Paper Citation Record · LEDGER

Look Less, Think Faster: Joint Token-Compute Adaptation for Multimodal LLMs

As of 13 August 2026, this Paper Citation Record lists 45 of 45 outbound references and 0 inbound Pith citation observations for arXiv:2607.20357.

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

pith.paper-citation-record.v1
2607.20357 v1

Coverage vector

measured 45 of 45 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-01T10:06:51.651724Z

measured 45 of 45 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-12T06:34:41.77262+00:00

measured 0 of 0 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links

measured 0 of 1 external citation measurements

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

Source: cited_works

Reference resolution

45 of 45 outbound references displayed

verified exact0
verified fuzzy0
unresolved45
parse uncertain0
malformed identifier0
metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation 33083030-7ce3-45a7-bea2-861adf373d98 · outbound

This paper cites Qwen-VL: A Versatile Vision-Language Model for Understanding, Localization, Text Reading, and Beyond.

Look Less, Think Faster: Joint Token-Compute Adaptation for Multimodal LLMs Qwen-VL: A Versatile Vision-Language Model for Understanding, Localization, Text Reading, and Beyond

Reference 1

Resolution: unresolved; no resolver link, observed 2026-08-01T10:06:47.695617Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 832be324-7c75-4a7b-9486-f45a719378e0 · outbound

This paper cites Qwen3-VL Technical Report.

Look Less, Think Faster: Joint Token-Compute Adaptation for Multimodal LLMs Qwen3-VL Technical Report

Reference 2

Resolution: unresolved; no resolver link, observed 2026-08-01T10:06:47.778122Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 3d20343a-b080-4528-914a-6d1e098aac01 · outbound

This paper cites Qwen2.5-VL Technical Report.

Look Less, Think Faster: Joint Token-Compute Adaptation for Multimodal LLMs Qwen2.5-VL Technical Report

Reference 3

Resolution: unresolved; no resolver link, observed 2026-08-01T10:06:47.849062Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation da35e4ab-345a-4fd2-ad05-54be2ad208af · outbound

This paper cites In: ECCV (2024).

Look Less, Think Faster: Joint Token-Compute Adaptation for Multimodal LLMs In: ECCV (2024)

Reference 4

Resolution: unresolved; no resolver link, observed 2026-08-01T10:06:47.922286Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 9675f9e0-1450-4c98-8d71-2426b9e48ead · outbound

This paper cites MobileVLM : A Fast, Strong and Open Vision Language Assistant for Mobile Devices.

Look Less, Think Faster: Joint Token-Compute Adaptation for Multimodal LLMs MobileVLM : A Fast, Strong and Open Vision Language Assistant for Mobile Devices

Reference 5

Resolution: unresolved; no resolver link, observed 2026-08-01T10:06:48.034588Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 334e0b21-23cc-4d92-a6f9-0c5ebd2ea163 · outbound

This paper cites MobileVLM V2: Faster and Stronger Baseline for Vision Language Model.

Look Less, Think Faster: Joint Token-Compute Adaptation for Multimodal LLMs MobileVLM V2: Faster and Stronger Baseline for Vision Language Model

Reference 6

Resolution: unresolved; no resolver link, observed 2026-08-01T10:06:48.180556Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 9223c2c4-6d8c-4cfe-9066-2e3ef76518b3 · outbound

This paper cites In: NeurIPS (2023).

Look Less, Think Faster: Joint Token-Compute Adaptation for Multimodal LLMs In: NeurIPS (2023)

Reference 7

Resolution: unresolved; no resolver link, observed 2026-08-01T10:06:48.291791Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 016dff88-aaa2-4268-b22d-8e6d6579dad1 · outbound

This paper cites In: CVPR (2025).

Look Less, Think Faster: Joint Token-Compute Adaptation for Multimodal LLMs In: CVPR (2025)

Reference 8

Resolution: unresolved; no resolver link, observed 2026-08-01T10:06:48.366741Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 8997f2ef-bb83-4edd-b3f9-d3993d6bea7c · outbound

This paper cites In: NeurIPS (2023).

Look Less, Think Faster: Joint Token-Compute Adaptation for Multimodal LLMs In: NeurIPS (2023)

Reference 9

Resolution: unresolved; no resolver link, observed 2026-08-01T10:06:48.476063Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation aea52b81-3a11-48c0-8400-30d9e35ec467 · outbound

This paper cites In: CVPR (2017).

Look Less, Think Faster: Joint Token-Compute Adaptation for Multimodal LLMs In: CVPR (2017)

Reference 10

Resolution: unresolved; no resolver link, observed 2026-08-01T10:06:48.551399Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation df22da5c-d882-49b1-bdcc-75c308ddb533 · outbound

This paper cites In: CVPR (2018).

Look Less, Think Faster: Joint Token-Compute Adaptation for Multimodal LLMs In: CVPR (2018)

Reference 11

Resolution: unresolved; no resolver link, observed 2026-08-01T10:06:48.631294Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 13efcf81-167a-4fae-a72d-bb8193229740 · outbound

This paper cites In: ECCV (2024).

Look Less, Think Faster: Joint Token-Compute Adaptation for Multimodal LLMs In: ECCV (2024)

Reference 12

Resolution: unresolved; no resolver link, observed 2026-08-01T10:06:48.734030Z

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Unavailable: canonical work link unavailable.

Observation 85eec7d9-7cec-4a68-ac12-739e8ffb33c5 · outbound

This paper cites In: CVPR (2026).

Look Less, Think Faster: Joint Token-Compute Adaptation for Multimodal LLMs In: CVPR (2026)

Reference 13

Resolution: unresolved; no resolver link, observed 2026-08-01T10:06:48.839382Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 22fc621c-2ac2-4608-8e42-fac6a5f01258 · outbound

This paper cites In: CVPR (2019).

Look Less, Think Faster: Joint Token-Compute Adaptation for Multimodal LLMs In: CVPR (2019)

Reference 14

Resolution: unresolved; no resolver link, observed 2026-08-01T10:06:48.920372Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation b623428c-130c-4cd2-b114-dac969958901 · outbound

This paper cites In: ICLR (2017).

Look Less, Think Faster: Joint Token-Compute Adaptation for Multimodal LLMs In: ICLR (2017)

Reference 15

Resolution: unresolved; no resolver link, observed 2026-08-01T10:06:48.980886Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 52823952-3249-4e2e-b278-2f01f3f2dbc6 · outbound

This paper cites Microsoft Research Blog (2023).

Look Less, Think Faster: Joint Token-Compute Adaptation for Multimodal LLMs Microsoft Research Blog (2023)

Reference 16

Resolution: unresolved; no resolver link, observed 2026-08-01T10:06:49.066046Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation f1012cf7-e804-4687-bdf5-62f8e87382c7 · outbound

This paper cites In: ICML (2021) Look Less, Think Faster 17.

Look Less, Think Faster: Joint Token-Compute Adaptation for Multimodal LLMs In: ICML (2021) Look Less, Think Faster 17

Reference 17

Resolution: unresolved; no resolver link, observed 2026-08-01T10:06:49.128286Z

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Unavailable: canonical work link unavailable.

Observation 148dc692-8f7f-4b1a-8958-45d3937d5359 · outbound

This paper cites In: ICML (2023).

Look Less, Think Faster: Joint Token-Compute Adaptation for Multimodal LLMs In: ICML (2023)

Reference 18

Resolution: unresolved; no resolver link, observed 2026-08-01T10:06:49.209658Z

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Unavailable: canonical work link unavailable.

Observation 7d0095c1-0cde-4563-955e-27e9c7d0d6d3 · outbound

This paper cites In: EMNLP (2023).

Look Less, Think Faster: Joint Token-Compute Adaptation for Multimodal LLMs In: EMNLP (2023)

Reference 19

Resolution: unresolved; no resolver link, observed 2026-08-01T10:06:49.276745Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 79abb13b-b7b1-4d57-be90-8e7df14f16d6 · outbound

This paper cites IEEE Transactions on Multimedia (2026).

Look Less, Think Faster: Joint Token-Compute Adaptation for Multimodal LLMs IEEE Transactions on Multimedia (2026)

Reference 20

Resolution: unresolved; no resolver link, observed 2026-08-01T10:06:49.318972Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 27dc5474-9768-4a0b-8c53-732e24a40947 · outbound

This paper cites In: AAAI (2025).

Look Less, Think Faster: Joint Token-Compute Adaptation for Multimodal LLMs In: AAAI (2025)

Reference 21

Resolution: unresolved; no resolver link, observed 2026-08-01T10:06:49.403530Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation c57325c4-7594-43d8-8015-6e7e52baa93c · outbound

This paper cites In: CVPR (2024).

Look Less, Think Faster: Joint Token-Compute Adaptation for Multimodal LLMs In: CVPR (2024)

Reference 22

Resolution: unresolved; no resolver link, observed 2026-08-01T10:06:49.490332Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation d6c40ff0-0caa-4ce8-8530-6a811384c93a · outbound

This paper cites In: NeurIPS (2023), LLaVA: Large Language and Vision Assistant.

Look Less, Think Faster: Joint Token-Compute Adaptation for Multimodal LLMs In: NeurIPS (2023), LLaVA: Large Language and Vision Assistant

Reference 23

Resolution: unresolved; no resolver link, observed 2026-08-01T10:06:49.578287Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 6afa8346-0d50-45fd-ad13-685988fe12b1 · outbound

This paper cites an unresolved cited work.

Look Less, Think Faster: Joint Token-Compute Adaptation for Multimodal LLMs Unresolved cited work

Reference 24

Resolution: unresolved; no resolver link, observed 2026-08-01T10:06:49.681989Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 3300dcfa-9d10-44ee-bbc8-b2f3560c44c7 · outbound

This paper cites In: NeurIPS (2022).

Look Less, Think Faster: Joint Token-Compute Adaptation for Multimodal LLMs In: NeurIPS (2022)

Reference 25

Resolution: unresolved; no resolver link, observed 2026-08-01T10:06:49.769865Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 097ae6ce-c630-4d23-a6c3-7a9b48b48150 · outbound

This paper cites In: ICLR (2017).

Look Less, Think Faster: Joint Token-Compute Adaptation for Multimodal LLMs In: ICLR (2017)

Reference 26

Resolution: unresolved; no resolver link, observed 2026-08-01T10:06:49.854243Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation b26e5df7-2a23-4782-83b7-e4471b524e57 · outbound

This paper cites In: ICML (2021).

Look Less, Think Faster: Joint Token-Compute Adaptation for Multimodal LLMs In: ICML (2021)

Reference 27

Resolution: unresolved; no resolver link, observed 2026-08-01T10:06:49.944287Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 22d6983c-236d-4221-92b9-96764a459039 · outbound

This paper cites In: ICCV (2025).

Look Less, Think Faster: Joint Token-Compute Adaptation for Multimodal LLMs In: ICCV (2025)

Reference 28

Resolution: unresolved; no resolver link, observed 2026-08-01T10:06:50.006867Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation cee5e865-2f3c-4cc4-97bf-e6640cd7a8d0 · outbound

This paper cites In: ICLR (2025).

Look Less, Think Faster: Joint Token-Compute Adaptation for Multimodal LLMs In: ICLR (2025)

Reference 29

Resolution: unresolved; no resolver link, observed 2026-08-01T10:06:50.089906Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation d1024800-22cc-4f9b-84a8-b47df65d7b40 · outbound

This paper cites In: CVPR (2019).

Look Less, Think Faster: Joint Token-Compute Adaptation for Multimodal LLMs In: CVPR (2019)

Reference 30

Resolution: unresolved; no resolver link, observed 2026-08-01T10:06:50.175476Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation bc5749c5-eabf-47a9-a80d-a84f65af7c44 · outbound

This paper cites Neurocomputing (2024).

Look Less, Think Faster: Joint Token-Compute Adaptation for Multimodal LLMs Neurocomputing (2024)

Reference 31

Resolution: unresolved; no resolver link, observed 2026-08-01T10:06:50.289671Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 29dc3b28-efb4-4a74-bf3f-dc0e2e1ecf51 · outbound

This paper cites In: Conference on Robot Learning (2025).

Look Less, Think Faster: Joint Token-Compute Adaptation for Multimodal LLMs In: Conference on Robot Learning (2025)

Reference 32

Resolution: unresolved; no resolver link, observed 2026-08-01T10:06:50.349239Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 5c17521d-4d1d-4f2f-b8b6-2b5e48f647ee · outbound

This paper cites In: CVPR (2025).

Look Less, Think Faster: Joint Token-Compute Adaptation for Multimodal LLMs In: CVPR (2025)

Reference 33

Resolution: unresolved; no resolver link, observed 2026-08-01T10:06:50.433733Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 05517c18-78e2-436f-b368-8b9867b3b19b · outbound

This paper cites In: NeurIPS (2017).

Look Less, Think Faster: Joint Token-Compute Adaptation for Multimodal LLMs In: NeurIPS (2017)

Reference 34

Resolution: unresolved; no resolver link, observed 2026-08-01T10:06:50.521899Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation bf292cf7-fb72-489f-8dd5-8e796aa1e062 · outbound

This paper cites In: NeurIPS (2024).

Look Less, Think Faster: Joint Token-Compute Adaptation for Multimodal LLMs In: NeurIPS (2024)

Reference 35

Resolution: unresolved; no resolver link, observed 2026-08-01T10:06:50.580421Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 8040fd3b-3a21-4e9d-96b3-bff1aba930ef · outbound

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

Look Less, Think Faster: Joint Token-Compute Adaptation for Multimodal LLMs Qwen2-VL: Enhancing Vision-Language Model's Perception of the World at Any Resolution

Reference 36

Resolution: unresolved; no resolver link, observed 2026-08-01T10:06:50.666668Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 06d62075-6dbd-409c-afcd-557adf7217f5 · outbound

This paper cites In: ICCV (2025).

Look Less, Think Faster: Joint Token-Compute Adaptation for Multimodal LLMs In: ICCV (2025)

Reference 37

Resolution: unresolved; no resolver link, observed 2026-08-01T10:06:50.752285Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 626bdd31-d71c-440a-8817-6af15d1a960d · outbound

This paper cites TinyGPT-V: Efficient Multimodal Large Language Model via Small Backbones.

Look Less, Think Faster: Joint Token-Compute Adaptation for Multimodal LLMs TinyGPT-V: Efficient Multimodal Large Language Model via Small Backbones

Reference 38

Resolution: unresolved; no resolver link, observed 2026-08-01T10:06:50.835461Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation f8eb9860-1252-4e1a-b799-46619068aeb9 · outbound

This paper cites In: EMNLP Demo Track (2023).

Look Less, Think Faster: Joint Token-Compute Adaptation for Multimodal LLMs In: EMNLP Demo Track (2023)

Reference 39

Resolution: unresolved; no resolver link, observed 2026-08-01T10:06:50.918635Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation a8a15a51-b4f5-484b-8aab-e940b64a6b31 · outbound

This paper cites IEEE TPAMI (2024).

Look Less, Think Faster: Joint Token-Compute Adaptation for Multimodal LLMs IEEE TPAMI (2024)

Reference 40

Resolution: unresolved; no resolver link, observed 2026-08-01T10:06:51.029226Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation a1f6ed91-537c-43df-931c-c6e0efb3b08b · outbound

This paper cites In: Findings of the Association for Computational Linguistics: NAACL 2025 (2025).

Look Less, Think Faster: Joint Token-Compute Adaptation for Multimodal LLMs In: Findings of the Association for Computational Linguistics: NAACL 2025 (2025)

Reference 41

Resolution: unresolved; no resolver link, observed 2026-08-01T10:06:51.108630Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 905fc19b-36af-415e-a878-3d3c9652242e · outbound

This paper cites In: ICCV (2025).

Look Less, Think Faster: Joint Token-Compute Adaptation for Multimodal LLMs In: ICCV (2025)

Reference 42

Resolution: unresolved; no resolver link, observed 2026-08-01T10:06:51.222132Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 7ae5d872-688d-478a-9ef0-8bdd2bfe1341 · outbound

This paper cites TinyLLaVA: A Framework of Small-scale Large Multimodal Models.

Look Less, Think Faster: Joint Token-Compute Adaptation for Multimodal LLMs TinyLLaVA: A Framework of Small-scale Large Multimodal Models

Reference 43

Resolution: unresolved; no resolver link, observed 2026-08-01T10:06:51.311375Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 730f6342-799a-4dd9-8df2-6063f89f35e7 · outbound

This paper cites In: ICLR (2024).

Look Less, Think Faster: Joint Token-Compute Adaptation for Multimodal LLMs In: ICLR (2024)

Reference 44

Resolution: unresolved; no resolver link, observed 2026-08-01T10:06:51.468682Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation cfbc7a66-aa9b-4b9f-a521-5a8c406eaf7a · outbound

This paper cites In: EMCLR (2024).

Look Less, Think Faster: Joint Token-Compute Adaptation for Multimodal LLMs In: EMCLR (2024)

Reference 45

Resolution: unresolved; no resolver link, observed 2026-08-01T10:06:51.651724Z

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Unavailable: canonical work link unavailable.

Pith citing papers

No inbound Pith citation observations are available.