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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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no resolver link, observed 2026-08-05T19:03:07.029134Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-05T19:03:07.029134Z digest=sha256:f337cd4235f4adc9c7e9f2f7fee7c7d00553119fbfbfafaa29be8f488fb8431a

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=sha256:572b55aae25bc043d992b6a788a29d6952f844b5af222e89456b651aab90592c

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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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=sha256:321bbd1e0ccbc7fff79ef528ba06078895af66f5bc128bbac0f0859365ae3786

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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no resolver link, observed 2026-08-05T19:03:07.376956Z

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source=pdf_text observed=2026-08-05T19:03:07.376956Z digest=sha256:d0a87de8aa2759103e0db4f41cedfc6ccb89dc5ffc19d9f1a8b3957ea6ac369b

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:b5e00e28b2e933d2f3b119902bc02ec8dd185d711051c994b7653dcedd66c7c6

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=sha256:6c29c67cbe9dbbae5c6200f31d6395d4fac93e8452e77dd34163a3553fd8d3eb

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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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=sha256:5993841b8895bec0f1bec0df4f4ac4d58a261aec9fe5d9716360c1197ea9ef54

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

Resolution
unresolved
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=sha256:5273de005aec69af37227c13e26c78a6eadf2889d6dc60a24eb0dd9453cde6dd

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=sha256:0c3be08deb9eec32416f8478029cd90302b5424e4cba0f8a7a05b15210733700

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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Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-05T19:03:08.073849Z digest=sha256:27e5586bc796ddff1f0d888dfc7a178aa0fde925ee31c8fe47ecf302c30e777a

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:e32ef189810528a1ffa7b9c2bdd20aa4760418f7602fb80e01f31487ac543e35

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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Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-05T19:03:07.978744Z digest=sha256:a3c477b864985c3e0490be2897bbfae64a20b03a9387b942bf6671889d1ed7ad

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=sha256:597aefd23607ffff01c1911a4e132cc1f5d7525b9c2b210420312dc9dd020a7a

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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source=pdf_text observed=2026-08-05T19:03:08.421938Z digest=sha256:8439832465595b869aabddb434d0253843b50a78e9b358027cd4e71a7bf9bc1e

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=sha256:6e5149873e3b7b290dffecd2af78a24dd7a863ee35822c974ab18ec670179b71

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:b661d1333ce9a2969a4b005525c68a49e6bc8f227cd808c3cb6700e35c1015e6

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=sha256:6091e4c958315739d11a6a09ad22620f43242ca9fd7ede5f5300f59200b0362a

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=sha256:857335538996f2f70973b7b350606d22fcd2ab4f37c41450471dd47fb757aa88

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:e8f6d26ef3b22fd65152c402d7a0a0f5ca84fa252830ca7b32680690deb3a327

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=sha256:0d6fee9b5c5d38138d4a019f6a89e059de6ad856042f37945c6cc250b460d492

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=sha256:2aada9c725b5d0165605867c2588bde4914141f6a2e076ebd9be6db7bbdff098

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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no resolver link, observed 2026-08-05T19:03:09.184436Z

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source=pdf_text observed=2026-08-05T19:03:09.184436Z digest=sha256:9f0ce409ff02f1f59a4227547be708c98a79a8ad55eb020627bc0cd8c49401c8

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=sha256:4873201bfc202b01ca6576e3c97a96d8159a5626f0fcc64d920f7324d1e781ee

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:d031f7c5332fe763dbb23a664ebf29c1dd59f59ee001085ab7cdda65dbcfedfc

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=sha256:16d892dec3edcca243d6ccab92dd8bbf63a50a6c51ec174622e4f2652b2b1742

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

Resolution
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:b2791140e1ebfa1724514ec1ed76a37a0af8db8c72b37f57b7ab24daa0399b47

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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unresolved
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:bce5b50e1282d5c10d7cff19e1414dabb2fa5b99ae7563c6607b17ed3a9b9e6e

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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unresolved
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:c4b9594b893e3b5bee13698e6b965030266b357a90262252b1315209300f5a2f

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=sha256:60d76e9ef023681b2f60bf278b9269befda913e860a5893ef5c99cf797a63dee

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

Resolution
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:ddf539ece30cdc6589d26048da21380518aefa5df738d8b7f45cdb407959569b

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=sha256:7f6e41181ad60b73865ec9d3d2ad72fa11fed6c956a38aa81cc4e7ff8cdc6519

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=sha256:5649f86ed8e6af245acab673fa7512f16f41a7567c0bfd4b6b96222c2e4d6842

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:b34d215616883aa7b0704f39dce395c2d588d14c4a201e8daecba1206134163e

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

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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:faf084468fbc236d0573425d7e65e9de5cc3c2fb0a03dc7191ee31c5f5d961fe

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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unresolved
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:dcfddea0e0258abb1a560ab75d748775eb3b9648e1ec80376e5763cc82494cca

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=sha256:73bde535cf85e48939d4d8e96b3ad443ffd769c1d3630db54e94f4fd0e0c90e7

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:d9ed398e33e6e818dc899a9a06b92bf944a9c3515f83c3234b4f0f79ecacda00

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=sha256:8df3e5fc09958b3ce4a5a00fe98155e2dbaac02a72d0bc3dc1d21c0bf0d638fd

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:d2ee600392b2e768ec42c4c2d55599ba4211b9050a61023efd7a7000f378b352

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=sha256:1a1b65f10cd66857b53ce13e7cbfbded760e313680cf0fe3788fac094c6d4ba5

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=sha256:002ef5fcdffc3b54afe9abf4fe4c1d9fda854142da96bfb2571d15f8b7b91e5b

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:a7be01a672de30c89ba7d3cb9e22d6cbe8937c67ecbc722e0527e754a0efc79c

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:bb09f5f33ca994d8a4bb45aa8356b59bead5d2fcbd8bfae680f2ea62d7b1186a

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=sha256:5260239529c1f2874a523867e3359af983a50cab98aa694de526f25e5e87aba6

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=sha256:0c1916f99bb95d8f3f1216c470c2889384ee97e06121195e9b98d71425f0b128

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=sha256:7e5a22889c0c77523c1373c0a91e8ed78f4d85b94a18ddf7ef300acff38a2d6f

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=sha256:716ea2c378390001f26625c8377e188d16344e0e08865208a45a88b16dc6dcd6

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=sha256:28f13bad9a05e0373714d8a84c79c69061fe7dc20751eaee499cef067bb1712a

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:a2a0a8f8ef161b6f23a62d1f750478fd45f188b972dd2c708f91ab182a6a26d1

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=sha256:3074d1162b8e9aa1ca96593e516050d9e2fc6812e3b046ed406f1b3df7bda588

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=sha256:1d82ffacf22a1a64f0aab9dcd6ee1571229ef685b4c9a6e70f8f135a73a8565a

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=sha256:012470d89efff493e3c00d28cbaa3399fe093de058438b2ef6f5845f9bd5ba1b

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=sha256:3f217da51accdd45981f7f7648ec55544aa90f3214ecba958eb2a413531a568f

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:e4d16f8c5016c2966cada6aa25d56c9e100e7a46d537b316991f01234c22baa9

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:aa5436e834f95560ca01313e2060f2af0627e5570fb8e22759be82a3b0e38c60

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=sha256:53d07e2bad028fdaaddffdf9f6f464bfffe1ae997ee738f94c3ba892a5198c0a

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=sha256:75df059e6e86201e781d747a4434b8ae6f6d857a19ec965a4b2394bc2a5df065

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:f784ba1b0b78b4383deadb82b1f59f6e04067aa9af5df43a61f54f14ce3c0640

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:f1940ef5e9da097de82a207166c4ad58065f0d64e10ca6052aa347235f183222

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:e4d1fb2829472166db2b89158cefff5ace1dc7b9104b37e7dae08f1225b9da5c

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:a1aaf10c0e7bea7acaddc6097446fa25295da7155e57944c9b92deeb4780eeb0

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:c2863eb455ee5d60b7ef1fd3e028056dbddf8509cd340a791b46def8006fd09c

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:ba2fb80eab7ec72e046eae1d9d658b5aa6581cabd171acd3fa59f50c75b52e0c

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=sha256:32586733b4c6cc3b5c4290b33b95e2a18b7b39036b7d9ac730ded20e3e73009f

Pith citing papers

No inbound Pith citation observations are available.