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Paper Citation Record · LEDGER

Balancing Efficiency and Efficacy: Training-Free Attention-Guided Switching Between Explicit and Latent Thoughts for MLLMs

As of 9 August 2026, this Paper Citation Record lists 64 of 64 outbound references and 0 inbound Pith citation observations for arXiv:2608.03450.

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

pith.paper-citation-record.v1
2608.03450 v1

Coverage vector

measured 64 of 64 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-05T19:03:12.306276Z

measured 64 of 64 standing notices

One-hop event checks from named stored sources.

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

measured 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

64 of 64 outbound references displayed

  • verified exact3
  • verified fuzzy2
  • unresolved59
  • parse uncertain0
  • malformed identifier0
  • metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation 1a72d4d3-944e-48f7-bc49-402156781f21 · outbound

This paper cites Qwen3-VL Technical Report.

Balancing Efficiency and Efficacy: Training-Free Attention-Guided Switching Between Explicit and Latent Thoughts for MLLMs Qwen3-VL Technical Report

Reference 1

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Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-05T19:03:07.029134Z digest=sha256:7749f470cfdabbc87d4af5922511f98d1f88cb72e340305aa9a9cff5bed3b79f

Observation 701a8f4f-69ed-42a1-9375-ccd59810fc97 · outbound

This paper cites SFT or RL? An Early Investigation into Training R1-Like Reasoning Large Vision-Language Models.

Balancing Efficiency and Efficacy: Training-Free Attention-Guided Switching Between Explicit and Latent Thoughts for MLLMs SFT or RL? An Early Investigation into Training R1-Like Reasoning Large Vision-Language Models

Reference 2

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source=pdf_text observed=2026-08-05T19:03:07.091870Z digest=sha256:86ccbe048c311afe2cced6397b97dea6952dcecdfd04c7f6b3f814fbace7c51f

Observation f62c7ac0-8f36-4573-b52c-e962f3fdf90d · outbound

This paper cites an unresolved cited work.

Balancing Efficiency and Efficacy: Training-Free Attention-Guided Switching Between Explicit and Latent Thoughts for MLLMs Unresolved cited work

Reference 3

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unresolved
raw_fallback, observed 2026-08-05T19:03:35.217574Z

Source-reported events for the cited work

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

source=pdf_text observed=2026-08-05T19:03:07.168814Z digest=sha256:e4ffbaf86b736ae2b21610bc4d223faae08f23286482a4dc38d40854898bbc89

Observation f83b8548-8b5e-4b1f-9f91-f7ffcf9caa53 · outbound

This paper cites an unresolved cited work.

Balancing Efficiency and Efficacy: Training-Free Attention-Guided Switching Between Explicit and Latent Thoughts for MLLMs Unresolved cited work

Reference 4

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Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-05T19:03:07.376956Z digest=sha256:b5027572deaa1ecc28afaaeba2f67fcf46023b76358bbb562fc8e863065fa42c

Observation 39f50573-b9af-4f82-9db7-aeab6637229d · outbound

This paper cites an unresolved cited work.

Balancing Efficiency and Efficacy: Training-Free Attention-Guided Switching Between Explicit and Latent Thoughts for MLLMs Unresolved cited work

Reference 5

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Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-05T19:03:07.475284Z digest=sha256:ce40e17f0adda5a278b4f46b4bddf3d4566452a4e2a7a639e5f095b980c99288

Observation b8fc2a9c-162e-4cd9-b10b-c381678ad1b8 · outbound

This paper cites an unresolved cited work.

Balancing Efficiency and Efficacy: Training-Free Attention-Guided Switching Between Explicit and Latent Thoughts for MLLMs Unresolved cited work

Reference 6

Resolution
unresolved
raw_fallback, observed 2026-08-05T19:03:34.292465Z

Source-reported events for the cited work

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

source=pdf_text observed=2026-08-05T19:03:07.668399Z digest=sha256:f95558d2db3590c680d7102ab0a388e8dda6e5ab7a954416c703b30b6e1b1a5b

Observation 0e2d0cb6-76cc-43d4-b42c-28b363b92902 · outbound

This paper cites an unresolved cited work.

Balancing Efficiency and Efficacy: Training-Free Attention-Guided Switching Between Explicit and Latent Thoughts for MLLMs Unresolved cited work

Reference 7

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unresolved
raw_fallback, observed 2026-08-05T19:03:34.062935Z

Source-reported events for the cited work

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

source=pdf_text observed=2026-08-05T19:03:07.833738Z digest=sha256:b002856e93ebd659bceabb3999dea2614e89d5570b29fb46370e0eca8d663c44

Observation aa3788c4-5d70-462b-8653-d57f2ead2ac4 · outbound

This paper cites an unresolved cited work.

Balancing Efficiency and Efficacy: Training-Free Attention-Guided Switching Between Explicit and Latent Thoughts for MLLMs Unresolved cited work

Reference 8

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raw_fallback, observed 2026-08-05T19:03:33.761887Z

Source-reported events for the cited work

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

source=pdf_text observed=2026-08-05T19:03:07.916973Z digest=sha256:8dd7afe16bc1d44eaa837731924143edc96f6c5640d26b6f709d5d66ede34f0e

Observation d8e8d9e0-7e7e-4fbf-a822-6da005ed5b6a · outbound

This paper cites an unresolved cited work.

Balancing Efficiency and Efficacy: Training-Free Attention-Guided Switching Between Explicit and Latent Thoughts for MLLMs Unresolved cited work

Reference 9

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no resolver link, observed 2026-08-05T19:03:07.774758Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-05T19:03:07.774758Z digest=sha256:03be5a3f302b321e5e1338e40a433a0cde75d104420f8d4d9efd1c44d988c776

Observation cd72ca64-63b1-4157-92b0-e3e4d202d9ca · outbound

This paper cites DeepSeek-R1: Incentivizing Reasoning Capability in LLMs via Reinforcement Learning.

Balancing Efficiency and Efficacy: Training-Free Attention-Guided Switching Between Explicit and Latent Thoughts for MLLMs DeepSeek-R1: Incentivizing Reasoning Capability in LLMs via Reinforcement Learning

Reference 10

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source=pdf_text observed=2026-08-05T19:03:08.073849Z digest=sha256:a3bf5bff3e517ec578846731f024b0f5b69551077c77cd15027a70b705efe222

Observation 23ba1bb3-9027-446d-a455-82c9a99aa170 · outbound

This paper cites Training Large Language Models to Reason in a Continuous Latent Space.

Balancing Efficiency and Efficacy: Training-Free Attention-Guided Switching Between Explicit and Latent Thoughts for MLLMs Training Large Language Models to Reason in a Continuous Latent Space

Reference 11

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source=pdf_text observed=2026-08-05T19:03:08.170000Z digest=sha256:1a758b2b63f723556178ff2b48626fa175e0402bf99b5f48e173fae8b334c18b

Observation c2f2b6f9-ac4b-4bc9-b1b0-7769c050db4a · outbound

This paper cites an unresolved cited work.

Balancing Efficiency and Efficacy: Training-Free Attention-Guided Switching Between Explicit and Latent Thoughts for MLLMs Unresolved cited work

Reference 12

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no resolver link, observed 2026-08-05T19:03:07.978744Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-05T19:03:07.978744Z digest=sha256:729d173097692a538740c620300069f2f5993d1a1775a6d78e8a5eedb4bda360

Observation 72204e0e-de87-4774-a2b3-b73b278e84ed · outbound

This paper cites an unresolved cited work.

Balancing Efficiency and Efficacy: Training-Free Attention-Guided Switching Between Explicit and Latent Thoughts for MLLMs Unresolved cited work

Reference 13

Resolution
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no resolver link, observed 2026-08-05T19:03:08.357004Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-05T19:03:08.357004Z digest=sha256:812fe829e554b9c93fa1242b8ea6e1ad890f7fd0276812cca112702bdc43dcaf

Observation 3883d6d4-2da7-4798-ba4a-dc0ad262665e · outbound

This paper cites Vision-R1: Incentivizing Reasoning Capability in Multimodal Large Language Models.

Balancing Efficiency and Efficacy: Training-Free Attention-Guided Switching Between Explicit and Latent Thoughts for MLLMs Vision-R1: Incentivizing Reasoning Capability in Multimodal Large Language Models

Reference 14

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Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-05T19:03:08.421938Z digest=sha256:93e2f6bd9e47868a99970ae9f69695b0d593d83f6fc87a54ff923f79d6870608

Observation 0528f951-f74b-4ed0-ba8b-71456a3dba2d · outbound

This paper cites an unresolved cited work.

Balancing Efficiency and Efficacy: Training-Free Attention-Guided Switching Between Explicit and Latent Thoughts for MLLMs Unresolved cited work

Reference 15

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no resolver link, observed 2026-08-05T19:03:08.271847Z

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Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-05T19:03:08.271847Z digest=sha256:53ae242f8eec0f98458c7cbea420c3b6ee8eb76f5b5d95fc7300e390a1053ca1

Observation 7fc0f05c-885c-4999-a66e-5eedd5ebcd99 · outbound

This paper cites Mini-o3: Scaling Up Reasoning Patterns and Interaction Turns for Visual Search.

Balancing Efficiency and Efficacy: Training-Free Attention-Guided Switching Between Explicit and Latent Thoughts for MLLMs Mini-o3: Scaling Up Reasoning Patterns and Interaction Turns for Visual Search

Reference 16

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no resolver link, observed 2026-08-05T19:03:08.633259Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-05T19:03:08.633259Z digest=sha256:aeab6b44bac8fd114a84b5c7ef746b0f0859491127b7463a4cfc12c1dd8d5808

Observation 5afb155a-12aa-434b-8e1f-244a40fa7b00 · outbound

This paper cites Latent Visual Reasoning.

Balancing Efficiency and Efficacy: Training-Free Attention-Guided Switching Between Explicit and Latent Thoughts for MLLMs Latent Visual Reasoning

Reference 17

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no resolver link, observed 2026-08-05T19:03:08.740951Z

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Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-05T19:03:08.740951Z digest=sha256:2da1dc883b4ad0b0eb6163a99f2fce39b82a06b70e434bc9b5834a9ac1bb9bf7

Observation 84bf9c6f-ff12-4e6f-885d-9f824e462240 · outbound

This paper cites Mitigating Visual Context Degradation in Large Multimodal Models: A Training-Free Decoupled Agentic Framework.

Balancing Efficiency and Efficacy: Training-Free Attention-Guided Switching Between Explicit and Latent Thoughts for MLLMs Mitigating Visual Context Degradation in Large Multimodal Models: A Training-Free Decoupled Agentic Framework

Reference 18

Resolution
verified exact
local_arxiv, observed 2026-08-05T19:03:29.233823Z

Source-reported events for the cited work

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

source=pdf_text observed=2026-08-05T19:03:08.534694Z digest=sha256:1c107b9eccec915f870cc9f326060edf9acc1eebe672d10ef0f6c0940fec4e26

Observation 47b50e31-bb70-48a7-bae3-7a017726a743 · outbound

This paper cites CVSearch: Empowering Multimodal LLMs with Cognitive Visual Search for High-Resolution Image Perception.

Balancing Efficiency and Efficacy: Training-Free Attention-Guided Switching Between Explicit and Latent Thoughts for MLLMs CVSearch: Empowering Multimodal LLMs with Cognitive Visual Search for High-Resolution Image Perception

Reference 19

Resolution
verified exact
local_arxiv, observed 2026-08-05T19:03:28.915289Z

Source-reported events for the cited work

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

source=pdf_text observed=2026-08-05T19:03:08.931367Z digest=sha256:d82f5ef276897d99a3dc43c4f32f44f42c1f27e25bad1a52e851ac5f5bbab226

Observation 52e903ab-e46c-46aa-b822-ca4d3431a897 · outbound

This paper cites an unresolved cited work.

Balancing Efficiency and Efficacy: Training-Free Attention-Guided Switching Between Explicit and Latent Thoughts for MLLMs Unresolved cited work

Reference 20

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Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-05T19:03:09.035572Z digest=sha256:7da0d43c87390c483b92bd43826477d09a8bd0e5becf07383ab284d790dbf923

Observation b7448ffa-2a83-4b5c-b6bc-956d6570d5b4 · outbound

This paper cites LLaVA-OneVision: Easy Visual Task Transfer.

Balancing Efficiency and Efficacy: Training-Free Attention-Guided Switching Between Explicit and Latent Thoughts for MLLMs LLaVA-OneVision: Easy Visual Task Transfer

Reference 21

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Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-05T19:03:08.846064Z digest=sha256:27399853eabe3044ca2aa0fef5c96ebe56472bb6181abc3aa0bf5ec54a756b22

Observation 16e01931-8802-4344-9ad7-9668a160b5dc · outbound

This paper cites an unresolved cited work.

Balancing Efficiency and Efficacy: Training-Free Attention-Guided Switching Between Explicit and Latent Thoughts for MLLMs Unresolved cited work

Reference 22

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source=pdf_text observed=2026-08-05T19:03:09.184436Z digest=sha256:df52828e000ada1ed71b558933aec28483058a5621c9e43fe09f13b24fc3c3f5

Observation ceff40d1-33bc-443a-b709-c10175ab8507 · outbound

This paper cites MathVista: Evaluating Mathematical Reasoning of Foundation Models in Visual Contexts.

Balancing Efficiency and Efficacy: Training-Free Attention-Guided Switching Between Explicit and Latent Thoughts for MLLMs MathVista: Evaluating Mathematical Reasoning of Foundation Models in Visual Contexts

Reference 23

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no resolver link, observed 2026-08-05T19:03:09.299831Z

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Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-05T19:03:09.299831Z digest=sha256:6d56fb1e828eb71a01b7f99e540745b423fe60b15d5c6fb0de743caefa678d4f

Observation 24fb8ed9-dde0-49ac-8655-a12a27eddddb · outbound

This paper cites an unresolved cited work.

Balancing Efficiency and Efficacy: Training-Free Attention-Guided Switching Between Explicit and Latent Thoughts for MLLMs Unresolved cited work

Reference 24

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no resolver link, observed 2026-08-05T19:03:09.102427Z

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Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-05T19:03:09.102427Z digest=sha256:3a0edb8ea3189868347032dce37d499c788dc69fbdc011657fd93a504bd6e3e1

Observation fec29bff-1215-4c75-b7bd-9365012b07ba · outbound

This paper cites SegCompass: Exploring Interpretable Alignment with Sparse Autoencoders for Enhanced Reasoning Segmentation.

Balancing Efficiency and Efficacy: Training-Free Attention-Guided Switching Between Explicit and Latent Thoughts for MLLMs SegCompass: Exploring Interpretable Alignment with Sparse Autoencoders for Enhanced Reasoning Segmentation

Reference 25

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no resolver link, observed 2026-08-05T19:03:09.499857Z

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Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-05T19:03:09.499857Z digest=sha256:dfe05f0b455e8f1e54d5cd7472f9e25d4847e0a4780981fbb02a0a154f0d3249

Observation 7e3bbc7e-cf6e-4c65-a81c-01b8f754d38b · outbound

This paper cites an unresolved cited work.

Balancing Efficiency and Efficacy: Training-Free Attention-Guided Switching Between Explicit and Latent Thoughts for MLLMs Unresolved cited work

Reference 26

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unresolved
raw_fallback, observed 2026-08-05T19:03:33.438482Z

Source-reported events for the cited work

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

source=pdf_text observed=2026-08-05T19:03:09.564068Z digest=sha256:80c9e6bf35e60ec5f4d79f9859b2e1885dfa8f80891cbbaf3884e7d105468954

Observation 289652ec-5678-48e5-abaa-fe0fa107b87d · outbound

This paper cites an unresolved cited work.

Balancing Efficiency and Efficacy: Training-Free Attention-Guided Switching Between Explicit and Latent Thoughts for MLLMs Unresolved cited work

Reference 27

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no resolver link, observed 2026-08-05T19:03:09.430356Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-05T19:03:09.430356Z digest=sha256:c67ea61a9c5bd757baa3e1bb3558948dfce069817de5320d1f8aa1cc095140b6

Observation 21eba6ae-5211-426e-9380-94f05f6c0258 · outbound

This paper cites MM-Eureka: Exploring the Frontiers of Multimodal Reasoning with Rule-based Reinforcement Learning.

Balancing Efficiency and Efficacy: Training-Free Attention-Guided Switching Between Explicit and Latent Thoughts for MLLMs MM-Eureka: Exploring the Frontiers of Multimodal Reasoning with Rule-based Reinforcement Learning

Reference 28

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no resolver link, observed 2026-08-05T19:03:09.738937Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-05T19:03:09.738937Z digest=sha256:b01db56861fbd2f7c6fa7b89d08d1a462be9c637ae69c66beeea76a20572fd63

Observation 5fa47cce-0570-4712-a983-ac629c2b511b · outbound

This paper cites an unresolved cited work.

Balancing Efficiency and Efficacy: Training-Free Attention-Guided Switching Between Explicit and Latent Thoughts for MLLMs Unresolved cited work

Reference 29

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unresolved
no resolver link, observed 2026-08-05T19:03:09.783553Z

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Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-05T19:03:09.783553Z digest=sha256:00e1c112ed5a06fd4b4eb1622a0a7eaa794a43ffaafb3251914101c6e9b5e742

Observation 9629cc73-b2b2-4062-9dd8-c037b4f845b5 · outbound

This paper cites an unresolved cited work.

Balancing Efficiency and Efficacy: Training-Free Attention-Guided Switching Between Explicit and Latent Thoughts for MLLMs Unresolved cited work

Reference 30

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unresolved
raw_fallback, observed 2026-08-05T19:03:33.159631Z

Source-reported events for the cited work

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

source=pdf_text observed=2026-08-05T19:03:09.655902Z digest=sha256:f4fb01cdafed87393db53bb2402fcd5b0f2074db423512a79b8ed4f075060505

Observation a73d7a19-9bd1-462b-9dbb-0a2f71219e51 · outbound

This paper cites an unresolved cited work.

Balancing Efficiency and Efficacy: Training-Free Attention-Guided Switching Between Explicit and Latent Thoughts for MLLMs Unresolved cited work

Reference 31

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unresolved
raw_fallback, observed 2026-08-05T19:03:32.267825Z

Source-reported events for the cited work

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

source=pdf_text observed=2026-08-05T19:03:10.063959Z digest=sha256:ed0088d52519dfc12a5c278a251a35c2d06bf29295b5f6a0288172140c8dd0a5

Observation 943edaec-5e89-464c-a61f-08a7f594c7c1 · outbound

This paper cites Accelerating Vision Foundation Models with Drop-in Depthwise Convolution.

Balancing Efficiency and Efficacy: Training-Free Attention-Guided Switching Between Explicit and Latent Thoughts for MLLMs Accelerating Vision Foundation Models with Drop-in Depthwise Convolution

Reference 32

Resolution
verified exact
local_arxiv, observed 2026-08-05T19:03:28.299407Z

Source-reported events for the cited work

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

source=pdf_text observed=2026-08-05T19:03:10.156073Z digest=sha256:e8ef7cdb3e90b1b32be21eb7c22d3ea0314668eef4b99bd9e5df278a6cdcc61c

Observation 775aeae6-5f8f-4a3a-b18a-81017c8a2dee · outbound

This paper cites an unresolved cited work.

Balancing Efficiency and Efficacy: Training-Free Attention-Guided Switching Between Explicit and Latent Thoughts for MLLMs Unresolved cited work

Reference 33

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unresolved
raw_fallback, observed 2026-08-05T19:03:32.863471Z

Source-reported events for the cited work

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

source=pdf_text observed=2026-08-05T19:03:09.881725Z digest=sha256:c18b542367715502915317c0458e18362d740d3470114816072a0d003fa085d9

Observation effc1cf1-3fc9-4c76-a4b8-11321d41fccb · outbound

This paper cites InProceedings of the 63rd Annual Meeting of the Association for Computational Linguistics (Volume 1: Long Papers).

Balancing Efficiency and Efficacy: Training-Free Attention-Guided Switching Between Explicit and Latent Thoughts for MLLMs InProceedings of the 63rd Annual Meeting of the Association for Computational Linguistics (Volume 1: Long Papers)

Reference 34

Resolution
verified fuzzy
raw_fallback, observed 2026-08-05T19:03:32.497795Z

Source-reported events for the cited work

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

source=pdf_text observed=2026-08-05T19:03:09.964560Z digest=sha256:5f6c8754fffdcb18850a350032172c181b408d5cc45a5aeebdbe7c71cbda860c

Observation 020eb87f-3086-4b0c-a34e-e12f677bea3b · outbound

This paper cites Thinking with Images for Multimodal Reasoning: Foundations, Methods, and Future Frontiers.

Balancing Efficiency and Efficacy: Training-Free Attention-Guided Switching Between Explicit and Latent Thoughts for MLLMs Thinking with Images for Multimodal Reasoning: Foundations, Methods, and Future Frontiers

Reference 35

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no resolver link, observed 2026-08-05T19:03:10.446597Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-05T19:03:10.446597Z digest=sha256:7e5c97e76a8d36a4de5596e6da1c440a682ebbacdea73560eb0085f1df37fed2

Observation 6f83fdeb-a2fc-44ac-aedd-344d26de7d02 · outbound

This paper cites an unresolved cited work.

Balancing Efficiency and Efficacy: Training-Free Attention-Guided Switching Between Explicit and Latent Thoughts for MLLMs Unresolved cited work

Reference 36

Resolution
unresolved
raw_fallback, observed 2026-08-05T19:03:31.949359Z

Source-reported events for the cited work

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

source=pdf_text observed=2026-08-05T19:03:10.532050Z digest=sha256:54db40b1a19be083852a1eb7ddb548f3cfbfa66d91ad0605a854561c445057f0

Observation 1cb42b64-e5ec-4d6d-9279-302dd2afb00e · outbound

This paper cites an unresolved cited work.

Balancing Efficiency and Efficacy: Training-Free Attention-Guided Switching Between Explicit and Latent Thoughts for MLLMs Unresolved cited work

Reference 37

Resolution
unresolved
no resolver link, observed 2026-08-05T19:03:10.249093Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-05T19:03:10.249093Z digest=sha256:fa5ce66c852202e2297e1484c4ac2327c98dd2f80e37a124ea47601f5a54a61e

Observation 13478f1d-3c7e-4fd2-b29d-162cf0b3f97b · outbound

This paper cites an unresolved cited work.

Balancing Efficiency and Efficacy: Training-Free Attention-Guided Switching Between Explicit and Latent Thoughts for MLLMs Unresolved cited work

Reference 38

Resolution
unresolved
no resolver link, observed 2026-08-05T19:03:10.336152Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-05T19:03:10.336152Z digest=sha256:2df597b5a397114b822a4b8fe609a01d3fe83540dd07bba9ce9d6c5b80325a38

Observation 52c7e66e-f278-4cfa-a4f1-00bc86bc6fb5 · outbound

This paper cites an unresolved cited work.

Balancing Efficiency and Efficacy: Training-Free Attention-Guided Switching Between Explicit and Latent Thoughts for MLLMs Unresolved cited work

Reference 39

Resolution
unresolved
no resolver link, observed 2026-08-05T19:03:10.846985Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-05T19:03:10.846985Z digest=sha256:d47a84403ee175bcebe0dc539f352f1df7a56fa3de8f81604191ea80241d3f9e

Observation 5d34d6c6-c052-469c-a8f3-26c6502b08a6 · outbound

This paper cites InternVL3.5: Advancing Open-Source Multimodal Models in Versatility, Reasoning, and Efficiency.

Balancing Efficiency and Efficacy: Training-Free Attention-Guided Switching Between Explicit and Latent Thoughts for MLLMs InternVL3.5: Advancing Open-Source Multimodal Models in Versatility, Reasoning, and Efficiency

Reference 40

Resolution
unresolved
no resolver link, observed 2026-08-05T19:03:10.917606Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-05T19:03:10.917606Z digest=sha256:ac01a1b3d7630b18f176f96f16d53200286c8f1a74f4ae4b5acce303711db3b9

Observation 07d0960b-fdfd-46c4-94c3-10672b7c3577 · outbound

This paper cites an unresolved cited work.

Balancing Efficiency and Efficacy: Training-Free Attention-Guided Switching Between Explicit and Latent Thoughts for MLLMs Unresolved cited work

Reference 41

Resolution
unresolved
no resolver link, observed 2026-08-05T19:03:10.615872Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-05T19:03:10.615872Z digest=sha256:81ba6cb418e4bbdde57fa9a8b03f7567d34b68b93dacc4bb6041cd4bc919be87

Observation 0b9bda2d-d6e8-4e61-a475-223fc4b58235 · outbound

This paper cites an unresolved cited work.

Balancing Efficiency and Efficacy: Training-Free Attention-Guided Switching Between Explicit and Latent Thoughts for MLLMs Unresolved cited work

Reference 42

Resolution
unresolved
no resolver link, observed 2026-08-05T19:03:10.694996Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-05T19:03:10.694996Z digest=sha256:64f7427e68ff32672544804e14c9e697634a389702f4aec00bff2b58b0d8fd76

Observation f349f736-044f-4580-ab18-7ed7d56349ed · outbound

This paper cites an unresolved cited work.

Balancing Efficiency and Efficacy: Training-Free Attention-Guided Switching Between Explicit and Latent Thoughts for MLLMs Unresolved cited work

Reference 43

Resolution
unresolved
raw_fallback, observed 2026-08-05T19:03:31.699707Z

Source-reported events for the cited work

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

source=pdf_text observed=2026-08-05T19:03:10.779442Z digest=sha256:8c8077f864e7161d4411b31b4018ad773369daed4fea98c71aa3494b255aad78

Observation 23fadc11-0a1a-41f7-9d4d-9088468e9795 · outbound

This paper cites Grounded Chain-of-Thought for Multimodal Large Language Models.

Balancing Efficiency and Efficacy: Training-Free Attention-Guided Switching Between Explicit and Latent Thoughts for MLLMs Grounded Chain-of-Thought for Multimodal Large Language Models

Reference 44

Resolution
unresolved
no resolver link, observed 2026-08-05T19:03:11.202535Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-05T19:03:11.202535Z digest=sha256:dced2aba94665a0d7de57edf798514f2dc906f7ecbf832c5eff4214add574e71

Observation b9346ec0-c088-482a-892a-11066a7b35ba · outbound

This paper cites an unresolved cited work.

Balancing Efficiency and Efficacy: Training-Free Attention-Guided Switching Between Explicit and Latent Thoughts for MLLMs Unresolved cited work

Reference 45

Resolution
unresolved
raw_fallback, observed 2026-08-05T19:03:30.916996Z

Source-reported events for the cited work

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

source=pdf_text observed=2026-08-05T19:03:11.289783Z digest=sha256:8e6cec66d384bb9136c24bca47b7ddbcfad2d18e6840a9c081d44937559426ef

Observation 37038aba-4f79-4867-b86d-7c89d5a45092 · outbound

This paper cites an unresolved cited work.

Balancing Efficiency and Efficacy: Training-Free Attention-Guided Switching Between Explicit and Latent Thoughts for MLLMs Unresolved cited work

Reference 46

Resolution
unresolved
raw_fallback, observed 2026-08-05T19:03:31.403829Z

Source-reported events for the cited work

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

source=pdf_text observed=2026-08-05T19:03:10.971313Z digest=sha256:82f7bc83c72698dfc23268e28403ec7bc32bf2a9cf315f48d292f8a7175c45b6

Observation df5e2e1c-aa26-43a2-ab3f-028fb599b26b · outbound

This paper cites Multimodal Chain-of-Thought Reasoning: A Comprehensive Survey.

Balancing Efficiency and Efficacy: Training-Free Attention-Guided Switching Between Explicit and Latent Thoughts for MLLMs Multimodal Chain-of-Thought Reasoning: A Comprehensive Survey

Reference 47

Resolution
unresolved
no resolver link, observed 2026-08-05T19:03:11.044357Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-05T19:03:11.044357Z digest=sha256:77c2c8bf3b70462273d04d1b49f8fc04e420d14b9d7e00d06004bb7166609525

Observation 22bc84d3-5638-434a-9127-bc52d690a2e0 · outbound

This paper cites an unresolved cited work.

Balancing Efficiency and Efficacy: Training-Free Attention-Guided Switching Between Explicit and Latent Thoughts for MLLMs Unresolved cited work

Reference 48

Resolution
unresolved
raw_fallback, observed 2026-08-05T19:03:31.138069Z

Source-reported events for the cited work

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

source=pdf_text observed=2026-08-05T19:03:11.134463Z digest=sha256:c37f96c22d69301b5e6d3380d0be17e28ff36f5a3cd71c5a7210c929fd991d5e

Observation ff43f60b-cd6c-4b36-b7ae-a38b9dfa7cf3 · outbound

This paper cites an unresolved cited work.

Balancing Efficiency and Efficacy: Training-Free Attention-Guided Switching Between Explicit and Latent Thoughts for MLLMs Unresolved cited work

Reference 49

Resolution
unresolved
raw_fallback, observed 2026-08-05T19:03:30.605021Z

Source-reported events for the cited work

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

source=pdf_text observed=2026-08-05T19:03:11.552095Z digest=sha256:018b276d67b6f9a732111dc83e57440a33449d3a31137198a08b0b143f1b5dd4

Observation d9f77a4a-2a24-479b-8e50-eb7f1c101a61 · outbound

This paper cites Machine Mental Imagery: Empower Multimodal Reasoning with Latent Visual Tokens.

Balancing Efficiency and Efficacy: Training-Free Attention-Guided Switching Between Explicit and Latent Thoughts for MLLMs Machine Mental Imagery: Empower Multimodal Reasoning with Latent Visual Tokens

Reference 50

Resolution
unresolved
no resolver link, observed 2026-08-05T19:03:11.626570Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-05T19:03:11.626570Z digest=sha256:1505d5fca464e261995200043add49215c0d29a4116c543d0de717fb45274f7a

Observation 41db6740-a027-4147-9f6c-8e90659aa176 · outbound

This paper cites SoftCoT++: Test-Time Scaling with Soft Chain-of-Thought Reasoning.

Balancing Efficiency and Efficacy: Training-Free Attention-Guided Switching Between Explicit and Latent Thoughts for MLLMs SoftCoT++: Test-Time Scaling with Soft Chain-of-Thought Reasoning

Reference 51

Resolution
unresolved
no resolver link, observed 2026-08-05T19:03:11.342898Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-05T19:03:11.342898Z digest=sha256:9fc2c4bffb0f85727c8ed299f00a8e8b8155493d559f4337e45ca54f5fbc80e2

Observation ec5a846e-9beb-4c45-80f3-b25585d9a88a · outbound

This paper cites an unresolved cited work.

Balancing Efficiency and Efficacy: Training-Free Attention-Guided Switching Between Explicit and Latent Thoughts for MLLMs Unresolved cited work

Reference 52

Resolution
unresolved
no resolver link, observed 2026-08-05T19:03:11.409576Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-05T19:03:11.409576Z digest=sha256:9ae0523a23ab3c02a678e610a56985c7f645866c7fc3ac9ccbdeaa728e8cbf16

Observation f29f5732-cb1b-472b-aaea-9def142c4c5b · outbound

This paper cites an unresolved cited work.

Balancing Efficiency and Efficacy: Training-Free Attention-Guided Switching Between Explicit and Latent Thoughts for MLLMs Unresolved cited work

Reference 53

Resolution
unresolved
no resolver link, observed 2026-08-05T19:03:11.490273Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-05T19:03:11.490273Z digest=sha256:f27de2c5c4d74919d4c8e12b9f6e92c0eb9115aa76d6f8ca3c927f01207bea3e

Observation db422809-5f7c-4a2f-b2b3-bc8a6acc8d6b · outbound

This paper cites Thyme: Think Beyond Images.

Balancing Efficiency and Efficacy: Training-Free Attention-Guided Switching Between Explicit and Latent Thoughts for MLLMs Thyme: Think Beyond Images

Reference 54

Resolution
unresolved
no resolver link, observed 2026-08-05T19:03:12.045816Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-05T19:03:12.045816Z digest=sha256:c273ad0bd371962965ec63faac0633ad8228dec6024bb6a515d1c66a111f37d1

Observation e992ec2a-2b15-453a-b0fe-3697d728e892 · outbound

This paper cites Soft Thinking: Unlocking the Reasoning Potential of LLMs in Continuous Concept Space.

Balancing Efficiency and Efficacy: Training-Free Attention-Guided Switching Between Explicit and Latent Thoughts for MLLMs Soft Thinking: Unlocking the Reasoning Potential of LLMs in Continuous Concept Space

Reference 55

Resolution
unresolved
no resolver link, observed 2026-08-05T19:03:12.139947Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-05T19:03:12.139947Z digest=sha256:39c6a258260dbeef7772784f9dd9e5ad92b694c416d21083e728aaad54a0dddd

Observation 7b07d7c0-feb2-46af-9823-20cc428c3cb6 · outbound

This paper cites an unresolved cited work.

Balancing Efficiency and Efficacy: Training-Free Attention-Guided Switching Between Explicit and Latent Thoughts for MLLMs Unresolved cited work

Reference 56

Resolution
unresolved
no resolver link, observed 2026-08-05T19:03:11.693242Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-05T19:03:11.693242Z digest=sha256:ee5ad8d09e9f9b40dc1fc5bd6f23643c9dd3ddc1c3e447b35172b11928ff8bd3

Observation 9b6501c4-030a-4ded-855a-cb3eec76c0ce · outbound

This paper cites Demystifying Long Chain-of-Thought Reasoning in LLMs.

Balancing Efficiency and Efficacy: Training-Free Attention-Guided Switching Between Explicit and Latent Thoughts for MLLMs Demystifying Long Chain-of-Thought Reasoning in LLMs

Reference 57

Resolution
unresolved
no resolver link, observed 2026-08-05T19:03:11.785434Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-05T19:03:11.785434Z digest=sha256:ce887dede489ce57c98eb76d4afa58cb02f5f7545bbcd902aa98d34dc0fd6c1f

Observation 4a7fbd97-8d69-48c3-a54e-ae998db96b89 · outbound

This paper cites an unresolved cited work.

Balancing Efficiency and Efficacy: Training-Free Attention-Guided Switching Between Explicit and Latent Thoughts for MLLMs Unresolved cited work

Reference 58

Resolution
unresolved
no resolver link, observed 2026-08-05T19:03:11.880057Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-05T19:03:11.880057Z digest=sha256:745ec6a3be8580783a97889598901f0ba9fc3b2d26929fdc07a5793642af2636

Observation 13847dc7-d78d-4939-b82e-dce00f67d95e · outbound

This paper cites an unresolved cited work.

Balancing Efficiency and Efficacy: Training-Free Attention-Guided Switching Between Explicit and Latent Thoughts for MLLMs Unresolved cited work

Reference 59

Resolution
unresolved
no resolver link, observed 2026-08-05T19:03:11.972665Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-05T19:03:11.972665Z digest=sha256:e3b2bbc38f914997e858ad31866ec21b330973426db499dac18f402578897b7f

Observation 8b4411f3-6b14-4d63-9124-599eae78ad3d · outbound

This paper cites an unresolved cited work.

Balancing Efficiency and Efficacy: Training-Free Attention-Guided Switching Between Explicit and Latent Thoughts for MLLMs Unresolved cited work

Reference 62

Resolution
unresolved
raw_fallback, observed 2026-08-05T19:03:30.319142Z

Source-reported events for the cited work

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

source=pdf_text observed=2026-08-05T19:03:12.181710Z digest=sha256:c2a659d3b0647adac9323f61c2e561cd033c164213b62053de520a0cdd4ef6bd

Observation ede6c25a-e524-465a-bd70-52b7154afdd3 · outbound

This paper cites DeepEyes: Incentivizing "Thinking with Images" via Reinforcement Learning.

Balancing Efficiency and Efficacy: Training-Free Attention-Guided Switching Between Explicit and Latent Thoughts for MLLMs DeepEyes: Incentivizing "Thinking with Images" via Reinforcement Learning

Reference 63

Resolution
unresolved
no resolver link, observed 2026-08-05T19:03:12.238855Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-05T19:03:12.238855Z digest=sha256:8757fcf5f39273e47ae1abb1fe2e95bd0993993210f61da6a7e3a352adaf98a3

Observation b6a080cc-1f09-4144-a0cc-bcf968c6cc9d · outbound

This paper cites an unresolved cited work.

Balancing Efficiency and Efficacy: Training-Free Attention-Guided Switching Between Explicit and Latent Thoughts for MLLMs Unresolved cited work

Reference 64

Resolution
unresolved
raw_fallback, observed 2026-08-05T19:03:30.060439Z

Source-reported events for the cited work

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

source=pdf_text observed=2026-08-05T19:03:12.306276Z digest=sha256:a94b23fe30a6a3ee73c7573ffd43f2827d46d177dbf6918d6a45c6b9b199f5ed

Observation 0179c23b-8f1f-40bb-aa89-049ccc81c1a4 · outbound

This paper cites InProceedings of the 62nd Annual Meeting of the Association for Computational Linguistics (Volume 1: Long Papers).

Balancing Efficiency and Efficacy: Training-Free Attention-Guided Switching Between Explicit and Latent Thoughts for MLLMs InProceedings of the 62nd Annual Meeting of the Association for Computational Linguistics (Volume 1: Long Papers)

Reference 2024

Resolution
verified fuzzy
raw_fallback, observed 2026-08-05T19:03:34.965142Z

Source-reported events for the cited work

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

source=pdf_text observed=2026-08-05T19:03:07.257226Z digest=sha256:6786ecda237eaada27b4d9c523dfe033ee36caf5e7e3c4398fb5f5f80ed3108c

Observation 1f7db790-2b99-4fff-8960-a49a71868ed4 · outbound

This paper cites an unresolved cited work.

Balancing Efficiency and Efficacy: Training-Free Attention-Guided Switching Between Explicit and Latent Thoughts for MLLMs Unresolved cited work

Reference 2025

Resolution
unresolved
raw_fallback, observed 2026-08-05T19:03:34.704220Z

Source-reported events for the cited work

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

source=pdf_text observed=2026-08-05T19:03:07.572798Z digest=sha256:9a4e72aaecbfc9b21081477acc1a548c2eca3c7f820d58048dbae6e68c95ea85

Pith citing papers

No inbound Pith citation observations are available.