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Paper Citation Record · LEDGER

Towards Modality Generalization: A Benchmark and Prospective Analysis

As of 23 August 2026, this Paper Citation Record lists 85 of 85 outbound references and 2 inbound Pith citation observations for arXiv:2412.18277.

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

pith.paper-citation-record.v1
2412.18277 v3

Coverage vector

measured 85 of 85 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-11T04:55:17.420881Z

measured 87 of 87 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-23T06:30:58.430688+00:00

measured 2 of 2 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-08-06T11:16:47.229766Z

measured 0 of 1 external citation measurements

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

Source: pith, observed 2026-08-05T06:00:27.805853Z

Reference resolution

85 of 85 outbound references displayed

  • verified exact1
  • verified fuzzy0
  • unresolved83
  • parse uncertain0
  • malformed identifier1
  • metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation 5fceb714-3be1-4825-88e9-62865e7b8930 · outbound

This paper cites an unresolved cited work.

Towards Modality Generalization: A Benchmark and Prospective Analysis Unresolved cited work

Reference 1

Resolution
unresolved
no resolver link, observed 2026-08-11T04:55:16.979512Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-11T04:55:16.979512Z digest=sha256:1e369a18d2557df05537fc638abb83ec4cf6dea7ebdb67608a04b78a4ab06863

Observation 81e35216-1e37-4703-b6cf-5abd7a3f1b03 · outbound

This paper cites an unresolved cited work.

Towards Modality Generalization: A Benchmark and Prospective Analysis Unresolved cited work

Reference 2

Resolution
unresolved
no resolver link, observed 2026-08-11T04:55:16.985570Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-11T04:55:16.985570Z digest=sha256:029af67e70a9c9cc3c3518a0d92c8503c62ecf19c62c9047718a5044465186a7

Observation 6c0f11fc-47f8-49c9-ac47-fff99bbf0639 · outbound

This paper cites Invariant Risk Minimization.

Towards Modality Generalization: A Benchmark and Prospective Analysis Invariant Risk Minimization

Reference 3

Resolution
unresolved
no resolver link, observed 2026-08-11T04:55:16.991026Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-11T04:55:16.991026Z digest=sha256:365b38426e289fc0b4e3675e6df1e4f987c121493e473cf3ab65aaaa47130d9c

Observation 340e673e-ace0-4df3-a21a-a2dfbb9bbd8b · outbound

This paper cites an unresolved cited work.

Towards Modality Generalization: A Benchmark and Prospective Analysis Unresolved cited work

Reference 4

Resolution
unresolved
no resolver link, observed 2026-08-11T04:55:16.996690Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-11T04:55:16.996690Z digest=sha256:e330b51efc2214312eb497b448baeb1a7815121cb00cc379ed01cac1c1fdee22

Observation a2b1696e-41ec-4bfb-8eff-be4b507ba6c0 · outbound

This paper cites an unresolved cited work.

Towards Modality Generalization: A Benchmark and Prospective Analysis Unresolved cited work

Reference 5

Resolution
unresolved
no resolver link, observed 2026-08-11T04:55:17.002231Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-11T04:55:17.002231Z digest=sha256:20b81796c4f50e6a05063df7fe6028bcc8852173e9310277f91045dc1ed899b0

Observation 14633e1c-887d-47e5-b1d3-8996ed254820 · outbound

This paper cites Enhancing Cross-Modal Fine-Tuning with Gradually Intermediate Modality Generation.

Towards Modality Generalization: A Benchmark and Prospective Analysis Enhancing Cross-Modal Fine-Tuning with Gradually Intermediate Modality Generation

Reference 6

Resolution
unresolved
no resolver link, observed 2026-08-11T04:55:17.007536Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-11T04:55:17.007536Z digest=sha256:5645b446a8f44ce648226aed36d37c7f4ea02d62607c7918b547cd871fe1b3a8

Observation e5390215-5149-48f4-b8e0-23e32ebbcaec · outbound

This paper cites an unresolved cited work.

Towards Modality Generalization: A Benchmark and Prospective Analysis Unresolved cited work

Reference 7

Resolution
unresolved
no resolver link, observed 2026-08-11T04:55:17.013944Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-11T04:55:17.013944Z digest=sha256:46e788bd01ccf122c9beeba4bb473a4c7bdc5ca42e731691a7d32837ad7a643d

Observation 5cb038ec-df57-4384-be09-3a610785db27 · outbound

This paper cites an unresolved cited work.

Towards Modality Generalization: A Benchmark and Prospective Analysis Unresolved cited work

Reference 8

Resolution
unresolved
raw_fallback, observed 2026-08-11T04:55:19.172308Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

source=pdf_text observed=2026-08-11T04:55:17.019002Z digest=sha256:fa90dcc403b1768bfc64547cdcd060a7c19355f5a283afa1733aabe2b2f78cc8

Observation edbf74f3-95fb-4e2b-bd15-83032f5eb9b3 · outbound

This paper cites an unresolved cited work.

Towards Modality Generalization: A Benchmark and Prospective Analysis Unresolved cited work

Reference 9

Resolution
unresolved
raw_fallback, observed 2026-08-11T04:55:19.156451Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

source=pdf_text observed=2026-08-11T04:55:17.023878Z digest=sha256:47d85f45040a89b7da99ae687cbd0fce8ee60d1bfa2970e428cf31a72dc72e25

Observation 7e24fa83-0afc-4253-a951-1753619de33f · outbound

This paper cites an unresolved cited work.

Towards Modality Generalization: A Benchmark and Prospective Analysis Unresolved cited work

Reference 10

Resolution
unresolved
raw_fallback, observed 2026-08-11T04:55:19.139504Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

source=pdf_text observed=2026-08-11T04:55:17.028810Z digest=sha256:4da22f278851afe8bdf7535eca19c59421391b9a49c0fdac926fbccb9f60c61c

Observation bd41922d-3ce5-4af8-81e7-75c05f8d71d0 · outbound

This paper cites an unresolved cited work.

Towards Modality Generalization: A Benchmark and Prospective Analysis Unresolved cited work

Reference 11

Resolution
unresolved
no resolver link, observed 2026-08-11T04:55:17.035124Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-11T04:55:17.035124Z digest=sha256:86a285cb73e113b6d78ed7ef3bac10d631f0bb6cb591ed28c92599470ab88e10

Observation cf29433a-7701-4627-8e41-3dad4f4ca87b · outbound

This paper cites an unresolved cited work.

Towards Modality Generalization: A Benchmark and Prospective Analysis Unresolved cited work

Reference 12

Resolution
unresolved
raw_fallback, observed 2026-08-11T04:55:19.111856Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

source=pdf_text observed=2026-08-11T04:55:17.040104Z digest=sha256:517ff284483fcae3ce6ec5e8259f20934c077e3cd312759654a189879f218c35

Observation 0545520a-07ef-4a42-ae05-1101f658f788 · outbound

This paper cites an unresolved cited work.

Towards Modality Generalization: A Benchmark and Prospective Analysis Unresolved cited work

Reference 13

Resolution
unresolved
no resolver link, observed 2026-08-11T04:55:17.044632Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-11T04:55:17.044632Z digest=sha256:6becfdafffbbb9bc6c58882b11629b043b4eed0e8d7317ec474dcce21bd17f82

Observation a3937d35-c41c-477b-9e7e-91909e22f02a · outbound

This paper cites an unresolved cited work.

Towards Modality Generalization: A Benchmark and Prospective Analysis Unresolved cited work

Reference 14

Resolution
unresolved
no resolver link, observed 2026-08-11T04:55:17.054629Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-11T04:55:17.054629Z digest=sha256:4f5c6cdefb179d7acc26500654210418f1af0c54b7fecc439076d0a2840b68e7

Observation 11bb5bfe-ed40-4ca8-b8ba-4b78d20545a8 · outbound

This paper cites an unresolved cited work.

Towards Modality Generalization: A Benchmark and Prospective Analysis Unresolved cited work

Reference 15

Resolution
unresolved
raw_fallback, observed 2026-08-11T04:55:19.028152Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

source=pdf_text observed=2026-08-11T04:55:17.059273Z digest=sha256:9c9fcd5e2cb89c8e634fc57afa0058ce60d1083bb2badca74667034c4c023e05

Observation 9dfafcf0-1879-4982-9c09-5c8e0cacd428 · outbound

This paper cites an unresolved cited work.

Towards Modality Generalization: A Benchmark and Prospective Analysis Unresolved cited work

Reference 16

Resolution
unresolved
raw_fallback, observed 2026-08-11T04:55:18.993948Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

source=pdf_text observed=2026-08-11T04:55:17.065017Z digest=sha256:c8882a7515d40251748bdd086683e8121ba8797655f06724072b6610992dcca8

Observation f89552c8-fbdf-4b30-b566-25125557801a · outbound

This paper cites an unresolved cited work.

Towards Modality Generalization: A Benchmark and Prospective Analysis Unresolved cited work

Reference 17

Resolution
unresolved
raw_fallback, observed 2026-08-11T04:55:18.973226Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

source=pdf_text observed=2026-08-11T04:55:17.070167Z digest=sha256:0f95bdb76966f65fc2a5bc4b84c72e35545b69a75d6410ac4c7b9a483595f2da

Observation 77f63736-3e08-4bb0-b230-8a529f4e2ddb · outbound

This paper cites an unresolved cited work.

Towards Modality Generalization: A Benchmark and Prospective Analysis Unresolved cited work

Reference 18

Resolution
unresolved
raw_fallback, observed 2026-08-11T04:55:18.950359Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

source=pdf_text observed=2026-08-11T04:55:17.076160Z digest=sha256:e28ce7f8b1448fccffb5a962c9dd05a7d94da8649e3bf307e927281b2ee10d24

Observation 296da122-4568-4268-9d3a-54963c89ba5a · outbound

This paper cites Point-Bind & Point-LLM: Aligning Point Cloud with Multi-modality for 3D Understanding, Generation, and Instruction Following.

Towards Modality Generalization: A Benchmark and Prospective Analysis Point-Bind & Point-LLM: Aligning Point Cloud with Multi-modality for 3D Understanding, Generation, and Instruction Following

Reference 19

Resolution
unresolved
no resolver link, observed 2026-08-11T04:55:17.081012Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-11T04:55:17.081012Z digest=sha256:97108009efc9130c96e0399e34bbb1830bc7125d791dc059434017f097277e87

Observation 8c0fa4c7-dcbb-4b6b-82e2-fbc8a1b5d018 · outbound

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

Towards Modality Generalization: A Benchmark and Prospective Analysis LoRA: Low-Rank Adaptation of Large Language Models

Reference 20

Resolution
unresolved
no resolver link, observed 2026-08-11T04:55:17.086092Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-11T04:55:17.086092Z digest=sha256:c9f5f293a64cb6099a08d9126d6c4c5108452ba74894cd9fe25e0e83b60b149b

Observation 05b55415-a217-41f7-b743-51123357d2cd · outbound

This paper cites an unresolved cited work.

Towards Modality Generalization: A Benchmark and Prospective Analysis Unresolved cited work

Reference 21

Resolution
unresolved
raw_fallback, observed 2026-08-11T04:55:18.932499Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

source=pdf_text observed=2026-08-11T04:55:17.091692Z digest=sha256:188dc2c3a47946931a601d81e0e4aaea75bdba9aa921dbe6d693a110cd87977b

Observation 6b35940b-210c-4b96-8009-99ef7e8df5a3 · outbound

This paper cites an unresolved cited work.

Towards Modality Generalization: A Benchmark and Prospective Analysis Unresolved cited work

Reference 22

Resolution
unresolved
raw_fallback, observed 2026-08-11T04:55:18.910235Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

source=pdf_text observed=2026-08-11T04:55:17.097855Z digest=sha256:a6d3755075b2479603144981b5a06daeacd694568e0b0a1a257ae47ce0fdf111

Observation 80d7475a-8ca0-4efa-992c-21fdee397682 · outbound

This paper cites an unresolved cited work.

Towards Modality Generalization: A Benchmark and Prospective Analysis Unresolved cited work

Reference 23

Resolution
unresolved
raw_fallback, observed 2026-08-11T04:55:18.888067Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

source=pdf_text observed=2026-08-11T04:55:17.102501Z digest=sha256:8a308b8e39b6f1ed1aeb9e3b953f3a14c7d54d2869d46fc2b76143b59bbcc3fa

Observation df0516e8-cd54-4902-aade-05ce28883381 · outbound

This paper cites an unresolved cited work.

Towards Modality Generalization: A Benchmark and Prospective Analysis Unresolved cited work

Reference 24

Resolution
unresolved
raw_fallback, observed 2026-08-11T04:55:18.870741Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

source=pdf_text observed=2026-08-11T04:55:17.107473Z digest=sha256:763febfb7769e1325ef6602f12a4d6cd9a26c0c448b0e27cf57ad6ddcc2a9cc8

Observation 06da6666-2cf4-4d4d-ac61-a8e656906f81 · outbound

This paper cites Adam: A Method for Stochastic Optimization.

Towards Modality Generalization: A Benchmark and Prospective Analysis Adam: A Method for Stochastic Optimization

Reference 25

Resolution
unresolved
no resolver link, observed 2026-08-11T04:55:17.112158Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-11T04:55:17.112158Z digest=sha256:8215b5086793169656a1809b875446cfcfcd752244075132f84ba77e4e9523d3

Observation 0e71c7fc-8bd8-4a1f-87c8-e3b22713d690 · outbound

This paper cites an unresolved cited work.

Towards Modality Generalization: A Benchmark and Prospective Analysis Unresolved cited work

Reference 26

Resolution
unresolved
raw_fallback, observed 2026-08-11T04:55:18.853582Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

source=pdf_text observed=2026-08-11T04:55:17.117620Z digest=sha256:c6b1b56313b6719a9bd134179f9ae856dc8feb819d39777a7ad7e7d0d601e2f1

Observation 7e45009d-c021-433a-a52c-6ab5c572ce03 · outbound

This paper cites an unresolved cited work.

Towards Modality Generalization: A Benchmark and Prospective Analysis Unresolved cited work

Reference 27

Resolution
unresolved
raw_fallback, observed 2026-08-11T04:55:18.837191Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

source=pdf_text observed=2026-08-11T04:55:17.125336Z digest=sha256:8c35a14d1b683df24901f740ef711e221fdb7311967f9b8856eb9bc3f32093ff

Observation c91c4bcf-0da7-44f5-b5ab-71700a5753d1 · outbound

This paper cites an unresolved cited work.

Towards Modality Generalization: A Benchmark and Prospective Analysis Unresolved cited work

Reference 28

Resolution
unresolved
no resolver link, observed 2026-08-11T04:55:17.130393Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-11T04:55:17.130393Z digest=sha256:24b208790d8f3340cd169dafbbde38e3db4556e7f200bec3a0cad60df675c20d

Observation 9d468ec7-2c36-4a17-ad34-c9c7a8dfb851 · outbound

This paper cites an unresolved cited work.

Towards Modality Generalization: A Benchmark and Prospective Analysis Unresolved cited work

Reference 29

Resolution
unresolved
raw_fallback, observed 2026-08-11T04:55:18.805514Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

source=pdf_text observed=2026-08-11T04:55:17.135771Z digest=sha256:95ba1c454b955ac2df6b0c886c724ea0583e4873025154d3cb0205a0d6bcb9eb

Observation 19a0a70f-6daa-4337-a803-15ea27e60d55 · outbound

This paper cites an unresolved cited work.

Towards Modality Generalization: A Benchmark and Prospective Analysis Unresolved cited work

Reference 30

Resolution
unresolved
raw_fallback, observed 2026-08-11T04:55:18.785587Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

source=pdf_text observed=2026-08-11T04:55:17.142228Z digest=sha256:eddf2f96f6dc2be209c6a323e67c7bf5b2dc77b0ee20f6300cde0092a84514ba

Observation 6cac6f80-3885-4696-b4d0-db2fe06a0eca · outbound

This paper cites an unresolved cited work.

Towards Modality Generalization: A Benchmark and Prospective Analysis Unresolved cited work

Reference 31

Resolution
unresolved
raw_fallback, observed 2026-08-11T04:55:18.766241Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

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Observation ed0cb4f8-9b61-4c61-95f0-54c2e297afae · outbound

This paper cites an unresolved cited work.

Towards Modality Generalization: A Benchmark and Prospective Analysis Unresolved cited work

Reference 32

Resolution
unresolved
raw_fallback, observed 2026-08-11T04:55:18.748935Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

source=pdf_text observed=2026-08-11T04:55:17.152776Z digest=sha256:49cec18d443badf75da02f414a745cfb3464ba811fe4c834589e1b05c5b1549a

Observation de360914-33d0-467d-8b70-f801bc680331 · outbound

This paper cites Multimodal Learning Without Labeled Multimodal Data: Guarantees and Applications.

Towards Modality Generalization: A Benchmark and Prospective Analysis Multimodal Learning Without Labeled Multimodal Data: Guarantees and Applications

Reference 33

Resolution
unresolved
no resolver link, observed 2026-08-11T04:55:17.157972Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-11T04:55:17.157972Z digest=sha256:c425a1771e979a1ee1f230f8c2eda215a28c03a975dce18c50d9110fcea5d2c6

Observation d49a00b9-8e37-4563-8ef5-9af5cb1007f2 · outbound

This paper cites an unresolved cited work.

Towards Modality Generalization: A Benchmark and Prospective Analysis Unresolved cited work

Reference 34

Resolution
unresolved
raw_fallback, observed 2026-08-11T04:55:18.732403Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

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Observation fb21052a-575f-47ba-9c1c-4bb19a5c8619 · outbound

This paper cites an unresolved cited work.

Towards Modality Generalization: A Benchmark and Prospective Analysis Unresolved cited work

Reference 35

Resolution
unresolved
no resolver link, observed 2026-08-11T04:55:17.170589Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-11T04:55:17.170589Z digest=sha256:2ca4627f68e5fe226b0a2af37e51288e83b083bc8ade9742b5b0c912d1e09347

Observation 94d02742-d3b2-494c-b07c-13fa9b9951fb · outbound

This paper cites an unresolved cited work.

Towards Modality Generalization: A Benchmark and Prospective Analysis Unresolved cited work

Reference 36

Resolution
unresolved
raw_fallback, observed 2026-08-11T04:55:18.689919Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

source=pdf_text observed=2026-08-11T04:55:17.175903Z digest=sha256:3d7d68e0fe4fc08e965b564a119994446ac3ac2f19e76cc41336ffeda840ffaa

Observation dd762860-0914-4a5a-96a4-adfa74ab61d6 · outbound

This paper cites an unresolved cited work.

Towards Modality Generalization: A Benchmark and Prospective Analysis Unresolved cited work

Reference 37

Resolution
unresolved
no resolver link, observed 2026-08-11T04:55:17.180972Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-11T04:55:17.180972Z digest=sha256:105603a00037e53d72ebe3c5ce136e56e63d065274423e01076fffb1251ab687

Observation 4315b6f7-38e2-4e0f-a790-edef6e48c280 · outbound

This paper cites an unresolved cited work.

Towards Modality Generalization: A Benchmark and Prospective Analysis Unresolved cited work

Reference 38

Resolution
unresolved
no resolver link, observed 2026-08-11T04:55:17.185954Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-11T04:55:17.185954Z digest=sha256:38c3c2c0fbcbfac7b625442db4aa09f6f0bc1670268dd01d36d06edeba13b08d

Observation 53c0e71f-800d-48d2-95be-89a57b67488b · outbound

This paper cites an unresolved cited work.

Towards Modality Generalization: A Benchmark and Prospective Analysis Unresolved cited work

Reference 39

Resolution
unresolved
raw_fallback, observed 2026-08-11T04:55:18.672810Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

source=pdf_text observed=2026-08-11T04:55:17.191076Z digest=sha256:7180fb494bed2e84e4103d2202b0d7f58f81fb8635163a0c6e3432cf875947b4

Observation d02bec5e-1ed9-4afc-a19e-814083755ddb · outbound

This paper cites an unresolved cited work.

Towards Modality Generalization: A Benchmark and Prospective Analysis Unresolved cited work

Reference 40

Resolution
unresolved
raw_fallback, observed 2026-08-11T04:55:18.653394Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

source=pdf_text observed=2026-08-11T04:55:17.196534Z digest=sha256:0d48a4a2565ca4bb953daf25a6bba729ca4d29803e3c98ec05e672b4c80c3eee

Observation 15616c24-7748-4654-b7df-e9a205bd8756 · outbound

This paper cites DEEM: Diffusion Models Serve as the Eyes of Large Language Models for Image Perception.

Towards Modality Generalization: A Benchmark and Prospective Analysis DEEM: Diffusion Models Serve as the Eyes of Large Language Models for Image Perception

Reference 41

Resolution
unresolved
no resolver link, observed 2026-08-11T04:55:17.201587Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-11T04:55:17.201587Z digest=sha256:1fbf0d6530eed1929570657a3c296eaa87f5f2541b84c1356a1658abe866c463

Observation 0a048ce3-2f65-47d8-9e99-1a2d10ec34de · outbound

This paper cites VCM: Vision Concept Modeling Based on Implicit Contrastive Learning with Vision-Language Instruction Fine-Tuning.

Towards Modality Generalization: A Benchmark and Prospective Analysis VCM: Vision Concept Modeling Based on Implicit Contrastive Learning with Vision-Language Instruction Fine-Tuning

Reference 42

Resolution
unresolved
no resolver link, observed 2026-08-11T04:55:17.207198Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-11T04:55:17.207198Z digest=sha256:7fedb53ec7a2b07fa70479acf01b4de357b57f78856ebe7098d64b675e922d31

Observation bebc93b0-1238-469d-b451-5c633a774c2e · outbound

This paper cites MMEvol: Empowering Multimodal Large Language Models with Evol-Instruct.

Towards Modality Generalization: A Benchmark and Prospective Analysis MMEvol: Empowering Multimodal Large Language Models with Evol-Instruct

Reference 43

Resolution
unresolved
no resolver link, observed 2026-08-11T04:55:17.212324Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-11T04:55:17.212324Z digest=sha256:5f8512934c242d58b2c6a6ecac1535734a59e10a73191098390712d1a93f0c5e

Observation a1c0cbdf-774d-425a-bedd-45f86616bd6b · outbound

This paper cites an unresolved cited work.

Towards Modality Generalization: A Benchmark and Prospective Analysis Unresolved cited work

Reference 44

Resolution
unresolved
raw_fallback, observed 2026-08-11T04:55:18.636157Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

source=pdf_text observed=2026-08-11T04:55:17.217471Z digest=sha256:725c8f8cb1ae2407b6c4d7e21f01781c1ff4866957048089a5b01881d3b43ad3

Observation 88dd6810-6127-49d0-984b-7536b90de130 · outbound

This paper cites an unresolved cited work.

Towards Modality Generalization: A Benchmark and Prospective Analysis Unresolved cited work

Reference 45

Resolution
unresolved
raw_fallback, observed 2026-08-11T04:55:18.620671Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

source=pdf_text observed=2026-08-11T04:55:17.222122Z digest=sha256:e7bfe21ab8f49c362a72099d0a0179536c739bfce44739446587a7702917f68f

Observation 181c3daf-7c6e-42ff-9920-a2e3a8d2fce6 · outbound

This paper cites an unresolved cited work.

Towards Modality Generalization: A Benchmark and Prospective Analysis Unresolved cited work

Reference 46

Resolution
unresolved
raw_fallback, observed 2026-08-11T04:55:18.599918Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

source=pdf_text observed=2026-08-11T04:55:17.226807Z digest=sha256:e3454f792307caf924fa5d9ed3e94e4764f7dbeacd7924f2e235f76d228f2b19

Observation 76fc5ebe-5515-4898-9399-0a401143fa2c · outbound

This paper cites an unresolved cited work.

Towards Modality Generalization: A Benchmark and Prospective Analysis Unresolved cited work

Reference 47

Resolution
unresolved
raw_fallback, observed 2026-08-11T04:55:18.582699Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

source=pdf_text observed=2026-08-11T04:55:17.231608Z digest=sha256:df00e6693545f8fa7b6b939c85eeccda9cba463499a076860a390f43898b75d4

Observation 412653ce-eabd-4029-95e9-dc0c143f8343 · outbound

This paper cites an unresolved cited work.

Towards Modality Generalization: A Benchmark and Prospective Analysis Unresolved cited work

Reference 48

Resolution
unresolved
raw_fallback, observed 2026-08-11T04:55:18.560106Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

source=pdf_text observed=2026-08-11T04:55:17.236422Z digest=sha256:acf5ebaa39b94a395c1b04a24a3ceaa4089496e5b340387151aa623c48cfcec8

Observation 8dbfe158-4b93-4b87-8eea-f41b4fd32dde · outbound

This paper cites an unresolved cited work.

Towards Modality Generalization: A Benchmark and Prospective Analysis Unresolved cited work

Reference 49

Resolution
unresolved
raw_fallback, observed 2026-08-11T04:55:18.538894Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

source=pdf_text observed=2026-08-11T04:55:17.241484Z digest=sha256:15ed474983889251878fb8e1e9af018b622bb6cdfdddd5304bd12ecf1d9cf4ca

Observation 18193fc5-77c2-482f-926f-f5a615e1b295 · outbound

This paper cites an unresolved cited work.

Towards Modality Generalization: A Benchmark and Prospective Analysis Unresolved cited work

Reference 50

Resolution
unresolved
raw_fallback, observed 2026-08-11T04:55:18.520009Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

source=pdf_text observed=2026-08-11T04:55:17.246712Z digest=sha256:556bccc1c1c4f10add897811520aef957c2b0c83d3ea432eb6cdeebd64404796

Observation aa86ed5e-b4be-4300-828a-41a4b32a9e52 · outbound

This paper cites an unresolved cited work.

Towards Modality Generalization: A Benchmark and Prospective Analysis Unresolved cited work

Reference 51

Resolution
unresolved
no resolver link, observed 2026-08-11T04:55:17.251367Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-11T04:55:17.251367Z digest=sha256:d38c0644d7487ddb8da01d739e6d3a87cf52beb6bb111fcb5c6f8671151a0842

Observation ec2fc3a5-84b0-433e-b00c-b51c00338ee7 · outbound

This paper cites an unresolved cited work.

Towards Modality Generalization: A Benchmark and Prospective Analysis Unresolved cited work

Reference 52

Resolution
unresolved
no resolver link, observed 2026-08-11T04:55:17.256133Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-11T04:55:17.256133Z digest=sha256:5752a85148843ce05ac0130f7f9a842ae408d3af01422249ffd85c6eaeb8778d

Observation 716e646f-192a-4fc8-a974-265611bca7b8 · outbound

This paper cites an unresolved cited work.

Towards Modality Generalization: A Benchmark and Prospective Analysis Unresolved cited work

Reference 53

Resolution
unresolved
raw_fallback, observed 2026-08-11T04:55:18.456565Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

source=pdf_text observed=2026-08-11T04:55:17.260913Z digest=sha256:3dabafe155d4e8fd490b9823a8ec59f61738c310dd9104749ba31df28a8de3c2

Observation eda6de36-a65e-4b6d-a2c9-0ca377407ce1 · outbound

This paper cites an unresolved cited work.

Towards Modality Generalization: A Benchmark and Prospective Analysis Unresolved cited work

Reference 54

Resolution
unresolved
raw_fallback, observed 2026-08-11T04:55:18.434656Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

source=pdf_text observed=2026-08-11T04:55:17.265603Z digest=sha256:7947396c3b989133980ffa8e27878a03d7570ff13af6143899905a67019d6729

Observation 37851813-5e03-422f-9d9c-06ae73076a69 · outbound

This paper cites an unresolved cited work.

Towards Modality Generalization: A Benchmark and Prospective Analysis Unresolved cited work

Reference 55

Resolution
unresolved
raw_fallback, observed 2026-08-11T04:55:18.417067Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

source=pdf_text observed=2026-08-11T04:55:17.270223Z digest=sha256:ff8c7c614849b5db6eff1b1447296de72576ffde4cd6f85a8b3605172e22c272

Observation 8d24dfcb-da43-4fe7-a72f-a1abb39a6aca · outbound

This paper cites an unresolved cited work.

Towards Modality Generalization: A Benchmark and Prospective Analysis Unresolved cited work

Reference 56

Resolution
unresolved
raw_fallback, observed 2026-08-11T04:55:18.389109Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

source=pdf_text observed=2026-08-11T04:55:17.275088Z digest=sha256:97ea2c6dc17c8624b8956f8e802bec466844fbffe3793a56e20849896d6933c7

Observation 1839b132-451b-4b4a-ae61-6a3bc715c47f · outbound

This paper cites How to Bridge the Gap between Modalities: Survey on Multimodal Large Language Model.

Towards Modality Generalization: A Benchmark and Prospective Analysis How to Bridge the Gap between Modalities: Survey on Multimodal Large Language Model

Reference 57

Resolution
unresolved
no resolver link, observed 2026-08-11T04:55:17.281721Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-11T04:55:17.281721Z digest=sha256:613460eb1f8dd7d738cbebd0d28d727db66054d686ff2a7172163ab55b9e3d82

Observation e9dc41d3-25d7-43bf-add1-78ca2e889c2c · outbound

This paper cites ERM++: An Improved Baseline for Domain Generalization.

Towards Modality Generalization: A Benchmark and Prospective Analysis ERM++: An Improved Baseline for Domain Generalization

Reference 58

Resolution
unresolved
no resolver link, observed 2026-08-11T04:55:17.287441Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-11T04:55:17.287441Z digest=sha256:be1bea19a47ac7b82bae52f79e97010b127018fa5b31200637eef7c3deb1a38f

Observation 741895a0-fc66-4b55-a276-359128e5c50a · outbound

This paper cites Understanding the Emergence of Multimodal Representation Alignment.

Towards Modality Generalization: A Benchmark and Prospective Analysis Understanding the Emergence of Multimodal Representation Alignment

Reference 59

Resolution
verified exact
local_arxiv, observed 2026-08-11T04:55:17.588220Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

source=pdf_text observed=2026-08-11T04:55:17.293423Z digest=sha256:edcc7df35b14c10640f40d7927a002efa82af7df5316a8609e9f5e4392b04faa

Observation 0d6c96e7-9afd-4da6-bb22-24f0529d5909 · outbound

This paper cites an unresolved cited work.

Towards Modality Generalization: A Benchmark and Prospective Analysis Unresolved cited work

Reference 60

Resolution
unresolved
raw_fallback, observed 2026-08-11T04:55:18.368668Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

source=pdf_text observed=2026-08-11T04:55:17.298842Z digest=sha256:7a3718cd46f699eaebb2c61a4e51d8c14a5a1d558d9f1361f144f7993594e15f

Observation c87026aa-10bb-48e1-9525-302954b620da · outbound

This paper cites an unresolved cited work.

Towards Modality Generalization: A Benchmark and Prospective Analysis Unresolved cited work

Reference 61

Resolution
unresolved
no resolver link, observed 2026-08-11T04:55:17.303681Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-11T04:55:17.303681Z digest=sha256:d8248db3c1e9dd7b838e981a52ccf162ebc3ae7a2e2698ec3f3c04bf65d554a1

Observation 067887a9-7620-4732-b146-608f28269ce3 · outbound

This paper cites an unresolved cited work.

Towards Modality Generalization: A Benchmark and Prospective Analysis Unresolved cited work

Reference 62

Resolution
unresolved
raw_fallback, observed 2026-08-11T04:55:18.336098Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

source=pdf_text observed=2026-08-11T04:55:17.308205Z digest=sha256:545df8cba440837b85454fa1648b935f39603d53a4293b0002572f58a37122e5

Observation 8ed7c4a7-61d5-466a-8122-06a3dab5adbb · outbound

This paper cites Open-Vocabulary Segmentation with Unpaired Mask-Text Supervision.

Towards Modality Generalization: A Benchmark and Prospective Analysis Open-Vocabulary Segmentation with Unpaired Mask-Text Supervision

Reference 63

Resolution
unresolved
no resolver link, observed 2026-08-11T04:55:17.312836Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-11T04:55:17.312836Z digest=sha256:b6995e9c6b93723ca6aadd08de54c84748246bf4808bddb76da47450db9ea2f9

Observation 3a279a6f-a930-41e4-b94a-bca302b34f19 · outbound

This paper cites Extending Multi-modal Contrastive Representations.

Towards Modality Generalization: A Benchmark and Prospective Analysis Extending Multi-modal Contrastive Representations

Reference 64

Resolution
unresolved
no resolver link, observed 2026-08-11T04:55:17.317739Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-11T04:55:17.317739Z digest=sha256:e21c23eb13a22f5ebda8acdf6f2e4600f8a0bb18ce8f8ca28119233f2cde3e75

Observation 0b8da2cf-d41e-4c77-a111-c59cabd85af2 · outbound

This paper cites an unresolved cited work.

Towards Modality Generalization: A Benchmark and Prospective Analysis Unresolved cited work

Reference 65

Resolution
unresolved
raw_fallback, observed 2026-08-11T04:55:18.318471Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

source=pdf_text observed=2026-08-11T04:55:17.322791Z digest=sha256:fcfaa131c7e2beb0a590a72794491820b27c46c2fa1cb15d7e93610106b3e3d3

Observation d67b2d54-ceb1-4376-b630-fa6e02e91581 · outbound

This paper cites Deep Multimodal Learning with Missing Modality: A Survey.

Towards Modality Generalization: A Benchmark and Prospective Analysis Deep Multimodal Learning with Missing Modality: A Survey

Reference 66

Resolution
unresolved
no resolver link, observed 2026-08-11T04:55:17.327904Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-11T04:55:17.327904Z digest=sha256:524c84128824be38226d0a632c1413637338d7d501c34b7dbca8b9def99c9ae4

Observation bd65b5e8-f639-453f-90bb-6db615888b0e · outbound

This paper cites an unresolved cited work.

Towards Modality Generalization: A Benchmark and Prospective Analysis Unresolved cited work

Reference 67

Resolution
unresolved
raw_fallback, observed 2026-08-11T04:55:18.302045Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

source=pdf_text observed=2026-08-11T04:55:17.332729Z digest=sha256:9aeaaa8318caf71aad376e3ee82cb4136d0e382bf172c3009a88dded4f24e902

Observation 267ea718-f9e5-4f87-abcd-7f50f0c5a3fc · outbound

This paper cites an unresolved cited work.

Towards Modality Generalization: A Benchmark and Prospective Analysis Unresolved cited work

Reference 68

Resolution
unresolved
raw_fallback, observed 2026-08-11T04:55:18.281274Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

source=pdf_text observed=2026-08-11T04:55:17.338665Z digest=sha256:85ea42d0f37b2157e31d4703affb796a3cae926d8e704bac070ede6ec486c94b

Observation f9a1a7b9-3528-4c83-bced-57cb3a7c7142 · outbound

This paper cites an unresolved cited work.

Towards Modality Generalization: A Benchmark and Prospective Analysis Unresolved cited work

Reference 69

Resolution
unresolved
raw_fallback, observed 2026-08-11T04:55:18.257066Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

source=pdf_text observed=2026-08-11T04:55:17.343763Z digest=sha256:c793401d78dc473962013ac74ce8e545958fea9ee03289eea9e3df0704488ac7

Observation 99f28095-d66d-4bae-b5a5-74677c65aaf0 · outbound

This paper cites an unresolved cited work.

Towards Modality Generalization: A Benchmark and Prospective Analysis Unresolved cited work

Reference 70

Resolution
unresolved
raw_fallback, observed 2026-08-11T04:55:18.240933Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

source=pdf_text observed=2026-08-11T04:55:17.348636Z digest=sha256:0c2652043b1670b74e45ec1108b9ba2264892fe04724a4902db3d6fae5f408e4

Observation 925c1a06-d128-4c32-9888-ea9412663160 · outbound

This paper cites Improve Unsupervised Domain Adaptation with Mixup Training.

Towards Modality Generalization: A Benchmark and Prospective Analysis Improve Unsupervised Domain Adaptation with Mixup Training

Reference 71

Resolution
unresolved
no resolver link, observed 2026-08-11T04:55:17.353957Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-11T04:55:17.353957Z digest=sha256:5041f2fa909a3117c637b4fe22c65c3cb5411a8721efc300709b4bd3adfc17f3

Observation 202ba89b-556d-44e0-b677-85b32773d5f0 · outbound

This paper cites an unresolved cited work.

Towards Modality Generalization: A Benchmark and Prospective Analysis Unresolved cited work

Reference 72

Resolution
unresolved
raw_fallback, observed 2026-08-11T04:55:18.223713Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

source=pdf_text observed=2026-08-11T04:55:17.359076Z digest=sha256:59cf2e11290adb7745b30a38bae3aa8c16be50a738e0c5519ecddda5cb80f6ad

Observation 9c6dc306-c193-4560-b500-268b5bba7adb · outbound

This paper cites an unresolved cited work.

Towards Modality Generalization: A Benchmark and Prospective Analysis Unresolved cited work

Reference 73

Resolution
unresolved
raw_fallback, observed 2026-08-11T04:55:18.206344Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

source=pdf_text observed=2026-08-11T04:55:17.364052Z digest=sha256:9179ab45533f836852f86eb07a4a60b589b92bbf8c773ec81c48e0835cd0db2e

Observation 4e11da9b-db14-41c1-8c0d-829a0fc73409 · outbound

This paper cites mixup: Beyond Empirical Risk Minimization.

Towards Modality Generalization: A Benchmark and Prospective Analysis mixup: Beyond Empirical Risk Minimization

Reference 74

Resolution
unresolved
no resolver link, observed 2026-08-11T04:55:17.369137Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-11T04:55:17.369137Z digest=sha256:5274cabd9f917b02f83f953dda8366e51fa470b09a759d5ae0839e5aefa99715

Observation 0f0173a0-9dec-45ae-8fcf-81fb1a3cb571 · outbound

This paper cites an unresolved cited work.

Towards Modality Generalization: A Benchmark and Prospective Analysis Unresolved cited work

Reference 75

Resolution
unresolved
raw_fallback, observed 2026-08-11T04:55:18.182324Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

source=pdf_text observed=2026-08-11T04:55:17.374566Z digest=sha256:bc3ba57d8676be39358b04e18573e26d52461f2865f20db0de479b126e3816a2

Observation 5afb2421-1234-4902-b3e9-7e5146e3a391 · outbound

This paper cites an unresolved cited work.

Towards Modality Generalization: A Benchmark and Prospective Analysis Unresolved cited work

Reference 76

Resolution
unresolved
raw_fallback, observed 2026-08-11T04:55:18.164947Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

source=pdf_text observed=2026-08-11T04:55:17.380061Z digest=sha256:d1864c0c522e875266a14e243af7cdced83e33d62f01da77b14e46244798c161

Observation de6414e6-6547-4cc4-8600-a13530c1a635 · outbound

This paper cites an unresolved cited work.

Towards Modality Generalization: A Benchmark and Prospective Analysis Unresolved cited work

Reference 77

Resolution
unresolved
raw_fallback, observed 2026-08-11T04:55:18.147473Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

source=pdf_text observed=2026-08-11T04:55:17.385058Z digest=sha256:87ffbe33c763a22eae350efc20847f0911af5ac0a6d4831b7600abec35c3e39e

Observation b8b6f07b-e6e7-4480-86c8-d9f9a6e6c3e5 · outbound

This paper cites an unresolved cited work.

Towards Modality Generalization: A Benchmark and Prospective Analysis Unresolved cited work

Reference 78

Resolution
unresolved
raw_fallback, observed 2026-08-11T04:55:18.128801Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

source=pdf_text observed=2026-08-11T04:55:17.389782Z digest=sha256:f257e6600ba8bee32d6a84a8e8a18ac98904bc84f22d0f319a4c3a435baa46c9

Observation 3cc9edb0-c7c3-4714-8ce1-6f2fdd07072c · outbound

This paper cites Aligning Modalities in Vision Large Language Models via Preference Fine-tuning.

Towards Modality Generalization: A Benchmark and Prospective Analysis Aligning Modalities in Vision Large Language Models via Preference Fine-tuning

Reference 79

Resolution
unresolved
no resolver link, observed 2026-08-11T04:55:17.394933Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-11T04:55:17.394933Z digest=sha256:24bcf9f7e03580992abf11d72d2b9b24741ce1392fd9a3a8fafdb9e21e380079

Observation 300ebd99-30bd-466f-bdda-77aae0c069bb · outbound

This paper cites Where, What, Why: Towards Explainable Driver Attention Prediction.

Towards Modality Generalization: A Benchmark and Prospective Analysis Where, What, Why: Towards Explainable Driver Attention Prediction

Reference 80

Resolution
unresolved
no resolver link, observed 2026-08-11T04:55:17.400088Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-11T04:55:17.400088Z digest=sha256:1d98cd82d7e44a46f66df75b21357fef75c5e58f1f531ef9f7fc9cea5c4854ad

Observation 80efec62-a66e-4610-bc18-727baa3f4133 · outbound

This paper cites an unresolved cited work.

Towards Modality Generalization: A Benchmark and Prospective Analysis Unresolved cited work

Reference 81

Resolution
unresolved
raw_fallback, observed 2026-08-11T04:55:18.111430Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

source=pdf_text observed=2026-08-11T04:55:17.405556Z digest=sha256:c1c377be9cf20ec91017d3ce2089c3777ce9d0c5db26b0913797e890b5fc727a

Observation a1fef0fc-a77c-4a2e-b5ac-0f6f5f2ccdde · outbound

This paper cites an unresolved cited work.

Towards Modality Generalization: A Benchmark and Prospective Analysis Unresolved cited work

Reference 82

Resolution
unresolved
raw_fallback, observed 2026-08-11T04:55:18.094572Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

source=pdf_text observed=2026-08-11T04:55:17.410597Z digest=sha256:0387f38397103bcc473cc6181c17090f4bc40d7a0868439f54424a6cb7aa5986

Observation 8e08c3d4-5595-4b65-92c2-b361b425b721 · outbound

This paper cites an unresolved cited work.

Towards Modality Generalization: A Benchmark and Prospective Analysis Unresolved cited work

Reference 83

Resolution
unresolved
raw_fallback, observed 2026-08-11T04:55:18.075043Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

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Observation fab5dd66-4e11-4ccb-9472-b1b9a9a33b09 · outbound

This paper cites an unresolved cited work.

Towards Modality Generalization: A Benchmark and Prospective Analysis Unresolved cited work

Reference 84

Resolution
malformed identifier
raw_fallback, observed 2026-08-11T04:55:18.058607Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

source=pdf_text observed=2026-08-11T04:55:17.420881Z digest=sha256:c1ec97633ae2975eb1ce4a26fe00405c36b8dd50e4fac1e703d48f96f0ec16b2

Observation d361ff6b-cb39-4856-b181-80aaf7067067 · outbound

This paper cites Nature Machine Intelligence 5, 4 (2023), 340–350.

Towards Modality Generalization: A Benchmark and Prospective Analysis Nature Machine Intelligence 5, 4 (2023), 340–350

Reference 2023

Resolution
unresolved
no resolver link, observed 2026-08-11T04:55:17.049773Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-11T04:55:17.049773Z digest=sha256:152631ed24c6cdf91cbf5bdb7f0ac60581f1443f59e747b1c8db086c26856e1a

Pith citing papers

Observation 74882b88-1ba8-4e65-b218-1906d4061990 · inbound

AUV-Fusion: Cross-Modal Adversarial Fusion of User Interactions and Visual Perturbations Against VARS cites this paper.

AUV-Fusion: Cross-Modal Adversarial Fusion of User Interactions and Visual Perturbations Against VARS Towards Modality Generalization: A Benchmark and Prospective Analysis

Reference 21

Resolution
unresolved
no resolver link, observed 2026-08-06T11:16:47.229766Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-06T11:16:47.229766Z digest=sha256:faa580a05bd559e63ca7a38cbbe676ba256fcbd08ad8235f194ed1bc7874a155

Observation aba6bf0d-27e2-487e-a2ea-e18e0be18511 · inbound

Sample-efficient Integration of New Modalities into Large Language Models cites this paper.

Sample-efficient Integration of New Modalities into Large Language Models Towards Modality Generalization: A Benchmark and Prospective Analysis

Reference 40

Resolution
verified exact
local_arxiv, observed 2026-08-05T06:00:27.809540Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

source=pdf_text observed=2026-08-05T06:00:27.480243Z digest=sha256:189dd1c09534a89e99e644f5ccd31013ad4caf0325d77c3e3a92c8e9adebd94b