Reference resolution

39 of 39 outbound references displayed

verified exact0
verified fuzzy1
unresolved38
parse uncertain0
malformed identifier0
metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation 21aa602e-3bb9-4071-880a-7b869b0a5c08 · outbound

This paper cites A.; Provost, E.

A Wander Through the Multimodal Landscape: Efficient Transfer Learning via Low-rank Sequence Multimodal Adapter A.; Provost, E

Reference 1

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T17:27:50.342677Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

Observation bb50835d-da43-4909-8e86-8624490def0e · outbound

This paper cites an unresolved cited work.

A Wander Through the Multimodal Landscape: Efficient Transfer Learning via Low-rank Sequence Multimodal Adapter Unresolved cited work

Reference 2

Resolution: unresolved; raw_fallback, observed 2026-08-11T17:27:50.322589Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

Observation ae2dda52-da72-42f3-a483-f0903d0d24ed · outbound

This paper cites an unresolved cited work.

A Wander Through the Multimodal Landscape: Efficient Transfer Learning via Low-rank Sequence Multimodal Adapter Unresolved cited work

Reference 3

Resolution: unresolved; no resolver link, observed 2026-08-11T17:27:49.273167Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 4c7d2d8c-c83c-4cdc-9c32-d4140233e362 · outbound

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

A Wander Through the Multimodal Landscape: Efficient Transfer Learning via Low-rank Sequence Multimodal Adapter BERT: Pre-training of Deep Bidirectional Transformers for Language Understanding

Reference 4

Resolution: unresolved; no resolver link, observed 2026-08-11T17:27:49.279565Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation baba65bb-f78a-4322-b1ff-2d9a01304673 · outbound

This paper cites An Image is Worth 16x16 Words: Transformers for Image Recognition at Scale.

A Wander Through the Multimodal Landscape: Efficient Transfer Learning via Low-rank Sequence Multimodal Adapter An Image is Worth 16x16 Words: Transformers for Image Recognition at Scale

Reference 5

Resolution: unresolved; no resolver link, observed 2026-08-11T17:27:49.285854Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 6487272b-0133-4bbf-8971-7ff02d8e0e50 · outbound

This paper cites an unresolved cited work.

A Wander Through the Multimodal Landscape: Efficient Transfer Learning via Low-rank Sequence Multimodal Adapter Unresolved cited work

Reference 6

Resolution: unresolved; raw_fallback, observed 2026-08-11T17:27:50.286241Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

Observation 3822a725-750d-4597-b523-da673bc576a4 · outbound

This paper cites an unresolved cited work.

A Wander Through the Multimodal Landscape: Efficient Transfer Learning via Low-rank Sequence Multimodal Adapter Unresolved cited work

Reference 7

Resolution: unresolved; no resolver link, observed 2026-08-11T17:27:49.297820Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 492859f7-fe96-4703-a935-14d6551e323f · outbound

This paper cites an unresolved cited work.

A Wander Through the Multimodal Landscape: Efficient Transfer Learning via Low-rank Sequence Multimodal Adapter Unresolved cited work

Reference 8

Resolution: unresolved; raw_fallback, observed 2026-08-11T17:27:50.245929Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

Observation 021c2b5b-4a1e-4f16-bd68-6910b34e70e7 · outbound

This paper cites an unresolved cited work.

A Wander Through the Multimodal Landscape: Efficient Transfer Learning via Low-rank Sequence Multimodal Adapter Unresolved cited work

Reference 9

Resolution: unresolved; no resolver link, observed 2026-08-11T17:27:49.308902Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 5b6e74c7-d55f-4c79-a09d-66921ab2c91c · outbound

This paper cites LoRA: Low-Rank Adaptation of Large Language Models.

A Wander Through the Multimodal Landscape: Efficient Transfer Learning via Low-rank Sequence Multimodal Adapter LoRA: Low-Rank Adaptation of Large Language Models

Reference 10

Resolution: unresolved; no resolver link, observed 2026-08-11T17:27:49.315202Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 9886f79b-40d3-4841-b5ea-ec57d76d2c22 · outbound

This paper cites an unresolved cited work.

A Wander Through the Multimodal Landscape: Efficient Transfer Learning via Low-rank Sequence Multimodal Adapter Unresolved cited work

Reference 11

Resolution: unresolved; raw_fallback, observed 2026-08-11T17:27:50.203484Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

Observation 15a1d8c3-b967-48e9-9945-8ba694f28061 · outbound

This paper cites U.; Rasheed, H.; Maaz, M.; Khan, S.; and Khan, F.

A Wander Through the Multimodal Landscape: Efficient Transfer Learning via Low-rank Sequence Multimodal Adapter U.; Rasheed, H.; Maaz, M.; Khan, S.; and Khan, F

Reference 12

Resolution: unresolved; no resolver link, observed 2026-08-11T17:27:49.326683Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 92fc1778-6e7c-45ea-b919-2d0fd411aab7 · outbound

This paper cites an unresolved cited work.

A Wander Through the Multimodal Landscape: Efficient Transfer Learning via Low-rank Sequence Multimodal Adapter Unresolved cited work

Reference 13

Resolution: unresolved; no resolver link, observed 2026-08-11T17:27:49.331888Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 5fa18ff6-9d47-4902-98c9-0d76233e252c · outbound

This paper cites an unresolved cited work.

A Wander Through the Multimodal Landscape: Efficient Transfer Learning via Low-rank Sequence Multimodal Adapter Unresolved cited work

Reference 14

Resolution: unresolved; no resolver link, observed 2026-08-11T17:27:49.337480Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation c06cb136-180b-4e3f-b866-2434e6efef2e · outbound

This paper cites Prefix-Tuning: Optimizing Continuous Prompts for Generation.

A Wander Through the Multimodal Landscape: Efficient Transfer Learning via Low-rank Sequence Multimodal Adapter Prefix-Tuning: Optimizing Continuous Prompts for Generation

Reference 15

Resolution: unresolved; no resolver link, observed 2026-08-11T17:27:49.343408Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 481536e2-edfb-44c2-ac9f-5ea724e9290f · outbound

This paper cites an unresolved cited work.

A Wander Through the Multimodal Landscape: Efficient Transfer Learning via Low-rank Sequence Multimodal Adapter Unresolved cited work

Reference 16

Resolution: unresolved; no resolver link, observed 2026-08-11T17:27:49.349183Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation b5688534-6e87-48a2-bb52-77127d46e44b · outbound

This paper cites an unresolved cited work.

A Wander Through the Multimodal Landscape: Efficient Transfer Learning via Low-rank Sequence Multimodal Adapter Unresolved cited work

Reference 17

Resolution: unresolved; raw_fallback, observed 2026-08-11T17:27:50.095333Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

Observation fe020c52-181f-470e-8ad9-a9bee0cd168c · outbound

This paper cites an unresolved cited work.

A Wander Through the Multimodal Landscape: Efficient Transfer Learning via Low-rank Sequence Multimodal Adapter Unresolved cited work

Reference 18

Resolution: unresolved; no resolver link, observed 2026-08-11T17:27:49.361526Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 86d9fd2e-5677-4bd9-b401-7b5bba969cf7 · outbound

This paper cites an unresolved cited work.

A Wander Through the Multimodal Landscape: Efficient Transfer Learning via Low-rank Sequence Multimodal Adapter Unresolved cited work

Reference 19

Resolution: unresolved; no resolver link, observed 2026-08-11T17:27:49.368202Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation f4e98392-c44d-42d8-9676-e6fee455748f · outbound

This paper cites an unresolved cited work.

A Wander Through the Multimodal Landscape: Efficient Transfer Learning via Low-rank Sequence Multimodal Adapter Unresolved cited work

Reference 20

Resolution: unresolved; raw_fallback, observed 2026-08-11T17:27:50.038763Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

Observation 38d198e3-19b0-4144-91b3-ac4b32eb5a22 · outbound

This paper cites Efficient Low-rank Multimodal Fusion with Modality-Specific Factors.

A Wander Through the Multimodal Landscape: Efficient Transfer Learning via Low-rank Sequence Multimodal Adapter Efficient Low-rank Multimodal Fusion with Modality-Specific Factors

Reference 21

Resolution: unresolved; no resolver link, observed 2026-08-11T17:27:49.381459Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation aa5d783c-8bc8-4933-9851-f2320b9551ae · outbound

This paper cites L.; and Han, S.

A Wander Through the Multimodal Landscape: Efficient Transfer Learning via Low-rank Sequence Multimodal Adapter L.; and Han, S

Reference 22

Resolution: unresolved; no resolver link, observed 2026-08-11T17:27:49.387514Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation e0214d9a-ff04-4a5f-b1fd-d1e1607220d9 · outbound

This paper cites an unresolved cited work.

A Wander Through the Multimodal Landscape: Efficient Transfer Learning via Low-rank Sequence Multimodal Adapter Unresolved cited work

Reference 23

Resolution: unresolved; raw_fallback, observed 2026-08-11T17:27:50.001139Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

Observation a5d5dfd8-1af8-4df8-acd0-355bbe4f7069 · outbound

This paper cites an unresolved cited work.

A Wander Through the Multimodal Landscape: Efficient Transfer Learning via Low-rank Sequence Multimodal Adapter Unresolved cited work

Reference 24

Resolution: unresolved; raw_fallback, observed 2026-08-11T17:27:49.977501Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

Observation b0b333cf-2be7-4539-b024-503553e5a284 · outbound

This paper cites an unresolved cited work.

A Wander Through the Multimodal Landscape: Efficient Transfer Learning via Low-rank Sequence Multimodal Adapter Unresolved cited work

Reference 25

Resolution: unresolved; raw_fallback, observed 2026-08-11T17:27:49.955662Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

Observation b9bb3ef5-0e45-480d-8ba1-f5683d8b60e8 · outbound

This paper cites an unresolved cited work.

A Wander Through the Multimodal Landscape: Efficient Transfer Learning via Low-rank Sequence Multimodal Adapter Unresolved cited work

Reference 26

Resolution: unresolved; no resolver link, observed 2026-08-11T17:27:49.415733Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 5963831b-834b-479a-8054-7e70e9f5b19d · outbound

This paper cites H.; Bai, S.; Liang, P.

A Wander Through the Multimodal Landscape: Efficient Transfer Learning via Low-rank Sequence Multimodal Adapter H.; Bai, S.; Liang, P

Reference 27

Resolution: unresolved; no resolver link, observed 2026-08-11T17:27:49.423909Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 5b3fd35e-c8da-478b-b83d-bd078552267a · outbound

This paper cites SPoT: Better Frozen Model Adaptation through Soft Prompt Transfer.

A Wander Through the Multimodal Landscape: Efficient Transfer Learning via Low-rank Sequence Multimodal Adapter SPoT: Better Frozen Model Adaptation through Soft Prompt Transfer

Reference 28

Resolution: unresolved; no resolver link, observed 2026-08-11T17:27:49.432421Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 3f801b7b-0d82-46f0-96e9-4a36d244c00f · outbound

This paper cites an unresolved cited work.

A Wander Through the Multimodal Landscape: Efficient Transfer Learning via Low-rank Sequence Multimodal Adapter Unresolved cited work

Reference 29

Resolution: unresolved; raw_fallback, observed 2026-08-11T17:27:49.893759Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

Observation fc9e5042-cdf3-49b2-bdcb-faddd95fc27e · outbound

This paper cites an unresolved cited work.

A Wander Through the Multimodal Landscape: Efficient Transfer Learning via Low-rank Sequence Multimodal Adapter Unresolved cited work

Reference 30

Resolution: unresolved; raw_fallback, observed 2026-08-11T17:27:49.868780Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

Observation b2b31edf-ee64-4ca2-8032-b6e769a3cb23 · outbound

This paper cites an unresolved cited work.

A Wander Through the Multimodal Landscape: Efficient Transfer Learning via Low-rank Sequence Multimodal Adapter Unresolved cited work

Reference 31

Resolution: unresolved; raw_fallback, observed 2026-08-11T17:27:49.849057Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

Observation 39461757-f8bf-4ece-beaf-ae3fd5262aaa · outbound

This paper cites an unresolved cited work.

A Wander Through the Multimodal Landscape: Efficient Transfer Learning via Low-rank Sequence Multimodal Adapter Unresolved cited work

Reference 32

Resolution: unresolved; raw_fallback, observed 2026-08-11T17:27:49.826195Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

Observation a81d1f57-9578-46f8-9f50-dc5caab1acf9 · outbound

This paper cites an unresolved cited work.

A Wander Through the Multimodal Landscape: Efficient Transfer Learning via Low-rank Sequence Multimodal Adapter Unresolved cited work

Reference 33

Resolution: unresolved; raw_fallback, observed 2026-08-11T17:27:49.807651Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

Observation cf00fb1d-a04e-4f58-a6f5-e52e4f5c7a0b · outbound

This paper cites Tensor Fusion Network for Multimodal Sentiment Analysis.

A Wander Through the Multimodal Landscape: Efficient Transfer Learning via Low-rank Sequence Multimodal Adapter Tensor Fusion Network for Multimodal Sentiment Analysis

Reference 34

Resolution: unresolved; no resolver link, observed 2026-08-11T17:27:49.470510Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 05afeb7c-a06d-4921-9c94-52d6e646fbd1 · outbound

This paper cites an unresolved cited work.

A Wander Through the Multimodal Landscape: Efficient Transfer Learning via Low-rank Sequence Multimodal Adapter Unresolved cited work

Reference 35

Resolution: unresolved; raw_fallback, observed 2026-08-11T17:27:49.787235Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

Observation 2fae7ffd-2efb-4a74-832f-e2492235e3c3 · outbound

This paper cites Unified Vision and Language Prompt Learning.

A Wander Through the Multimodal Landscape: Efficient Transfer Learning via Low-rank Sequence Multimodal Adapter Unified Vision and Language Prompt Learning

Reference 36

Resolution: unresolved; no resolver link, observed 2026-08-11T17:27:49.486626Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 6b5e150d-70cf-4fff-8096-942e70321fe7 · outbound

This paper cites Tip-Adapter: Training-free CLIP-Adapter for Better Vision-Language Modeling.

A Wander Through the Multimodal Landscape: Efficient Transfer Learning via Low-rank Sequence Multimodal Adapter Tip-Adapter: Training-free CLIP-Adapter for Better Vision-Language Modeling

Reference 37

Resolution: unresolved; no resolver link, observed 2026-08-11T17:27:49.494798Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 1679a2e4-90c0-40ba-b598-41bb2c688023 · outbound

This paper cites , " * write output.state after.block = add.period write newline.

A Wander Through the Multimodal Landscape: Efficient Transfer Learning via Low-rank Sequence Multimodal Adapter , " * write output.state after.block = add.period write newline

Reference 38

Resolution: unresolved; no resolver link, observed 2026-08-11T17:27:49.501899Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 34611575-989e-4a30-ba7d-57379360f3d6 · outbound

This paper cites write newline.

A Wander Through the Multimodal Landscape: Efficient Transfer Learning via Low-rank Sequence Multimodal Adapter write newline

Reference 39

Resolution: unresolved; no resolver link, observed 2026-08-11T17:27:49.509903Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Pith citing papers

Observation c26ccfff-d68b-4e8d-8bc2-ab697f63d69e · inbound

Diff-Prompt: Diffusion-Driven Prompt Generator with Mask Supervision cites this paper.

Diff-Prompt: Diffusion-Driven Prompt Generator with Mask Supervision A Wander Through the Multimodal Landscape: Efficient Transfer Learning via Low-rank Sequence Multimodal Adapter

Reference 7

Resolution: verified exact; local_arxiv, observed 2026-08-16T05:10:33.695763Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.