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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 2026-08-21T06:32:19.484+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:d3cf257d0509c1639d3ff437bfb3f560dfedf162882679ed17df651fd02329a8

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 2026-08-21T06:32:19.484+00:00.

source=pdf_text observed=2026-08-15T15:41:31.372257Z digest=sha256:53c1bcd85a3aee2cab7b325be379424487f7a9b8ea73d4717a79cddcfd08843a

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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source=pdf_text observed=2026-08-15T15:41:31.391138Z digest=sha256:105c643b7806a88a51029756e6b2f9bc0775245743c3f9315fece48cfce96a02

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=sha256:9e9ba98d743d1869db429a5792b8c472cd7293a9f2377ba64a480b040b321a85

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 2026-08-21T06:32:19.484+00:00.

source=pdf_text observed=2026-08-15T15:41:31.405143Z digest=sha256:566c9a5d2450fa721dd778f0bd24eb461de3c8237daee21f0776c2243519d5e5

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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source=pdf_text observed=2026-08-15T15:41:31.409822Z digest=sha256:82dfcec7bda6b5bed0432b21abe59ddd0fd8757d68c4b320b208a203ba9e4fb2

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=sha256:9e78979af159f0ef1bdaf016c7b55a33b99da6351b4ca881d844d9cc5d8fe45a

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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No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

source=pdf_text observed=2026-08-15T15:41:31.427985Z digest=sha256:991d05679c8cd9799402a2e93cfa66279c433cd3a3bd5e4d86d155197488cd8a

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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No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

source=pdf_text observed=2026-08-15T15:41:31.432144Z digest=sha256:0104e9a3db12e125218746f66863fc25720132678d8ff795ad5eba11686f5260

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=sha256:7f0c699f689282c02d7e811d8bef272e63f9f08f74642303a9ad163d6c5e9eb1

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:eeb9425d93e4187aace69653a4d5a937d8d4a45710722c9847e88114ff75295f

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 2026-08-21T06:32:19.484+00:00.

source=pdf_text observed=2026-08-15T15:41:31.449784Z digest=sha256:4f28f313040af9f580050b730981d98621005306821361a7aa43eebed0da096e

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 2026-08-21T06:32:19.484+00:00.

source=pdf_text observed=2026-08-15T15:41:31.465366Z digest=sha256:a66dc73bb0ceb697895f6022119833f0473724a777b6ead67c660480f5a3e746

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 2026-08-21T06:32:19.484+00:00.

source=pdf_text observed=2026-08-15T15:41:31.475225Z digest=sha256:a3bca95042f40c7b864e401b51519b74423cc27b95bbf1ba70f4526f60de394e

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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source=pdf_text observed=2026-08-15T15:41:31.484760Z digest=sha256:2ea1ee08dc625d7de6705c751b6f19a296f6600e8d7baf8240be1f067ed12fa6

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 2026-08-21T06:32:19.484+00:00.

source=pdf_text observed=2026-08-15T15:41:31.494809Z digest=sha256:63fc573566cb9f7c75fbb6e7be42abd1a2ca451096fb30194768b5824a7d459e

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

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unresolved
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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

source=pdf_text observed=2026-08-15T15:41:31.499490Z digest=sha256:4f3885e1e692d8c62eccc937e874d2e7a1b390fb80beac8d9d92a2a54aa873ec

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

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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
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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 2026-08-21T06:32:19.484+00:00.

source=pdf_text observed=2026-08-15T15:41:31.536935Z digest=sha256:7529662dac09766569df2ebf73c769304eca85e219b35daf57637854f14806ea

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 2026-08-21T06:32:19.484+00:00.

source=pdf_text observed=2026-08-15T15:41:31.550050Z digest=sha256:421ca067acb94a67a38311d4e8871fe581704e4b7ff05b27bfca82d5b0b19597

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 2026-08-21T06:32:19.484+00:00.

source=pdf_text observed=2026-08-15T15:41:31.554326Z digest=sha256:c493f48baa23365bcda6b823e4556844740a812915146eab06f8535437ff9830

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 2026-08-21T06:32:19.484+00:00.

source=pdf_text observed=2026-08-15T15:41:31.562864Z digest=sha256:07a8a2a373a0637f1413fb3e71032d73bfce17143d94f05348316eefcb3e9dfd

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 2026-08-21T06:32:19.484+00:00.

source=pdf_text observed=2026-08-15T15:41:31.567177Z digest=sha256:bec43c9ea3d74ad275b2e50015177a00ab952e682891109e82a99726d2c8a50c

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 2026-08-21T06:32:19.484+00:00.

source=pdf_text observed=2026-08-15T15:41:31.571765Z digest=sha256:aa776ef805679ddd882327ef2cb80f9c4f5133dd40cba11414e5b6e8aeac37db

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 2026-08-21T06:32:19.484+00:00.

source=pdf_text observed=2026-08-15T15:41:31.587605Z digest=sha256:cda1774f67e85f69fb88a749c3e00a8f60735e3636dbda0edbbf4eb113a03b1d

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 2026-08-21T06:32:19.484+00:00.

source=pdf_text observed=2026-08-15T15:41:31.592647Z digest=sha256:f50cca02d014966fabfe8d9ec7f38d76ba782782c06a4671709870f8335ff163

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 2026-08-21T06:32:19.484+00:00.

source=pdf_text observed=2026-08-15T15:41:31.597491Z digest=sha256:b252ed836b47fe5349df0ab475fb9bdfa16d5600b564bc43a40e8d026cef9cf9

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 2026-08-21T06:32:19.484+00:00.

source=pdf_text observed=2026-08-15T15:41:31.602357Z digest=sha256:1dd5dacf02adb2f4e9e402cd1a076a4c1d4b46a44db1975c7ca28d6ddf10963d

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 2026-08-21T06:32:19.484+00:00.

source=pdf_text observed=2026-08-15T15:41:31.608022Z digest=sha256:1f6de54c0e8e25a301c79d7f6b0413ee4e6f55fbe9b5d35001a7779bbb94c3c0

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 2026-08-21T06:32:19.484+00:00.

source=pdf_text observed=2026-08-15T15:41:31.613330Z digest=sha256:2cf05d996d296ed6f79290fe9728eb76ff31e647aafec2fef85c650c48b334ac

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 2026-08-21T06:32:19.484+00:00.

source=pdf_text observed=2026-08-15T15:41:31.618085Z digest=sha256:4ff3cbb6ed69365827caa283b80f809e1411ab7bbf77a1ab6f7781a58118d216

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 2026-08-21T06:32:19.484+00:00.

source=pdf_text observed=2026-08-15T15:41:31.622812Z digest=sha256:fe07df6da1413ce2805d7d65e63cb720671207cfd12ee652331b1c1db0361ba5

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 2026-08-21T06:32:19.484+00:00.

source=pdf_text observed=2026-08-15T15:41:31.627571Z digest=sha256:336ef85a8899832a4cc34c09da8b180c23d9521a7c985bac2ca4ef49a18481d4

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 2026-08-21T06:32:19.484+00:00.

source=pdf_text observed=2026-08-15T15:41:31.632642Z digest=sha256:0765de9b0a148636b7deb500da292ff761119e638d61676bc6aa012774fac3cf

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 2026-08-21T06:32:19.484+00:00.

source=pdf_text observed=2026-08-15T15:41:31.637452Z digest=sha256:c6a469fd5374b0ec024bba9b36f0b04ce3fb24cf2e1a81e71fe2d1169783c8e2

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 2026-08-21T06:32:19.484+00:00.

source=pdf_text observed=2026-08-15T15:41:31.642521Z digest=sha256:3410de63096511b3abb410a138fb941403a7cfba41a8349cf60288e41103715d

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 2026-08-21T06:32:19.484+00:00.

source=pdf_text observed=2026-08-15T15:41:31.647507Z digest=sha256:99a2839d686c0343349e84cf79621f26a8e8d4e4bb4d0e0dc9aaef637f43c82e

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 2026-08-21T06:32:19.484+00:00.

source=pdf_text observed=2026-08-15T15:41:31.652292Z digest=sha256:790ee7fc78d8625ce139406733c260349563b8121b457a0dfab52af4184e8002

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 2026-08-21T06:32:19.484+00:00.

source=pdf_text observed=2026-08-15T15:41:31.657145Z digest=sha256:346b6275cf1a357cdce2a4f322dfbff20dce0edf26f3e60b250be7ae973a6b16

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 2026-08-21T06:32:19.484+00:00.

source=pdf_text observed=2026-08-15T15:41:31.662586Z digest=sha256:a94eca84bab56b160666a54fb89bd0cd66666a7bb939c05c383e7db4bd62eda5

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 2026-08-21T06:32:19.484+00:00.

source=pdf_text observed=2026-08-15T15:41:31.667670Z digest=sha256:98b2e4ca5dd970a6082ef534b9a3b5271b1121d1420132e5c7824ca5ade2892a

Pith citing papers

No inbound Pith citation observations are available.