Paper Citation Record · LEDGER

Act, Think or Abstain: Complexity-Aware Adaptive Inference for Vision-Language-Action Models

As of 14 August 2026, this Paper Citation Record lists 28 of 28 outbound references and 0 inbound Pith citation observations for arXiv:2603.05147.

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

pith.paper-citation-record.v1
2603.05147 v2

Coverage vector

measured 28 of 28 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-02T18:48:54.233217Z

measured 28 of 28 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-13T06:32:02.005865+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

28 of 28 outbound references displayed

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unresolved28
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External citation measurements

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Outbound references

Observation f2db258e-e7c0-4e4d-8348-5ca9f54cb7cf · outbound

This paper cites Robotic control via embodied chain-of-thought reasoning,.

Act, Think or Abstain: Complexity-Aware Adaptive Inference for Vision-Language-Action Models Robotic control via embodied chain-of-thought reasoning,

Reference 1

Resolution: unresolved; no resolver link, observed 2026-08-02T18:48:51.342213Z

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Observation 24964ee5-06f2-4113-bc0e-76975f88b8d7 · outbound

This paper cites Cot-vla: Visual chain-of-thought reasoning for vision-language-action models,.

Act, Think or Abstain: Complexity-Aware Adaptive Inference for Vision-Language-Action Models Cot-vla: Visual chain-of-thought reasoning for vision-language-action models,

Reference 2

Resolution: unresolved; no resolver link, observed 2026-08-02T18:48:51.431250Z

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Observation 3b1ef08a-15bf-4565-a708-c708f6643013 · outbound

This paper cites Fast ecot: Efficient embodied chain-of-thought via thoughts reuse,.

Act, Think or Abstain: Complexity-Aware Adaptive Inference for Vision-Language-Action Models Fast ecot: Efficient embodied chain-of-thought via thoughts reuse,

Reference 3

Resolution: unresolved; no resolver link, observed 2026-08-02T18:48:51.539689Z

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Observation 6f98cfc5-8a08-4985-a5e5-d3a24d0d8305 · outbound

This paper cites What matters in building vision–language– action models for generalist robots,.

Act, Think or Abstain: Complexity-Aware Adaptive Inference for Vision-Language-Action Models What matters in building vision–language– action models for generalist robots,

Reference 4

Resolution: unresolved; no resolver link, observed 2026-08-02T18:48:51.625938Z

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Observation a05419c4-9e03-4566-9c81-759097979ccc · outbound

This paper cites Bridgedata v2: A dataset for robot learning at scale,.

Act, Think or Abstain: Complexity-Aware Adaptive Inference for Vision-Language-Action Models Bridgedata v2: A dataset for robot learning at scale,

Reference 5

Resolution: unresolved; no resolver link, observed 2026-08-02T18:48:51.722517Z

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Observation 6d9a28d0-581e-44b9-9ee3-631407d90cc5 · outbound

This paper cites Open x-embodiment: Robotic learning datasets and rt-x models: Open x- embodiment collaboration 0,.

Act, Think or Abstain: Complexity-Aware Adaptive Inference for Vision-Language-Action Models Open x-embodiment: Robotic learning datasets and rt-x models: Open x- embodiment collaboration 0,

Reference 6

Resolution: unresolved; no resolver link, observed 2026-08-02T18:48:51.844145Z

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Observation 944a38e9-5f64-4e69-9ceb-bd0979ed8521 · outbound

This paper cites Rt-2: Vision-language-action models transfer web knowledge to robotic control,.

Act, Think or Abstain: Complexity-Aware Adaptive Inference for Vision-Language-Action Models Rt-2: Vision-language-action models transfer web knowledge to robotic control,

Reference 7

Resolution: unresolved; no resolver link, observed 2026-08-02T18:48:51.936566Z

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Observation ae8431e6-7195-4066-9964-bcf1e8d8736c · outbound

This paper cites OpenVLA: An Open-Source Vision-Language-Action Model.

Act, Think or Abstain: Complexity-Aware Adaptive Inference for Vision-Language-Action Models OpenVLA: An Open-Source Vision-Language-Action Model

Reference 8

Resolution: unresolved; no resolver link, observed 2026-08-02T18:48:52.069550Z

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Observation 423453be-298b-4b5d-b5ba-3d088f9b4197 · outbound

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

Act, Think or Abstain: Complexity-Aware Adaptive Inference for Vision-Language-Action Models $\pi_0$: A Vision-Language-Action Flow Model for General Robot Control

Reference 9

Resolution: unresolved; no resolver link, observed 2026-08-02T18:48:52.167088Z

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Observation f0589c35-40dd-4b9d-8a10-16b87376a1de · outbound

This paper cites GR00T N1: An Open Foundation Model for Generalist Humanoid Robots.

Act, Think or Abstain: Complexity-Aware Adaptive Inference for Vision-Language-Action Models GR00T N1: An Open Foundation Model for Generalist Humanoid Robots

Reference 10

Resolution: unresolved; no resolver link, observed 2026-08-02T18:48:52.236235Z

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Observation b7755610-7e70-4994-87d7-d40accde8d50 · outbound

This paper cites π ∗ 0.6: a vla that learns from experience,.

Act, Think or Abstain: Complexity-Aware Adaptive Inference for Vision-Language-Action Models π ∗ 0.6: a vla that learns from experience,

Reference 11

Resolution: unresolved; no resolver link, observed 2026-08-02T18:48:52.321488Z

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Observation 71402313-8f76-4efc-a5be-c6222c35c19a · outbound

This paper cites VLA-RL: Towards Masterful and General Robotic Manipulation with Scalable Reinforcement Learning.

Act, Think or Abstain: Complexity-Aware Adaptive Inference for Vision-Language-Action Models VLA-RL: Towards Masterful and General Robotic Manipulation with Scalable Reinforcement Learning

Reference 12

Resolution: unresolved; no resolver link, observed 2026-08-02T18:48:52.392191Z

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Observation ba4bc401-fab4-48ee-8754-4ba42047d549 · outbound

This paper cites Smolvla: A vision-language-action model for affordable and efficient robotics,.

Act, Think or Abstain: Complexity-Aware Adaptive Inference for Vision-Language-Action Models Smolvla: A vision-language-action model for affordable and efficient robotics,

Reference 13

Resolution: unresolved; no resolver link, observed 2026-08-02T18:48:52.509812Z

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Observation 9d7e39c7-d0fa-47a4-8a04-aa18ad26340f · outbound

This paper cites Tinyvla: Towards fast, data-efficient vision- language-action models for robotic manipulation,.

Act, Think or Abstain: Complexity-Aware Adaptive Inference for Vision-Language-Action Models Tinyvla: Towards fast, data-efficient vision- language-action models for robotic manipulation,

Reference 14

Resolution: unresolved; no resolver link, observed 2026-08-02T18:48:52.685186Z

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Observation efb29793-8700-4c0d-b4e4-e7c8cee26164 · outbound

This paper cites Instructvla: Vision-language-action instruction tuning from understanding to manipulation,.

Act, Think or Abstain: Complexity-Aware Adaptive Inference for Vision-Language-Action Models Instructvla: Vision-language-action instruction tuning from understanding to manipulation,

Reference 15

Resolution: unresolved; no resolver link, observed 2026-08-02T18:48:52.777610Z

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Observation a0d047ee-566a-446d-b825-7676369d0279 · outbound

This paper cites Steerable Vision-Language-Action Policies for Embodied Reasoning and Hierarchical Control.

Act, Think or Abstain: Complexity-Aware Adaptive Inference for Vision-Language-Action Models Steerable Vision-Language-Action Policies for Embodied Reasoning and Hierarchical Control

Reference 16

Resolution: unresolved; no resolver link, observed 2026-08-02T18:48:52.849158Z

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Observation b709fa55-c3e7-4efd-ae11-97c23f2140f5 · outbound

This paper cites Onetwovla: A unified vision-language-action model with adaptive reasoning,.

Act, Think or Abstain: Complexity-Aware Adaptive Inference for Vision-Language-Action Models Onetwovla: A unified vision-language-action model with adaptive reasoning,

Reference 17

Resolution: unresolved; no resolver link, observed 2026-08-02T18:48:52.933599Z

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Observation 6c97d867-f5df-4a45-9579-1bea54c45a00 · outbound

This paper cites Safe: Multitask failure detection for vision-language- action models,.

Act, Think or Abstain: Complexity-Aware Adaptive Inference for Vision-Language-Action Models Safe: Multitask failure detection for vision-language- action models,

Reference 18

Resolution: unresolved; no resolver link, observed 2026-08-02T18:48:53.033786Z

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Observation 0cb36279-bc22-4038-bd8a-8f48011192a7 · outbound

This paper cites SmolVLM: Redefining small and efficient multimodal models.

Act, Think or Abstain: Complexity-Aware Adaptive Inference for Vision-Language-Action Models SmolVLM: Redefining small and efficient multimodal models

Reference 19

Resolution: unresolved; no resolver link, observed 2026-08-02T18:48:53.101905Z

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Observation 1d2a65e5-348e-4ee3-a952-5440288eca47 · outbound

This paper cites Flow matching for generative modeling,.

Act, Think or Abstain: Complexity-Aware Adaptive Inference for Vision-Language-Action Models Flow matching for generative modeling,

Reference 20

Resolution: unresolved; no resolver link, observed 2026-08-02T18:48:53.309315Z

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Observation e3ab23f1-9163-4fa2-907d-6c58b8fe9beb · outbound

This paper cites The Llama 3 Herd of Models.

Act, Think or Abstain: Complexity-Aware Adaptive Inference for Vision-Language-Action Models The Llama 3 Herd of Models

Reference 21

Resolution: unresolved; no resolver link, observed 2026-08-02T18:48:53.460763Z

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Observation 4e859834-cb50-4da4-b9bf-4cacc0b97dd6 · outbound

This paper cites Gaussian mixture models.

Act, Think or Abstain: Complexity-Aware Adaptive Inference for Vision-Language-Action Models Gaussian mixture models

Reference 22

Resolution: unresolved; no resolver link, observed 2026-08-02T18:48:53.619512Z

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Observation d3ad6f08-25c5-49e5-9cd6-ff58e53d7c47 · outbound

This paper cites The ma- halanobis distance,.

Act, Think or Abstain: Complexity-Aware Adaptive Inference for Vision-Language-Action Models The ma- halanobis distance,

Reference 23

Resolution: unresolved; no resolver link, observed 2026-08-02T18:48:53.716648Z

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Observation ad71fbf7-8820-4815-85f7-70ee195fca93 · outbound

This paper cites A well-conditioned estimator for large- dimensional covariance matrices,.

Act, Think or Abstain: Complexity-Aware Adaptive Inference for Vision-Language-Action Models A well-conditioned estimator for large- dimensional covariance matrices,

Reference 24

Resolution: unresolved; no resolver link, observed 2026-08-02T18:48:53.857715Z

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Observation 37e1eb46-4955-49ad-a21d-4cecec6ec22b · outbound

This paper cites Libero: Benchmarking knowledge transfer for lifelong robot learn- ing,.

Act, Think or Abstain: Complexity-Aware Adaptive Inference for Vision-Language-Action Models Libero: Benchmarking knowledge transfer for lifelong robot learn- ing,

Reference 25

Resolution: unresolved; no resolver link, observed 2026-08-02T18:48:54.012491Z

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Observation 55b79511-27f2-49c5-92f6-f3e19302baa5 · outbound

This paper cites LIBERO-PRO: Towards Robust and Fair Evaluation of Vision-Language-Action Models Beyond Memorization.

Act, Think or Abstain: Complexity-Aware Adaptive Inference for Vision-Language-Action Models LIBERO-PRO: Towards Robust and Fair Evaluation of Vision-Language-Action Models Beyond Memorization

Reference 26

Resolution: unresolved; no resolver link, observed 2026-08-02T18:48:54.118494Z

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Observation 224d4ea4-6cbf-45bd-b00a-c6be90abfeb6 · outbound

This paper cites mixup: Beyond empirical risk minimization,.

Act, Think or Abstain: Complexity-Aware Adaptive Inference for Vision-Language-Action Models mixup: Beyond empirical risk minimization,

Reference 27

Resolution: unresolved; no resolver link, observed 2026-08-02T18:48:54.233217Z

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Observation 0aa0d5b0-414a-4e09-a3d6-7684c7023ea6 · outbound

This paper cites SmolVLA: A Vision-Language-Action Model for Affordable and Efficient Robotics.

Act, Think or Abstain: Complexity-Aware Adaptive Inference for Vision-Language-Action Models SmolVLA: A Vision-Language-Action Model for Affordable and Efficient Robotics

Reference 2025

Resolution: unresolved; no resolver link, observed 2026-08-02T18:48:52.616387Z

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Pith citing papers

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