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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 16 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 2026-08-16T06:30:59.297886+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=sha256:88a89c1106e85eebd99ad47c67de14f7f786a24717ba924d8f31d5b4c7aa85be

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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No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

source=pdf_text observed=2026-08-15T15:41:31.334290Z digest=sha256:460cdc79e9290018dcab0c7214404a49dcc0c89b5912fd2071de6a4c778b1139

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:e09d112b132073ed79cca2621bd4ef61b0e6aba7a675dd1c44583222869ee626

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:cf852a2d5d2141545f1c9a034e2c308a18b49d03f13176b3b8299ee453e6a1db

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=sha256:63fb508553817bb66a379d23205e525b1583f23384252930851e166bca2cacad

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=sha256:6909e55386e354421ca90c4adf0436bf43cdaef2730260bd99e4123dda1286b1

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=sha256:7a5bb565d0480dd72e08b777673d7fa357370177f13986281864a3f4abc5f36e

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:bc61e0d70bb3c06ec6745b431d935f6da2f3092adffb0d178532bdc47d6a4bff

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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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

source=pdf_text observed=2026-08-15T15:41:31.372257Z digest=sha256:e268bb21150ed039d9f8fa3e485967df64e77cdb87b12e05e4f3a9d3950b0aa9

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:b74b27437c86fa565ca46a88a4164a964099fef6d7bacb2dbc589cbe2a8d3335

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:cdae3443a5bb03dddeb2c631aa0664e3c411df4474433634709621dd938ea9ca

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=sha256:83a81775900be2a9ac8fd7982017d1d42a529bd08306b8378374293d79d18b62

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 2026-08-16T06:30:59.297886+00:00.

source=pdf_text observed=2026-08-15T15:41:31.391138Z digest=sha256:e8afbaff915a64018a86c73cee5e58ac8f44966c3b14a2c69abf60570883acdd

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=sha256:992a9143c349920b01a23b89bf5b2964fece4808995a54ec39d29e106a96334f

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=sha256:2df3a23c812753b7658bc0ecacf30feb4f3c185b3c8e411a7ec9f5d6c56d36e9

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 2026-08-16T06:30:59.297886+00:00.

source=pdf_text observed=2026-08-15T15:41:31.405143Z digest=sha256:95dff3dea98c82c0f6e81e96018d3944a11e82dc45f0e87e3f955352152ae3e0

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=sha256:8eaf95b8f81df6e646f191bb35e426e6d24616c14659c0fdfe39d27eb4d0267a

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=sha256:92d6aef155860605729262c1ec851b588a023b48d6ac6b022e999cf4b750ff16

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:e7a6bf63e0c129c9112d1a29575dac2487daea583bc3f2647601fc65a6ec7435

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:a5ba349e8c21a8ff2154ddf0da625cf97f9d95c097566ebe2a7210438aadd9df

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 2026-08-16T06:30:59.297886+00:00.

source=pdf_text observed=2026-08-15T15:41:31.427985Z digest=sha256:0320c71758019a2c2c1fe8b1b926158d79d60a82a90ca786d4a95b6635860864

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 2026-08-16T06:30:59.297886+00:00.

source=pdf_text observed=2026-08-15T15:41:31.432144Z digest=sha256:bceb61e9cb7e5fb03855981534f08b7cd57eb8a508fd1b937ae0e8debe4fa762

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:d89b752f549d249c30f7b5bd2ed037a2908da8c4d2a1eacb951d96ca7221937c

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=sha256:45924c1c1282c1dff9e3c416ce08a1aa132cf63396a529a8bd5d210de347994f

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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No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

source=pdf_text observed=2026-08-15T15:41:31.445517Z digest=sha256:df897e3e6957892e336fcd86c9acac6064e3feff0e63ed812753878889b3f2ca

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 2026-08-16T06:30:59.297886+00:00.

source=pdf_text observed=2026-08-15T15:41:31.449784Z digest=sha256:b5242b1aa679f9d344caa81475cb6cbaf601a67e40cfe4d2fede7a3152c9af6a

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=sha256:873ffffced3776f910f90a805541046adcea3ceabd956dd3efe2ec1bc6df5712

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=sha256:7bfdfd5e57b449386218e7db3b42525bfeca6afe772fdad03c7117c7499ff3b7

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 2026-08-16T06:30:59.297886+00:00.

source=pdf_text observed=2026-08-15T15:41:31.465366Z digest=sha256:513dcfd4dd3ca584ea116190eded5b8fcf0b59c8754653762ea4e620f73bbc6c

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=sha256:3d38ed57049bf5e05d1bb1912e399bca08cabd0276ebe88e5614e9a44b05f724

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 2026-08-16T06:30:59.297886+00:00.

source=pdf_text observed=2026-08-15T15:41:31.475225Z digest=sha256:00f9f2eb40e6699555351fe71c2379a199b2f4e80a1b8a0465e8200b180b2c27

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:f133cc3e6b7a84c8903bf90c5aa905ffa0b95cd9148ec453841896d7734dafb6

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 2026-08-16T06:30:59.297886+00:00.

source=pdf_text observed=2026-08-15T15:41:31.484760Z digest=sha256:063fda6bcadd1f93418ebf3d0134533c593732ffd34e9d7ac3a85435de3e4576

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=sha256:9899a4619786a67ca4d925744b8ae731d54546ced6db83a21692571db1bdffd8

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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raw_fallback, observed 2026-08-15T15:41:32.999149Z

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No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

source=pdf_text observed=2026-08-15T15:41:31.494809Z digest=sha256:b3abbb2684a886fa329a361b4c08b913926fc69a838d41994e0d5a344278f198

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 2026-08-16T06:30:59.297886+00:00.

source=pdf_text observed=2026-08-15T15:41:31.499490Z digest=sha256:0e3fb4907539174c93dbd3f645b141310fc7819c69dd8949b78f7cb38be5c356

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:d839f903e16609147a26a8f9e6380183841474e569d8d83db5e32f51a5b03771

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=sha256:312568dde4d5b8b120bb9deca712521c6b776a9a3d23c834b4dc61e69a02b67b

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:d64f5fc0ffaf8da4c297c7fa84b9473e4a01c93343ceca0828f27b561c13584d

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=sha256:69add6ebdbc9f0861ca7908d15a9cbdab7dd2a6c4738da177244651d0a1cefb5

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=sha256:2f91ac6cb3e8d6160bcaa4206db62647defd3fa4eb644a40af96f1fc8443ff06

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:b8a02a2406050ed1e603a9884db0384a0b75652084f80f890e2d5b9ba5d2027a

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:d99f69413de6f61002e3fcd3a4679b45ae71fe47e7d50eb9a770fa81854a8926

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 2026-08-16T06:30:59.297886+00:00.

source=pdf_text observed=2026-08-15T15:41:31.536935Z digest=sha256:1b101dbc2766674c6e772a942a7eb9bf722c5b2ccb3d3bcb4dac05382e16c47d

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=sha256:43e9b8ffd2530fef79a3b0348f9da79e0402199098bcc29edf9f5b501c4fe1a9

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=sha256:9a676b95c9418ef6bbf6777c8d91540cd5c97f78044980f9f4c03c97e8c9962f

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 2026-08-16T06:30:59.297886+00:00.

source=pdf_text observed=2026-08-15T15:41:31.550050Z digest=sha256:a4d46bda14bb626226e753011af3182bb0651de36e811a0435b00e9ff78f90a3

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 2026-08-16T06:30:59.297886+00:00.

source=pdf_text observed=2026-08-15T15:41:31.554326Z digest=sha256:080ea07f0b75f1400beca7cdacefea8d6ac2d4576b65bab1aa2773035c3caa73

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=sha256:01560f121c7a9de699efb820de51bf35574682ec3673661da2d1ae7383b5c455

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 2026-08-16T06:30:59.297886+00:00.

source=pdf_text observed=2026-08-15T15:41:31.562864Z digest=sha256:c525bd6def974d58fd11478b2f23edbbbebd76cf837c2638a01ae595cf329b9a

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 2026-08-16T06:30:59.297886+00:00.

source=pdf_text observed=2026-08-15T15:41:31.567177Z digest=sha256:3c7463963f8cbb2576a5054e18a9e40200e52a709b972346a5aa8ea932e2f2cb

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 2026-08-16T06:30:59.297886+00:00.

source=pdf_text observed=2026-08-15T15:41:31.571765Z digest=sha256:00308f5f65d4111c035a0faabed2bcf0afa17df7f17e0d17af6633c26b1d9875

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=sha256:12bf6883e79cbd57bbf9cbbf3204c5e22d075b2cc7977ad843ff20982c313f61

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=sha256:1b481d009bf1a31c4d93272b05082bdcb1ccc071ee317c5c41a781ad7850d928

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 2026-08-16T06:30:59.297886+00:00.

source=pdf_text observed=2026-08-15T15:41:31.587605Z digest=sha256:d4ec7c1359f9469cc69810d903dd1bceb886fbba1ad5891fe5de3b8a36f6369a

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 2026-08-16T06:30:59.297886+00:00.

source=pdf_text observed=2026-08-15T15:41:31.592647Z digest=sha256:c61ecd2b2c56a71838366be5ed432b666954863526011934ab7428000033ff8c

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 2026-08-16T06:30:59.297886+00:00.

source=pdf_text observed=2026-08-15T15:41:31.597491Z digest=sha256:bbd4d79fa104159fb1136b18e6eb200614dcdb7c6b255d2758c1886b368ef368

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 2026-08-16T06:30:59.297886+00:00.

source=pdf_text observed=2026-08-15T15:41:31.602357Z digest=sha256:36b7aa3a2e7d6f145767c150a23f1457d2fd1868d5f5d1e2e9838405ef3b6b66

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 2026-08-16T06:30:59.297886+00:00.

source=pdf_text observed=2026-08-15T15:41:31.608022Z digest=sha256:5d268b5e49952f996eea0c9ea0696cfe1f4d5e05b1f92a68608de21a01110831

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 2026-08-16T06:30:59.297886+00:00.

source=pdf_text observed=2026-08-15T15:41:31.613330Z digest=sha256:a915a76d787e3735e3446919511eaf3f9e006077862568fc405efb4ceb1abd95

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 2026-08-16T06:30:59.297886+00:00.

source=pdf_text observed=2026-08-15T15:41:31.618085Z digest=sha256:5103106adae42f5a968520ebb6d5c631471364cc1c4773cc8ede20ecc755e642

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 2026-08-16T06:30:59.297886+00:00.

source=pdf_text observed=2026-08-15T15:41:31.622812Z digest=sha256:03871f3443fc7ebf0f26efd06b794535ecd9a0caa65be8d050716c7ef16967b5

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 2026-08-16T06:30:59.297886+00:00.

source=pdf_text observed=2026-08-15T15:41:31.627571Z digest=sha256:5ebf5c74cce6e0e85d35d838044b5bf105fb1d90c8af26b90e1e940188d9000b

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 2026-08-16T06:30:59.297886+00:00.

source=pdf_text observed=2026-08-15T15:41:31.632642Z digest=sha256:a5acd0d9f541deec0f1b82e3aa2201e4909a1dee96180b24408dfd908bf25a02

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 2026-08-16T06:30:59.297886+00:00.

source=pdf_text observed=2026-08-15T15:41:31.637452Z digest=sha256:f76244abd7f78ce67118bd7ebfffee1d589b86c32eb5189723a6d00c3a65da40

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 2026-08-16T06:30:59.297886+00:00.

source=pdf_text observed=2026-08-15T15:41:31.642521Z digest=sha256:b4f0cc9240d4aefafd49fc5c5742eee77fabbbd70e86cecb06260d366e1f7c92

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 2026-08-16T06:30:59.297886+00:00.

source=pdf_text observed=2026-08-15T15:41:31.647507Z digest=sha256:460af4f6118e3351f394553f025f6eefb206d5c9a1496cb4cf5b6fb46f993203

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 2026-08-16T06:30:59.297886+00:00.

source=pdf_text observed=2026-08-15T15:41:31.652292Z digest=sha256:a7a6a7e1adf70d8b5d1f1f0612b7b53db470bc53f24a39445673ad8c995b8160

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 2026-08-16T06:30:59.297886+00:00.

source=pdf_text observed=2026-08-15T15:41:31.657145Z digest=sha256:d8d38ea58ede805d22ecef247c0125e748ec37dd81ec83237556bc6031aecf0c

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 2026-08-16T06:30:59.297886+00:00.

source=pdf_text observed=2026-08-15T15:41:31.662586Z digest=sha256:29e154af9c33aa1db68d5f814ec965ae42c095f3805f078599ac856cf1f820b4

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 2026-08-16T06:30:59.297886+00:00.

source=pdf_text observed=2026-08-15T15:41:31.667670Z digest=sha256:f72e3c5949517a3fdfcf08e9c17139d8ec0a449918270e1f7f42d906707b9635

Pith citing papers

No inbound Pith citation observations are available.