It's the Decoding Format, Not the Perturbation: Auditing Consistency-Based Selection for Vision-Language Test-Time Scaling | Paper Citation Record

Observation 6f7277ad-1bf1-4fdc-847d-541cbf4ace07 · outbound

This paper cites Aha Moment Revisited: Are.

It's the Decoding Format, Not the Perturbation: Auditing Consistency-Based Selection for Vision-Language Test-Time Scaling Aha Moment Revisited: Are

Reference 1

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This paper cites Derpanis and Babak Taati and Radek Grzeszczuk , journal =.

It's the Decoding Format, Not the Perturbation: Auditing Consistency-Based Selection for Vision-Language Test-Time Scaling Derpanis and Babak Taati and Radek Grzeszczuk , journal =

Reference 2

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It's the Decoding Format, Not the Perturbation: Auditing Consistency-Based Selection for Vision-Language Test-Time Scaling Unresolved cited work

Reference 3

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This paper cites an unresolved cited work.

It's the Decoding Format, Not the Perturbation: Auditing Consistency-Based Selection for Vision-Language Test-Time Scaling Unresolved cited work

Reference 4

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This paper cites International Conference on Learning Representations (ICLR) , year =.

It's the Decoding Format, Not the Perturbation: Auditing Consistency-Based Selection for Vision-Language Test-Time Scaling International Conference on Learning Representations (ICLR) , year =

Reference 8

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It's the Decoding Format, Not the Perturbation: Auditing Consistency-Based Selection for Vision-Language Test-Time Scaling European Conference on Computer Vision (ECCV) , year =

Reference 10

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This paper cites International Conference on Learning Representations (ICLR) , year =.

It's the Decoding Format, Not the Perturbation: Auditing Consistency-Based Selection for Vision-Language Test-Time Scaling International Conference on Learning Representations (ICLR) , year =

Reference 11

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This paper cites Advances in Neural Information Processing Systems (NeurIPS) , year =.

It's the Decoding Format, Not the Perturbation: Auditing Consistency-Based Selection for Vision-Language Test-Time Scaling Advances in Neural Information Processing Systems (NeurIPS) , year =

Reference 12

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It's the Decoding Format, Not the Perturbation: Auditing Consistency-Based Selection for Vision-Language Test-Time Scaling Unresolved cited work

Reference 13

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Observation b6733530-9fba-40f3-9a6c-bfd88e817c13 · outbound

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

It's the Decoding Format, Not the Perturbation: Auditing Consistency-Based Selection for Vision-Language Test-Time Scaling DeepSeek-R1: Incentivizing Reasoning Capability in LLMs via Reinforcement Learning

Reference 15

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Observation 8a83c213-fc7e-4c9d-b302-1baa93d9062d · outbound

This paper cites Proceedings of the IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR) , year =.

It's the Decoding Format, Not the Perturbation: Auditing Consistency-Based Selection for Vision-Language Test-Time Scaling Proceedings of the IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR) , year =

Reference 18

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This paper cites an unresolved cited work.

It's the Decoding Format, Not the Perturbation: Auditing Consistency-Based Selection for Vision-Language Test-Time Scaling Unresolved cited work

Reference 19

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This paper cites Advances in Neural Information Processing Systems , year =.

It's the Decoding Format, Not the Perturbation: Auditing Consistency-Based Selection for Vision-Language Test-Time Scaling Advances in Neural Information Processing Systems , year =

Reference 20

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This paper cites Advances in Neural Information Processing Systems , year =.

It's the Decoding Format, Not the Perturbation: Auditing Consistency-Based Selection for Vision-Language Test-Time Scaling Advances in Neural Information Processing Systems , year =

Reference 21

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This paper cites an unresolved cited work.

It's the Decoding Format, Not the Perturbation: Auditing Consistency-Based Selection for Vision-Language Test-Time Scaling Unresolved cited work

Reference 22

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This paper cites an unresolved cited work.

It's the Decoding Format, Not the Perturbation: Auditing Consistency-Based Selection for Vision-Language Test-Time Scaling Unresolved cited work

Reference 23

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This paper cites Advances in Neural Information Processing Systems , year =.

It's the Decoding Format, Not the Perturbation: Auditing Consistency-Based Selection for Vision-Language Test-Time Scaling Advances in Neural Information Processing Systems , year =

Reference 24

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This paper cites Proceedings of the IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR) , year =.

It's the Decoding Format, Not the Perturbation: Auditing Consistency-Based Selection for Vision-Language Test-Time Scaling Proceedings of the IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR) , year =

Reference 25

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T04:18:11.561453Z

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

It's the Decoding Format, Not the Perturbation: Auditing Consistency-Based Selection for Vision-Language Test-Time Scaling Proceedings of the 62nd Annual Meeting of the Association for Computational Linguistics (Volume 1: Long Papers) , year=

Reference 26

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Observation e84a1fef-c8a8-4d41-821f-c7300b0cde7d · outbound

This paper cites Breakthroughs in statistics: Methodology and distribution , pages=.

It's the Decoding Format, Not the Perturbation: Auditing Consistency-Based Selection for Vision-Language Test-Time Scaling Breakthroughs in statistics: Methodology and distribution , pages=

Reference 27

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Observation bb7f41d6-d0d9-4bad-b4ac-9d0cb31af6da · outbound

This paper cites Proceedings of the IEEE/CVF Winter Conference on Applications of Computer Vision , year=.

It's the Decoding Format, Not the Perturbation: Auditing Consistency-Based Selection for Vision-Language Test-Time Scaling Proceedings of the IEEE/CVF Winter Conference on Applications of Computer Vision , year=

Reference 28

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Observation 66cb5650-7fdf-4430-b510-13695374caa8 · outbound

This paper cites Answer Self-Consistency with Margin-Triggered Question Re-Arbitration for the.

It's the Decoding Format, Not the Perturbation: Auditing Consistency-Based Selection for Vision-Language Test-Time Scaling Answer Self-Consistency with Margin-Triggered Question Re-Arbitration for the

Reference 29

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This paper cites Seeing but Not Believing: Probing the Disconnect Between Visual Attention and Answer Correctness in.

It's the Decoding Format, Not the Perturbation: Auditing Consistency-Based Selection for Vision-Language Test-Time Scaling Seeing but Not Believing: Probing the Disconnect Between Visual Attention and Answer Correctness in

Reference 30

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Observation 64fc627b-4545-4ed9-ad61-e1f5b2b79275 · outbound

This paper cites Same Answer, Different Representations: Hidden Instability in.

It's the Decoding Format, Not the Perturbation: Auditing Consistency-Based Selection for Vision-Language Test-Time Scaling Same Answer, Different Representations: Hidden Instability in

Reference 31

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Observation 25b50eb7-1490-4ba0-ae10-d87e6cbea4e4 · outbound

This paper cites Probing Visual Language Priors in.

It's the Decoding Format, Not the Perturbation: Auditing Consistency-Based Selection for Vision-Language Test-Time Scaling Probing Visual Language Priors in

Reference 33

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It's the Decoding Format, Not the Perturbation: Auditing Consistency-Based Selection for Vision-Language Test-Time Scaling Unresolved cited work

Reference 34

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This paper cites an unresolved cited work.

It's the Decoding Format, Not the Perturbation: Auditing Consistency-Based Selection for Vision-Language Test-Time Scaling Unresolved cited work

Reference 35

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This paper cites an unresolved cited work.

It's the Decoding Format, Not the Perturbation: Auditing Consistency-Based Selection for Vision-Language Test-Time Scaling Unresolved cited work

Reference 36

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This paper cites International Conference on Learning Representations (ICLR) , year =.

It's the Decoding Format, Not the Perturbation: Auditing Consistency-Based Selection for Vision-Language Test-Time Scaling International Conference on Learning Representations (ICLR) , year =

Reference 37

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It's the Decoding Format, Not the Perturbation: Auditing Consistency-Based Selection for Vision-Language Test-Time Scaling Test-Time Scaling for Small

Reference 38

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Observation c82c79ab-b42e-4476-b01f-82b1fa1f5835 · outbound

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It's the Decoding Format, Not the Perturbation: Auditing Consistency-Based Selection for Vision-Language Test-Time Scaling International Conference on Machine Learning (ICML) , year =

Reference 39

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Observation 1958ed3f-4d0a-4b03-ba29-855da65eede4 · outbound

This paper cites European Conference on Computer Vision (ECCV) , year =.

It's the Decoding Format, Not the Perturbation: Auditing Consistency-Based Selection for Vision-Language Test-Time Scaling European Conference on Computer Vision (ECCV) , year =

Reference 40

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This paper cites an unresolved cited work.

It's the Decoding Format, Not the Perturbation: Auditing Consistency-Based Selection for Vision-Language Test-Time Scaling Unresolved cited work

Reference 41

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Observation 1168f2f0-ceb0-4f8d-8fcd-516ef075da0a · outbound

This paper cites Universal Self-Consistency for Large Language Model Generation.

It's the Decoding Format, Not the Perturbation: Auditing Consistency-Based Selection for Vision-Language Test-Time Scaling Universal Self-Consistency for Large Language Model Generation

Reference 42

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It's the Decoding Format, Not the Perturbation: Auditing Consistency-Based Selection for Vision-Language Test-Time Scaling Advances in neural information processing systems , year=

Reference 43

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It's the Decoding Format, Not the Perturbation: Auditing Consistency-Based Selection for Vision-Language Test-Time Scaling Findings of the Association for Computational Linguistics: ACL 2025 , year=

Reference 44

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It's the Decoding Format, Not the Perturbation: Auditing Consistency-Based Selection for Vision-Language Test-Time Scaling Deep Think with Confidence

Reference 45

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It's the Decoding Format, Not the Perturbation: Auditing Consistency-Based Selection for Vision-Language Test-Time Scaling Chain-of-thought prompting elicits reasoning in large language models

Reference 46

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It's the Decoding Format, Not the Perturbation: Auditing Consistency-Based Selection for Vision-Language Test-Time Scaling Self-consistency improves chain of thought reasoning in language models

Reference 47

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Observation 87453aad-4d38-4cb6-9d2d-883003e82fd9 · outbound

This paper cites Scaling LLM Test-Time Compute Optimally can be More Effective than Scaling Model Parameters.

It's the Decoding Format, Not the Perturbation: Auditing Consistency-Based Selection for Vision-Language Test-Time Scaling Scaling LLM Test-Time Compute Optimally can be More Effective than Scaling Model Parameters

Reference 48

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Observation ce18606e-50d1-4638-a81c-484ed19fc1da · outbound

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It's the Decoding Format, Not the Perturbation: Auditing Consistency-Based Selection for Vision-Language Test-Time Scaling Large Language Monkeys: Scaling Inference Compute with Repeated Sampling

Reference 49

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Observation d1503816-343c-4d2b-ac5c-4af66027f1e7 · outbound

This paper cites Aha moment revisited: Are VLM s truly capable of self verification in inference-time scaling? arXiv preprint arXiv:2506.17417, 2026 a.

It's the Decoding Format, Not the Perturbation: Auditing Consistency-Based Selection for Vision-Language Test-Time Scaling Aha moment revisited: Are VLM s truly capable of self verification in inference-time scaling? arXiv preprint arXiv:2506.17417, 2026 a

Reference 50

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This paper cites Seeing but not believing: Probing the disconnect between visual attention and answer correctness in VLM s.

It's the Decoding Format, Not the Perturbation: Auditing Consistency-Based Selection for Vision-Language Test-Time Scaling Seeing but not believing: Probing the disconnect between visual attention and answer correctness in VLM s

Reference 51

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Observation 4830dccf-df93-4e0b-a57f-1294e85f8838 · outbound

This paper cites Same answer, different representations: Hidden instability in VLM s.

It's the Decoding Format, Not the Perturbation: Auditing Consistency-Based Selection for Vision-Language Test-Time Scaling Same answer, different representations: Hidden instability in VLM s

Reference 52

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Observation 7c5fbaca-f5d4-4a6e-8476-77dc31f4d868 · outbound

This paper cites Revisiting Test-Time Scaling: A Survey and a Diversity-Aware Method for Efficient Reasoning.

It's the Decoding Format, Not the Perturbation: Auditing Consistency-Based Selection for Vision-Language Test-Time Scaling Revisiting Test-Time Scaling: A Survey and a Diversity-Aware Method for Efficient Reasoning

Reference 53

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Observation 65e64695-0683-4172-9d0d-5ff6bf843c6c · outbound

This paper cites Diversity matters: Revisiting test-time compute in vision-language models.

It's the Decoding Format, Not the Perturbation: Auditing Consistency-Based Selection for Vision-Language Test-Time Scaling Diversity matters: Revisiting test-time compute in vision-language models

Reference 54

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T04:18:08.551883Z

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Observation cca778b5-363e-4c04-96fa-455df855e6ef · outbound

This paper cites Vtool-r1: Vlms learn to think with images via reinforcement learning on multimodal tool use.

It's the Decoding Format, Not the Perturbation: Auditing Consistency-Based Selection for Vision-Language Test-Time Scaling Vtool-r1: Vlms learn to think with images via reinforcement learning on multimodal tool use

Reference 55

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T04:18:08.333460Z

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Observation a2c27826-25f7-4ef7-a988-846aa444833e · outbound

This paper cites Thinking with Imagination: Agentic Visual Spatial Reasoning with World Simulators.

It's the Decoding Format, Not the Perturbation: Auditing Consistency-Based Selection for Vision-Language Test-Time Scaling Thinking with Imagination: Agentic Visual Spatial Reasoning with World Simulators

Reference 56

Resolution: unresolved; no resolver link, observed 2026-08-06T04:18:02.360277Z

Source-reported events for the cited work

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Observation 841eba7f-065a-4dfe-a01b-3ac66888a80e · outbound

This paper cites No labels, no problem: Training visual reasoners with multimodal verifiers.

It's the Decoding Format, Not the Perturbation: Auditing Consistency-Based Selection for Vision-Language Test-Time Scaling No labels, no problem: Training visual reasoners with multimodal verifiers

Reference 57

Resolution: unresolved; no resolver link, observed 2026-08-06T04:18:02.363295Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 17efc1ac-f4ca-4ff9-8cd8-025e0a92c3db · outbound

This paper cites On test-time scaling for vision-language models.

It's the Decoding Format, Not the Perturbation: Auditing Consistency-Based Selection for Vision-Language Test-Time Scaling On test-time scaling for vision-language models

Reference 58

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T04:18:08.109824Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation d3135c25-d4ab-41ae-a761-9f9e30d696d6 · outbound

This paper cites Papadopoulos.

It's the Decoding Format, Not the Perturbation: Auditing Consistency-Based Selection for Vision-Language Test-Time Scaling Papadopoulos

Reference 59

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T04:18:07.904688Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation eb46a0c9-1ceb-4233-9324-10ed4044e27e · outbound

This paper cites ARBITER: Reasoning Trajectory Basins and Majority Vote Failures in Test-Time Sampling.

It's the Decoding Format, Not the Perturbation: Auditing Consistency-Based Selection for Vision-Language Test-Time Scaling ARBITER: Reasoning Trajectory Basins and Majority Vote Failures in Test-Time Sampling

Reference 60

Resolution: unresolved; no resolver link, observed 2026-08-06T04:18:02.744144Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 1358b848-5911-4369-b752-95b41c4b52f9 · outbound

This paper cites Limits and gains of test-time scaling in vision-language reasoning.

It's the Decoding Format, Not the Perturbation: Auditing Consistency-Based Selection for Vision-Language Test-Time Scaling Limits and gains of test-time scaling in vision-language reasoning

Reference 61

Resolution: unresolved; no resolver link, observed 2026-08-06T04:18:02.909859Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 100e795c-0d12-452d-b2fe-f0ce1c4abafa · outbound

This paper cites AVIS: Adaptive Test-Time Scaling for Vision-Language Models.

It's the Decoding Format, Not the Perturbation: Auditing Consistency-Based Selection for Vision-Language Test-Time Scaling AVIS: Adaptive Test-Time Scaling for Vision-Language Models

Reference 62

Resolution: unresolved; no resolver link, observed 2026-08-06T04:18:03.076604Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 5ec7c0d7-8e2e-4cad-8b01-af61fe933024 · outbound

This paper cites SPARC : Separating perception and reasoning circuits for test-time scaling of VLM s.

It's the Decoding Format, Not the Perturbation: Auditing Consistency-Based Selection for Vision-Language Test-Time Scaling SPARC : Separating perception and reasoning circuits for test-time scaling of VLM s

Reference 63

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T04:18:07.678668Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation b0183d71-f307-49f0-86cf-d1254247c256 · outbound

This paper cites MindJourney : Test-time scaling with world models for spatial reasoning.

It's the Decoding Format, Not the Perturbation: Auditing Consistency-Based Selection for Vision-Language Test-Time Scaling MindJourney : Test-time scaling with world models for spatial reasoning

Reference 64

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T04:18:07.460962Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation eaf06592-8a1a-4438-8d0a-e0c9ff0df461 · outbound

This paper cites Mitigating object hallucinations in large vision-language models through visual contrastive decoding.

It's the Decoding Format, Not the Perturbation: Auditing Consistency-Based Selection for Vision-Language Test-Time Scaling Mitigating object hallucinations in large vision-language models through visual contrastive decoding

Reference 65

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T04:18:07.319172Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation ff29790c-10f7-4a78-ac79-0f2c3353c775 · outbound

This paper cites Contrastive region guidance: Improving grounding in vision-language models without training.

It's the Decoding Format, Not the Perturbation: Auditing Consistency-Based Selection for Vision-Language Test-Time Scaling Contrastive region guidance: Improving grounding in vision-language models without training

Reference 66

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T04:18:07.097489Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation d58e17d1-d150-48db-880d-943b58e04929 · outbound

This paper cites Zoom Consistency: A Free Confidence Signal in Multi-Step Visual Grounding Pipelines.

It's the Decoding Format, Not the Perturbation: Auditing Consistency-Based Selection for Vision-Language Test-Time Scaling Zoom Consistency: A Free Confidence Signal in Multi-Step Visual Grounding Pipelines

Reference 67

Resolution: unresolved; no resolver link, observed 2026-08-06T04:18:03.769031Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 8a403220-3e4c-4d9e-9f0e-b92a9aabe885 · outbound

This paper cites Test-time consistency in vision language models.

It's the Decoding Format, Not the Perturbation: Auditing Consistency-Based Selection for Vision-Language Test-Time Scaling Test-time consistency in vision language models

Reference 68

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T04:18:06.948420Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation 7ec4e79e-9ed2-4f5e-ac08-390f51a7baee · outbound

This paper cites Answer Self-Consistency with Margin-Triggered Question Re-Arbitration for the CVPR 2026 VidLLMs Challenge.

It's the Decoding Format, Not the Perturbation: Auditing Consistency-Based Selection for Vision-Language Test-Time Scaling Answer Self-Consistency with Margin-Triggered Question Re-Arbitration for the CVPR 2026 VidLLMs Challenge

Reference 69

Resolution: unresolved; no resolver link, observed 2026-08-06T04:18:04.004784Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 1a5d5e34-06f8-494c-9116-bb7db8b06eb5 · outbound

This paper cites Test-Time Scaling for Small VLMs on Multilingual Visual MCQ.

It's the Decoding Format, Not the Perturbation: Auditing Consistency-Based Selection for Vision-Language Test-Time Scaling Test-Time Scaling for Small VLMs on Multilingual Visual MCQ

Reference 70

Resolution: unresolved; no resolver link, observed 2026-08-06T04:18:04.124039Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 174db91d-e3ba-4323-b5a0-3b460cbac60a · outbound

This paper cites VL-Uncertainty: Detecting Hallucination in Large Vision-Language Model via Uncertainty Estimation.

It's the Decoding Format, Not the Perturbation: Auditing Consistency-Based Selection for Vision-Language Test-Time Scaling VL-Uncertainty: Detecting Hallucination in Large Vision-Language Model via Uncertainty Estimation

Reference 71

Resolution: unresolved; no resolver link, observed 2026-08-06T04:18:04.246376Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 69a1dc4d-2dee-41bc-af5d-e8a9ea12441d · outbound

This paper cites Towards VQA models that can read.

It's the Decoding Format, Not the Perturbation: Auditing Consistency-Based Selection for Vision-Language Test-Time Scaling Towards VQA models that can read

Reference 72

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T04:18:06.763366Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation ea6360ba-f60b-4874-aa7e-ee61ef807ea0 · outbound

This paper cites Measuring multimodal mathematical reasoning with math-vision dataset.

It's the Decoding Format, Not the Perturbation: Auditing Consistency-Based Selection for Vision-Language Test-Time Scaling Measuring multimodal mathematical reasoning with math-vision dataset

Reference 73

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T04:18:06.548230Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation 20f29101-8930-4d88-8ada-dda708c41a30 · outbound

This paper cites MMMU : A massive multi-discipline multimodal understanding and reasoning benchmark for expert AGI.

It's the Decoding Format, Not the Perturbation: Auditing Consistency-Based Selection for Vision-Language Test-Time Scaling MMMU : A massive multi-discipline multimodal understanding and reasoning benchmark for expert AGI

Reference 74

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T04:18:06.333252Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation cac84d0e-8d0f-4bc9-b39a-18cc56e5c1ed · outbound

This paper cites Probing visual language priors in VLM s ( ViLP ).

It's the Decoding Format, Not the Perturbation: Auditing Consistency-Based Selection for Vision-Language Test-Time Scaling Probing visual language priors in VLM s ( ViLP )

Reference 75

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T04:18:06.121435Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation cd96d20f-5167-40f9-b590-3a4a86f6bb18 · outbound

This paper cites Qwen2.5-VL Technical Report.

It's the Decoding Format, Not the Perturbation: Auditing Consistency-Based Selection for Vision-Language Test-Time Scaling Qwen2.5-VL Technical Report

Reference 76

Resolution: unresolved; no resolver link, observed 2026-08-06T04:18:04.779213Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 54d7f5ca-b061-44aa-9b60-92c47a59a3df · outbound

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

It's the Decoding Format, Not the Perturbation: Auditing Consistency-Based Selection for Vision-Language Test-Time Scaling LLaVA-OneVision: Easy Visual Task Transfer

Reference 77

Resolution: unresolved; no resolver link, observed 2026-08-06T04:18:04.895443Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation dc531c45-beea-4152-9fe2-d8d6aea1dcfa · outbound

This paper cites Scalable best-of-n selection for large language models via self-certainty.

It's the Decoding Format, Not the Perturbation: Auditing Consistency-Based Selection for Vision-Language Test-Time Scaling Scalable best-of-n selection for large language models via self-certainty

Reference 78

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T04:18:05.943908Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation 8ff0b3e2-24eb-4cda-83e0-94417c38bf16 · outbound

This paper cites Confidence improves self-consistency in llms.

It's the Decoding Format, Not the Perturbation: Auditing Consistency-Based Selection for Vision-Language Test-Time Scaling Confidence improves self-consistency in llms

Reference 79

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T04:18:05.769438Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Coverage vector

Reference resolution

Outbound references

Pith citing papers