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Paper Citation Record · LEDGER

Reasoning as a Double-Edged Sword: Architecture and Cross-Stage Robustness in Vision-Language-Action Models

As of 21 August 2026, this Paper Citation Record lists 71 of 71 outbound references and 0 inbound Pith citation observations for arXiv:2607.17786.

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

pith.paper-citation-record.v1
2607.17786 v1

Coverage vector

measured 71 of 71 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-15T15:41:31.667670Z

measured 71 of 71 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-20T06:33:59.587034+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

71 of 71 outbound references displayed

  • verified exact1
  • verified fuzzy25
  • unresolved44
  • parse uncertain0
  • malformed identifier1
  • metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation 5980fc95-e2ca-46f7-9749-27809152f396 · outbound

This paper cites RT-2: Vision-Language-Action Models Transfer Web Knowledge to Robotic Control.

Reasoning as a Double-Edged Sword: Architecture and Cross-Stage Robustness in Vision-Language-Action Models RT-2: Vision-Language-Action Models Transfer Web Knowledge to Robotic Control

Reference 1

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source=pdf_text observed=2026-08-15T15:41:31.328820Z digest=sha256:9ffb40d673a41cb1c0b20913e6e14d9d29aa81621056580cf7501c6ef855abad

Observation 177c24d1-c8e2-450a-b5f0-ce84f0878240 · outbound

This paper cites an unresolved cited work.

Reasoning as a Double-Edged Sword: Architecture and Cross-Stage Robustness in Vision-Language-Action Models Unresolved cited work

Reference 2

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source=pdf_text observed=2026-08-15T15:41:31.334290Z digest=sha256:b4758e5fc4db4094793d5db9cac358ddbbac41a0735fbdf6c4edbdc6fc10cac2

Observation 87bb546b-2185-4817-a5aa-0a38acb62df9 · outbound

This paper cites $\pi_0$: A Vision-Language-Action Flow Model for General Robot Control.

Reasoning as a Double-Edged Sword: Architecture and Cross-Stage Robustness in Vision-Language-Action Models $\pi_0$: A Vision-Language-Action Flow Model for General Robot Control

Reference 3

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source=pdf_text observed=2026-08-15T15:41:31.339295Z digest=sha256:02db603068a16de22cb21cd4379cd465aba6b167d9d99c8acb6fd7d7aa21854a

Observation 9d031964-f2b1-428e-8403-22436bde0de1 · outbound

This paper cites Robotic Control via Embodied Chain-of-Thought Reasoning.

Reasoning as a Double-Edged Sword: Architecture and Cross-Stage Robustness in Vision-Language-Action Models Robotic Control via Embodied Chain-of-Thought Reasoning

Reference 4

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source=pdf_text observed=2026-08-15T15:41:31.343955Z digest=sha256:212ddcccfeda5f11e2890b75484ef72f0f1bc3e91f4300ff7bdcb0fcae3a7fc4

Observation 95d88a54-a293-4824-baef-7370c59fb5e3 · outbound

This paper cites DeepThinkVLA: Enhancing Reasoning Capability of Vision-Language-Action Models.

Reasoning as a Double-Edged Sword: Architecture and Cross-Stage Robustness in Vision-Language-Action Models DeepThinkVLA: Enhancing Reasoning Capability of Vision-Language-Action Models

Reference 5

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source=pdf_text observed=2026-08-15T15:41:31.351691Z digest=sha256:c25506013090049bb3e854c86b4d9ddcf48e5bc1666b8ede8ceca1feb7d4845a

Observation cd2c74a6-c601-4b0f-a519-f6340b31fd82 · outbound

This paper cites an unresolved cited work.

Reasoning as a Double-Edged Sword: Architecture and Cross-Stage Robustness in Vision-Language-Action Models Unresolved cited work

Reference 6

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source=pdf_text observed=2026-08-15T15:41:31.357131Z digest=sha256:72a9aa6ef06ec893cdad996fa457135fdfddb8b4e8940093e2adb2e12e827ccb

Observation 5a1e4bc0-b770-4643-afb5-cb50df0ff38e · outbound

This paper cites LIBERO-Plus: In-depth Robustness Analysis of Vision-Language-Action Models.

Reasoning as a Double-Edged Sword: Architecture and Cross-Stage Robustness in Vision-Language-Action Models LIBERO-Plus: In-depth Robustness Analysis of Vision-Language-Action Models

Reference 7

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source=pdf_text observed=2026-08-15T15:41:31.361693Z digest=sha256:11c17a2c4b7f9f9b33567ed6b84a828eb035fc0bb69d60eaf8f74dfb5ba603b0

Observation d21bb4c0-1642-4e24-8e58-8e1c37987156 · outbound

This paper cites Fine-Tuning Vision-Language-Action Models: Optimizing Speed and Success.

Reasoning as a Double-Edged Sword: Architecture and Cross-Stage Robustness in Vision-Language-Action Models Fine-Tuning Vision-Language-Action Models: Optimizing Speed and Success

Reference 8

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source=pdf_text observed=2026-08-15T15:41:31.366805Z digest=sha256:76da885b7e35cd1a38dab72f59133795609bb82189d50d2778ec965297689bcc

Observation 2f7da457-2786-428c-82cc-b1a1b9084617 · outbound

This paper cites Madry, A.

Reasoning as a Double-Edged Sword: Architecture and Cross-Stage Robustness in Vision-Language-Action Models Madry, A

Reference 9

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No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-08-15T15:41:31.372257Z digest=sha256:9cf88b736169c83bca4f90f56c85b4b2138fb88268e8d919059847b9731b972f

Observation ceb41922-abdb-418a-9cad-5e59111f54ab · outbound

This paper cites LIBERO: Benchmarking Knowledge Transfer for Lifelong Robot Learning.

Reasoning as a Double-Edged Sword: Architecture and Cross-Stage Robustness in Vision-Language-Action Models LIBERO: Benchmarking Knowledge Transfer for Lifelong Robot Learning

Reference 10

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source=pdf_text observed=2026-08-15T15:41:31.376986Z digest=sha256:b4911dde22cacd63da1290ffa4cec1cee7251a870e2f39195487737ddd942e5a

Observation fcf3c1cf-9fa5-454b-80f2-d542849bde49 · outbound

This paper cites Evaluating Real-World Robot Manipulation Policies in Simulation.

Reasoning as a Double-Edged Sword: Architecture and Cross-Stage Robustness in Vision-Language-Action Models Evaluating Real-World Robot Manipulation Policies in Simulation

Reference 11

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source=pdf_text observed=2026-08-15T15:41:31.381822Z digest=sha256:b8522edcc93b98846795b42e366b1b450942c09c4d38967b2ad2e15fe1080278

Observation 1ba49ef8-fa33-4b17-abc1-ece9db66cd28 · outbound

This paper cites On Evaluating Adversarial Robustness.

Reasoning as a Double-Edged Sword: Architecture and Cross-Stage Robustness in Vision-Language-Action Models On Evaluating Adversarial Robustness

Reference 12

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source=pdf_text observed=2026-08-15T15:41:31.386423Z digest=sha256:a4ece99facdfae4d348b5d6640a0ad57374142ab86ae9d3fb470c11d9409aa7e

Observation f5895b96-dc47-455a-8141-8c8018403eb8 · outbound

This paper cites Brohan, N.

Reasoning as a Double-Edged Sword: Architecture and Cross-Stage Robustness in Vision-Language-Action Models Brohan, N

Reference 13

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No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-08-15T15:41:31.391138Z digest=sha256:fc94a85c5943d7b350e92345a8921c51ddc8c333e723b0fb0bccb1e01d2dc75c

Observation 32cfb64a-adc2-48f6-a8f9-e38ebf7e69f6 · outbound

This paper cites $\pi_{0.5}$: a Vision-Language-Action Model with Open-World Generalization.

Reasoning as a Double-Edged Sword: Architecture and Cross-Stage Robustness in Vision-Language-Action Models $\pi_{0.5}$: a Vision-Language-Action Model with Open-World Generalization

Reference 14

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source=pdf_text observed=2026-08-15T15:41:31.395638Z digest=sha256:2888aeccc7cf96177d45b062c5c4e161f27700a64a6d17f752f0f8e1938291c8

Observation 1835b5d8-6119-4447-b5f5-1cb2ca4ea714 · outbound

This paper cites FAST: Efficient Action Tokenization for Vision-Language-Action Models.

Reasoning as a Double-Edged Sword: Architecture and Cross-Stage Robustness in Vision-Language-Action Models FAST: Efficient Action Tokenization for Vision-Language-Action Models

Reference 15

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source=pdf_text observed=2026-08-15T15:41:31.400114Z digest=sha256:8cd57abc79c7b05760fa696261ae7cb2638e58c6aedadd8176f94a497d22346b

Observation 19b73f7f-71c8-42a0-ba18-7bf8d4239985 · outbound

This paper cites Karamcheti, S.

Reasoning as a Double-Edged Sword: Architecture and Cross-Stage Robustness in Vision-Language-Action Models Karamcheti, S

Reference 16

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No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-08-15T15:41:31.405143Z digest=sha256:5bfde82817da29b7410d1c74c6eadfff27a6f4e8575badf908810b2e8025c827

Observation 752239bd-d3e0-4acf-a8c7-7e0740bbd05a · outbound

This paper cites RDT-1B: a Diffusion Foundation Model for Bimanual Manipulation.

Reasoning as a Double-Edged Sword: Architecture and Cross-Stage Robustness in Vision-Language-Action Models RDT-1B: a Diffusion Foundation Model for Bimanual Manipulation

Reference 17

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Observation 2834f4f7-157d-41eb-890d-7090efb8a31b · outbound

This paper cites Octo: An Open-Source Generalist Robot Policy.

Reasoning as a Double-Edged Sword: Architecture and Cross-Stage Robustness in Vision-Language-Action Models Octo: An Open-Source Generalist Robot Policy

Reference 18

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source=pdf_text observed=2026-08-15T15:41:31.414292Z digest=sha256:719ca87247cb9b48f60cc3e7743fc34cb2178d8a8444ad3ddc18daf0dbc843f0

Observation 9b36abd0-ab6c-494f-8d06-8533c18255a7 · outbound

This paper cites an unresolved cited work.

Reasoning as a Double-Edged Sword: Architecture and Cross-Stage Robustness in Vision-Language-Action Models Unresolved cited work

Reference 19

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source=pdf_text observed=2026-08-15T15:41:31.418859Z digest=sha256:2a27dd1be4b7877db8d9c606928c400e7cfc9f53d7606b3ff101eeba81e75adf

Observation d020e3ef-90aa-4208-83c8-33dcb37ad67d · outbound

This paper cites an unresolved cited work.

Reasoning as a Double-Edged Sword: Architecture and Cross-Stage Robustness in Vision-Language-Action Models Unresolved cited work

Reference 20

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source=pdf_text observed=2026-08-15T15:41:31.423256Z digest=sha256:54bed6a0f324dd6c4666b591db1491e632db2e5c23dae6d29cded6ab7e3812dd

Observation 1fd59da9-0612-4c96-9b02-71c7b7afc779 · outbound

This paper cites Walke, K.

Reasoning as a Double-Edged Sword: Architecture and Cross-Stage Robustness in Vision-Language-Action Models Walke, K

Reference 21

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source=pdf_text observed=2026-08-15T15:41:31.427985Z digest=sha256:c34ee7af09dc982c709658df151c9294873fd449134e69042377cb9de00380f3

Observation 54639c01-755f-476b-ba63-f399e67c82fc · outbound

This paper cites Padalkar, et al.

Reasoning as a Double-Edged Sword: Architecture and Cross-Stage Robustness in Vision-Language-Action Models Padalkar, et al

Reference 22

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source=pdf_text observed=2026-08-15T15:41:31.432144Z digest=sha256:382f5659a31c8c125abc2c170a9ae71e57ef163d6a53eca94519fbea58f62b58

Observation 6d5cc941-6537-4205-9a02-f73ad0107f58 · outbound

This paper cites DROID: A Large-Scale In-The-Wild Robot Manipulation Dataset.

Reasoning as a Double-Edged Sword: Architecture and Cross-Stage Robustness in Vision-Language-Action Models DROID: A Large-Scale In-The-Wild Robot Manipulation Dataset

Reference 23

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source=pdf_text observed=2026-08-15T15:41:31.436546Z digest=sha256:8dde140172a65d41ea24e3f9e922a79710b1fa6e9e3a8d9cbbb75de47706c3b2

Observation b12074ea-db6b-46a5-8d55-4c217b84af6d · outbound

This paper cites an unresolved cited work.

Reasoning as a Double-Edged Sword: Architecture and Cross-Stage Robustness in Vision-Language-Action Models Unresolved cited work

Reference 24

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source=pdf_text observed=2026-08-15T15:41:31.441097Z digest=sha256:48037c57387cb35c17cce391a1087bcfdeb9db58e73cfd551e5157410068d20e

Observation 397617c7-d2f3-46eb-a9f6-dff4a7c13cb7 · outbound

This paper cites James, Z.

Reasoning as a Double-Edged Sword: Architecture and Cross-Stage Robustness in Vision-Language-Action Models James, Z

Reference 25

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source=pdf_text observed=2026-08-15T15:41:31.445517Z digest=sha256:11136bfec9963926c90d6741b60d306afb96183fe820b78210cb14df1909c7ba

Observation 858af3e8-326d-40e7-b36a-0f9084f77a29 · outbound

This paper cites Nasiriany, A.

Reasoning as a Double-Edged Sword: Architecture and Cross-Stage Robustness in Vision-Language-Action Models Nasiriany, A

Reference 26

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No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-08-15T15:41:31.449784Z digest=sha256:7dd280fe56479071eccfba2fa7cac335cc45faa5d5f446add5aaecd1b8d58e91

Observation 284bca53-bfe9-40f6-b039-1ce943b45667 · outbound

This paper cites Training Strategies for Efficient Embodied Reasoning.

Reasoning as a Double-Edged Sword: Architecture and Cross-Stage Robustness in Vision-Language-Action Models Training Strategies for Efficient Embodied Reasoning

Reference 27

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source=pdf_text observed=2026-08-15T15:41:31.454469Z digest=sha256:c6016dd278e98a827e240244ad98cdb069cf917caf39b2985041624c7a13df36

Observation f19b6eee-c809-4125-a0f5-a4247c0d349d · outbound

This paper cites CoT-VLA: Visual Chain-of-Thought Reasoning for Vision-Language-Action Models.

Reasoning as a Double-Edged Sword: Architecture and Cross-Stage Robustness in Vision-Language-Action Models CoT-VLA: Visual Chain-of-Thought Reasoning for Vision-Language-Action Models

Reference 28

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source=pdf_text observed=2026-08-15T15:41:31.459961Z digest=sha256:22f77b983849edd0de3ab7a8928fe5a6c5a4558c3eedcdda236c432f3fb8d803

Observation 3b7c205c-5363-47de-95f3-514e1fabb31c · outbound

This paper cites an unresolved cited work.

Reasoning as a Double-Edged Sword: Architecture and Cross-Stage Robustness in Vision-Language-Action Models Unresolved cited work

Reference 29

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No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-08-15T15:41:31.465366Z digest=sha256:c86abb84fd54e91440b40d802d9118cec336bd4986086ae0c87fcbfe63b94d56

Observation 713acc48-5126-4824-8e20-e2c0812378a7 · outbound

This paper cites Ignore This Title and HackAPrompt: Exposing Systemic Vulnerabilities of LLMs through a Global Scale Prompt Hacking Competition.

Reasoning as a Double-Edged Sword: Architecture and Cross-Stage Robustness in Vision-Language-Action Models Ignore This Title and HackAPrompt: Exposing Systemic Vulnerabilities of LLMs through a Global Scale Prompt Hacking Competition

Reference 30

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source=pdf_text observed=2026-08-15T15:41:31.470406Z digest=sha256:eafd13d588b31300f7fff99482fc539204dd6693fd7d8347ee1d7bb9b8f3730e

Observation 4b55f425-90e2-4c90-9da9-6294d8e665ef · outbound

This paper cites an unresolved cited work.

Reasoning as a Double-Edged Sword: Architecture and Cross-Stage Robustness in Vision-Language-Action Models Unresolved cited work

Reference 31

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No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-08-15T15:41:31.475225Z digest=sha256:b5c48082cc33ed1143c4e4e04c1e3665e0fa731de305552572044ed93ff14ce1

Observation 490e94f3-fcd9-4fc1-a02f-3b07edddccc2 · outbound

This paper cites Universal and Transferable Adversarial Attacks on Aligned Language Models.

Reasoning as a Double-Edged Sword: Architecture and Cross-Stage Robustness in Vision-Language-Action Models Universal and Transferable Adversarial Attacks on Aligned Language Models

Reference 32

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source=pdf_text observed=2026-08-15T15:41:31.479829Z digest=sha256:f27b5eb9bab7abd5695318bd8c0906fbe215f01a71e41ffc3554adeb19b3def0

Observation c502d4c1-0289-41cc-9593-a1932baea5b7 · outbound

This paper cites Xiang, F.

Reasoning as a Double-Edged Sword: Architecture and Cross-Stage Robustness in Vision-Language-Action Models Xiang, F

Reference 33

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No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-08-15T15:41:31.484760Z digest=sha256:d8c1e4d039ca933d4eb2581aec853929437f5f182ccb601d2c36f11f4c531c5a

Observation 416ce64f-faaf-4207-8b34-551df27d8ef5 · outbound

This paper cites SafeChain: Safety of Language Models with Long Chain-of-Thought Reasoning Capabilities.

Reasoning as a Double-Edged Sword: Architecture and Cross-Stage Robustness in Vision-Language-Action Models SafeChain: Safety of Language Models with Long Chain-of-Thought Reasoning Capabilities

Reference 34

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source=pdf_text observed=2026-08-15T15:41:31.489483Z digest=sha256:735b8056f6211646fcb2b13774a8ae7d95e543d9889573cba78f7b8775957ac1

Observation 20b925e6-e449-4876-80cf-756ac6475a05 · outbound

This paper cites Turpin, J.

Reasoning as a Double-Edged Sword: Architecture and Cross-Stage Robustness in Vision-Language-Action Models Turpin, J

Reference 35

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No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-08-15T15:41:31.494809Z digest=sha256:598a04afbd632a8806f11ea2e33c7aa8b656fb152ca05f0d614aacd7af083528

Observation 126b98ce-0d55-4ae3-b141-ffbfb6530d4b · outbound

This paper cites an unresolved cited work.

Reasoning as a Double-Edged Sword: Architecture and Cross-Stage Robustness in Vision-Language-Action Models Unresolved cited work

Reference 36

Resolution
unresolved
raw_fallback, observed 2026-08-15T15:41:32.981345Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-08-15T15:41:31.499490Z digest=sha256:bce0103c3d5a1fc91cc033afe82e30c7a7515fd572f6ae2f6fb7ecfd333ede0c

Observation 6eead8ac-57db-47f6-98a9-4ee3005c4eee · outbound

This paper cites an unresolved cited work.

Reasoning as a Double-Edged Sword: Architecture and Cross-Stage Robustness in Vision-Language-Action Models Unresolved cited work

Reference 37

Resolution
unresolved
no resolver link, observed 2026-08-15T15:41:31.504173Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-15T15:41:31.504173Z digest=sha256:8dc35a490c63c52942e0a8fc9f8a22988e8124ffbf204beb6dbd00c969fbaa51

Observation 033ab2a7-e310-4758-89f6-1bbcf2ccd9c6 · outbound

This paper cites an unresolved cited work.

Reasoning as a Double-Edged Sword: Architecture and Cross-Stage Robustness in Vision-Language-Action Models Unresolved cited work

Reference 38

Resolution
unresolved
no resolver link, observed 2026-08-15T15:41:31.508389Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-15T15:41:31.508389Z digest=sha256:ae090d86a0cc5f0edb88e2a18581beb5191e7549ea3d232dc1deaaed62e6aa78

Observation 7e800c63-37b9-46d9-bbfd-8ef179670d33 · outbound

This paper cites an unresolved cited work.

Reasoning as a Double-Edged Sword: Architecture and Cross-Stage Robustness in Vision-Language-Action Models Unresolved cited work

Reference 39

Resolution
unresolved
no resolver link, observed 2026-08-15T15:41:31.512644Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-15T15:41:31.512644Z digest=sha256:3ea57586ba80806844d53cd00090d9c4795cbe35ef9463d68e88b4af5b89bac7

Observation 5d4bc779-5e32-4973-9898-e6f9ff95713a · outbound

This paper cites an unresolved cited work.

Reasoning as a Double-Edged Sword: Architecture and Cross-Stage Robustness in Vision-Language-Action Models Unresolved cited work

Reference 40

Resolution
unresolved
no resolver link, observed 2026-08-15T15:41:31.517645Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-15T15:41:31.517645Z digest=sha256:37456db2acd8da11c5889e40b575d733be572bc122c94823e32baf74d72d0df4

Observation 87322bf5-68ec-4153-aba4-481e23ed1704 · outbound

This paper cites TRAP: Hijacking VLA CoT-Reasoning via Adversarial Patches.

Reasoning as a Double-Edged Sword: Architecture and Cross-Stage Robustness in Vision-Language-Action Models TRAP: Hijacking VLA CoT-Reasoning via Adversarial Patches

Reference 41

Resolution
unresolved
no resolver link, observed 2026-08-15T15:41:31.521837Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-15T15:41:31.521837Z digest=sha256:4c5e4984b59e4b1efb3fe36ff1b6b0aedf190faa66fb1321f59e5d2b289a12bd

Observation a0a41126-83e7-4781-b16d-8ee41f53b4d0 · outbound

This paper cites Exploring the Adversarial Vulnerabilities of Vision-Language-Action Models in Robotics.

Reasoning as a Double-Edged Sword: Architecture and Cross-Stage Robustness in Vision-Language-Action Models Exploring the Adversarial Vulnerabilities of Vision-Language-Action Models in Robotics

Reference 42

Resolution
unresolved
no resolver link, observed 2026-08-15T15:41:31.526691Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-15T15:41:31.526691Z digest=sha256:3dfa588b5dccd2fd0625ba1c3f2222039557f705d418f1ac80cf84e3b84e8948

Observation dd5d62c6-1358-4f73-8161-a2f3e8dbf3ff · outbound

This paper cites RobustVLA: On Robustness of Vision-Language-Action Model against Multi-Modal Perturbations.

Reasoning as a Double-Edged Sword: Architecture and Cross-Stage Robustness in Vision-Language-Action Models RobustVLA: On Robustness of Vision-Language-Action Model against Multi-Modal Perturbations

Reference 43

Resolution
unresolved
no resolver link, observed 2026-08-15T15:41:31.531782Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-15T15:41:31.531782Z digest=sha256:3a01d4641ec6466b0cf513d8c7c4bcd986c7cc02b26b9fe1e9d4d81745560843

Observation e4a6cede-6b19-41cd-b659-08c5f616e58c · outbound

This paper cites an unresolved cited work.

Reasoning as a Double-Edged Sword: Architecture and Cross-Stage Robustness in Vision-Language-Action Models Unresolved cited work

Reference 44

Resolution
verified exact
raw_fallback, observed 2026-08-15T15:41:31.866451Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-08-15T15:41:31.536935Z digest=sha256:e0e1bb5ebb3564f1669d322a9d79f7f096c485049b72cb6d483d982c5ddb8f7d

Observation dee0ea43-4ba8-4b3a-8e18-a1687da21949 · outbound

This paper cites Intriguing properties of neural networks.

Reasoning as a Double-Edged Sword: Architecture and Cross-Stage Robustness in Vision-Language-Action Models Intriguing properties of neural networks

Reference 45

Resolution
unresolved
no resolver link, observed 2026-08-15T15:41:31.541153Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-15T15:41:31.541153Z digest=sha256:a994d5d07d19c5fe58ecdd41634a87dead48fdf132763b0ff86efd241aba1f59

Observation f4fbda70-8953-4a61-ba61-7c66ea005a81 · outbound

This paper cites an unresolved cited work.

Reasoning as a Double-Edged Sword: Architecture and Cross-Stage Robustness in Vision-Language-Action Models Unresolved cited work

Reference 46

Resolution
unresolved
no resolver link, observed 2026-08-15T15:41:31.545926Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-15T15:41:31.545926Z digest=sha256:c517730238538c85667c125d6e62a8e3f33410321f77db798ae5c840cf065f69

Observation 7c85e63f-b46d-4410-a533-639462a77d30 · outbound

This paper cites Kurakin, I.

Reasoning as a Double-Edged Sword: Architecture and Cross-Stage Robustness in Vision-Language-Action Models Kurakin, I

Reference 47

Resolution
verified fuzzy
raw_fallback, observed 2026-08-15T15:41:32.936900Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-08-15T15:41:31.550050Z digest=sha256:43b6c7e4ef37e42e8a5f6acd489c39c30f76c51861b7e6ee0cf1d00045508835

Observation 74068d5e-c5dd-467a-b0a1-431f916d0378 · outbound

This paper cites Carlini and D.

Reasoning as a Double-Edged Sword: Architecture and Cross-Stage Robustness in Vision-Language-Action Models Carlini and D

Reference 48

Resolution
verified fuzzy
raw_fallback, observed 2026-08-15T15:41:32.914520Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-08-15T15:41:31.554326Z digest=sha256:4f896cadbee91874463178cd2cf11e79960f993ac84ba5e9e6abe65d9f28b9b9

Observation 2833d1de-1543-4945-89e1-db27b11de72b · outbound

This paper cites Adversarial Patch.

Reasoning as a Double-Edged Sword: Architecture and Cross-Stage Robustness in Vision-Language-Action Models Adversarial Patch

Reference 49

Resolution
unresolved
no resolver link, observed 2026-08-15T15:41:31.558492Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-15T15:41:31.558492Z digest=sha256:3f8452883bafac7179385636858bb1b25fce60ef9b5bb4391dfa22c3ae56eed6

Observation bc5775ef-8a5a-44cc-b46d-549e6aedf171 · outbound

This paper cites Athalye, N.

Reasoning as a Double-Edged Sword: Architecture and Cross-Stage Robustness in Vision-Language-Action Models Athalye, N

Reference 50

Resolution
verified fuzzy
raw_fallback, observed 2026-08-15T15:41:32.896061Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-08-15T15:41:31.562864Z digest=sha256:532db9f182681d4da4a40146f1428e0921102f03a86fc10837cdf7736b4bc967

Observation 3b213b27-849b-4c17-8366-ce53e5540e4d · outbound

This paper cites Tramèr, N.

Reasoning as a Double-Edged Sword: Architecture and Cross-Stage Robustness in Vision-Language-Action Models Tramèr, N

Reference 51

Resolution
verified fuzzy
raw_fallback, observed 2026-08-15T15:41:32.879246Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-08-15T15:41:31.567177Z digest=sha256:5ec1d98a571b086997123420c2ab5abd95c1850f23af3c3a5b8cd8df727306b5

Observation 21aa48b9-7864-4836-9766-0711fb83e4c0 · outbound

This paper cites Andriushchenko, F.

Reasoning as a Double-Edged Sword: Architecture and Cross-Stage Robustness in Vision-Language-Action Models Andriushchenko, F

Reference 52

Resolution
verified fuzzy
raw_fallback, observed 2026-08-15T15:41:32.861561Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-08-15T15:41:31.571765Z digest=sha256:530700c1295b753716e92a0ef53f4df0f6d63e3a4f8ce775953471f9b7ee6572

Observation 168ad162-c625-49e2-9402-163dfe485991 · outbound

This paper cites Transferability in Machine Learning: from Phenomena to Black-Box Attacks using Adversarial Samples.

Reasoning as a Double-Edged Sword: Architecture and Cross-Stage Robustness in Vision-Language-Action Models Transferability in Machine Learning: from Phenomena to Black-Box Attacks using Adversarial Samples

Reference 53

Resolution
unresolved
no resolver link, observed 2026-08-15T15:41:31.576900Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-15T15:41:31.576900Z digest=sha256:84668d46ca9127976a7cb24113f5cfba68c98268d669fb27299b92856ff17bc0

Observation 6861a357-7b96-455a-acb3-bb9ee25c63b7 · outbound

This paper cites The Space of Transferable Adversarial Examples.

Reasoning as a Double-Edged Sword: Architecture and Cross-Stage Robustness in Vision-Language-Action Models The Space of Transferable Adversarial Examples

Reference 54

Resolution
unresolved
no resolver link, observed 2026-08-15T15:41:31.582456Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-15T15:41:31.582456Z digest=sha256:35d650e4288cd96de798c46d9cbe149de665d0426bea86af142262a2bccc0cb8

Observation 45980da2-83eb-46bd-9666-128eaf44024b · outbound

This paper cites Croce and M.

Reasoning as a Double-Edged Sword: Architecture and Cross-Stage Robustness in Vision-Language-Action Models Croce and M

Reference 55

Resolution
verified fuzzy
raw_fallback, observed 2026-08-15T15:41:32.843776Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-08-15T15:41:31.587605Z digest=sha256:77a254146389eac06ad2eb481950638f8d23949dad53a457cf4c17842f434a6c

Observation 7c403aca-fe75-4e6a-b356-f9f8a536646b · outbound

This paper cites Eykholt, I.

Reasoning as a Double-Edged Sword: Architecture and Cross-Stage Robustness in Vision-Language-Action Models Eykholt, I

Reference 56

Resolution
verified fuzzy
raw_fallback, observed 2026-08-15T15:41:32.820220Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-08-15T15:41:31.592647Z digest=sha256:84bb8794759eb6883e87a1cb6dd7159a2e525ef283202db908ad2f014694e95f

Observation 4478f196-bc42-48cc-ba7e-14fc80181983 · outbound

This paper cites an unresolved cited work.

Reasoning as a Double-Edged Sword: Architecture and Cross-Stage Robustness in Vision-Language-Action Models Unresolved cited work

Reference 57

Resolution
unresolved
raw_fallback, observed 2026-08-15T15:41:32.793547Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-08-15T15:41:31.597491Z digest=sha256:7b7900465218f3153e58bbb5bc6790bf702562534442d0dc832cd57edbc1a905

Observation 351c17c7-b849-4535-be76-72c97651c4b7 · outbound

This paper cites Schlarmann and M.

Reasoning as a Double-Edged Sword: Architecture and Cross-Stage Robustness in Vision-Language-Action Models Schlarmann and M

Reference 58

Resolution
verified fuzzy
raw_fallback, observed 2026-08-15T15:41:32.776313Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-08-15T15:41:31.602357Z digest=sha256:775010a51fa39065b86bcdce8a3d24d63f84488682b4e714df331f3d3670cd6e

Observation 6f79d5cd-2be0-4e3c-a79d-004347970c0a · outbound

This paper cites Fazlyab, A.

Reasoning as a Double-Edged Sword: Architecture and Cross-Stage Robustness in Vision-Language-Action Models Fazlyab, A

Reference 59

Resolution
verified fuzzy
raw_fallback, observed 2026-08-15T15:41:32.756712Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-08-15T15:41:31.608022Z digest=sha256:ae637cdc59fd09cd82f51abcdeed8dde7663c26d9a1b715743d999b1c6547619

Observation 9a334149-165b-47d9-95e2-1d16b8ca2708 · outbound

This paper cites an unresolved cited work.

Reasoning as a Double-Edged Sword: Architecture and Cross-Stage Robustness in Vision-Language-Action Models Unresolved cited work

Reference 60

Resolution
unresolved
raw_fallback, observed 2026-08-15T15:41:32.740008Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-08-15T15:41:31.613330Z digest=sha256:2bcc931945ed5d79141c4590f5e79cd544225d691c7928ceeb7bcbe419b5e427

Observation 68ad3ab1-d47a-4069-8435-a6fc90a0b807 · outbound

This paper cites an unresolved cited work.

Reasoning as a Double-Edged Sword: Architecture and Cross-Stage Robustness in Vision-Language-Action Models Unresolved cited work

Reference 61

Resolution
unresolved
raw_fallback, observed 2026-08-15T15:41:32.719845Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-08-15T15:41:31.618085Z digest=sha256:62fa254fb0c8eaf92ae35bc65f738b66c516444cd673c458c9aefea129dfe08a

Observation e168e44b-5c1c-4f8c-8c0f-920f81e58dc8 · outbound

This paper cites Wong and J.

Reasoning as a Double-Edged Sword: Architecture and Cross-Stage Robustness in Vision-Language-Action Models Wong and J

Reference 62

Resolution
verified fuzzy
raw_fallback, observed 2026-08-15T15:41:32.698262Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-08-15T15:41:31.622812Z digest=sha256:2c5cd9227a640eeaa5c8c352dd97905ba911d6a9e6aeb9140f8a64cd331f01cf

Observation 03947eb8-6b7e-4ab3-859a-d5a211a65dc6 · outbound

This paper cites Henderson, R.

Reasoning as a Double-Edged Sword: Architecture and Cross-Stage Robustness in Vision-Language-Action Models Henderson, R

Reference 63

Resolution
verified fuzzy
raw_fallback, observed 2026-08-15T15:41:32.681422Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-08-15T15:41:31.627571Z digest=sha256:f3692b47581928895e500cbc5c10bafc76b5e1074ff2a68f432c97c5030ca353

Observation a4dffdcd-48d2-4889-8429-b2147a6003a6 · outbound

This paper cites Agarwal, M.

Reasoning as a Double-Edged Sword: Architecture and Cross-Stage Robustness in Vision-Language-Action Models Agarwal, M

Reference 64

Resolution
verified fuzzy
raw_fallback, observed 2026-08-15T15:41:32.663042Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-08-15T15:41:31.632642Z digest=sha256:60a480ad8e244df4c80885e3def8b95e3cd1e68f5deca3f750da095fe6b866c0

Observation 5ec226e1-40a7-4c44-bc5a-923a18e8093e · outbound

This paper cites Hendrycks and T.

Reasoning as a Double-Edged Sword: Architecture and Cross-Stage Robustness in Vision-Language-Action Models Hendrycks and T

Reference 65

Resolution
verified fuzzy
raw_fallback, observed 2026-08-15T15:41:32.641096Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-08-15T15:41:31.637452Z digest=sha256:7eaf6faa2689f5ad7ef98577a8fd052cec1af9fea1531c19bb672ce47aa711c2

Observation e7d9a4b0-1906-40ad-824c-f5cc9166fde3 · outbound

This paper cites Tobin, R.

Reasoning as a Double-Edged Sword: Architecture and Cross-Stage Robustness in Vision-Language-Action Models Tobin, R

Reference 66

Resolution
verified fuzzy
raw_fallback, observed 2026-08-15T15:41:32.621051Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-08-15T15:41:31.642521Z digest=sha256:6e1dd6e9a7dadc20ff57ccfb5fceba187a4db852d5d847f24cd9439dc1fa5b23

Observation 183f2d72-e45e-4f60-bdad-bc34a10c3012 · outbound

This paper cites an unresolved cited work.

Reasoning as a Double-Edged Sword: Architecture and Cross-Stage Robustness in Vision-Language-Action Models Unresolved cited work

Reference 67

Resolution
unresolved
raw_fallback, observed 2026-08-15T15:41:32.601426Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-08-15T15:41:31.647507Z digest=sha256:c5694fa80d6ebe26af6f7ef3506a4ea268adf8d1cc2581f5ae4a8096d2c78370

Observation 25e443f2-7117-4dd6-85c5-354fcd3750a6 · outbound

This paper cites Belinkov and Y.

Reasoning as a Double-Edged Sword: Architecture and Cross-Stage Robustness in Vision-Language-Action Models Belinkov and Y

Reference 68

Resolution
verified fuzzy
raw_fallback, observed 2026-08-15T15:41:32.584102Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-08-15T15:41:31.652292Z digest=sha256:929928f273f103496e3681b489dda5a542dd1deaed810dd5da5f02ff4f113a65

Observation 01a13c9b-b348-4c52-adce-f21ef3690529 · outbound

This paper cites predict action from CoT.

Reasoning as a Double-Edged Sword: Architecture and Cross-Stage Robustness in Vision-Language-Action Models predict action from CoT

Reference 69

Resolution
verified fuzzy
raw_fallback, observed 2026-08-15T15:41:32.565998Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-08-15T15:41:31.657145Z digest=sha256:3cd5fdb9b272e826508882abb38fa16b69c14f502b5761e20cd022d8e7a87df3

Observation 3c786db8-5e48-4b0c-a93a-27e2d0ba4486 · outbound

This paper cites an unresolved cited work.

Reasoning as a Double-Edged Sword: Architecture and Cross-Stage Robustness in Vision-Language-Action Models Unresolved cited work

Reference 70

Resolution
unresolved
raw_fallback, observed 2026-08-15T15:41:32.549256Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-08-15T15:41:31.662586Z digest=sha256:9c5ae2521d364302b3a1345708474715d8a257eec896390ef29917f1f1e03c9b

Observation d03d829a-04d9-4d5b-b6d0-0326cf02fec3 · outbound

This paper cites Raw SR” is undefended task success; “Def. SR.

Reasoning as a Double-Edged Sword: Architecture and Cross-Stage Robustness in Vision-Language-Action Models Raw SR” is undefended task success; “Def. SR

Reference 71

Resolution
malformed identifier
raw_fallback, observed 2026-08-15T15:41:32.533138Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-08-15T15:41:31.667670Z digest=sha256:e32550e2ca49fd08cfc775781b2d7657ecef62ca5533126db62ba8c0b9fa8e6a

Pith citing papers

No inbound Pith citation observations are available.