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Paper Citation Record · LEDGER

Steering Your Generalists: Improving Robotic Foundation Models via Value Guidance

As of 10 August 2026, this Paper Citation Record lists 0 of 0 outbound references and 29 inbound Pith citation observations for arXiv:2410.13816.

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

pith.paper-citation-record.v1
2410.13816 v2

Coverage vector

measured 0 of 0 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links

measured 29 of 29 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-09T06:31:02.800959+00:00

measured 29 of 29 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-08-07T00:26:30.915268Z

measured 1 of 1 external citation measurements

A source-named dated measurement, never combined with another source.

Source: pith, observed 2026-08-05T02:28:24.338817Z

Reference resolution

0 of 0 outbound references displayed

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External citation measurements

0
pith, observed 2026-08-05T02:28:24.338817Z

Outbound references

No outbound reference observations are available for this paper version.

Pith citing papers

Observation 82ba4deb-b497-40f3-8b1d-0234f7378ec3 · inbound

Steering Robots with Inference-Time Interactions cites this paper.

Steering Robots with Inference-Time Interactions Steering Your Generalists: Improving Robotic Foundation Models via Value Guidance

Reference 78

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no resolver link, observed 2026-08-07T00:26:30.915268Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T00:26:30.915268Z digest=sha256:4906d99953af24a5a1b5246262d66777f8b9635a01af934e690a799dea28769b

Observation 431e4292-c8b8-49ad-8121-66766e9471ad · inbound

Steering Your Diffusion Policy with Latent Space Reinforcement Learning cites this paper.

Steering Your Diffusion Policy with Latent Space Reinforcement Learning Steering Your Generalists: Improving Robotic Foundation Models via Value Guidance

Reference 54

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verified exact
arxiv_id, observed 2026-05-17T21:55:46.465566Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-05-17T21:55:46.183007Z digest=sha256:6c2671f2d0cabca0ad78716abb06ab7718c6bdb1792e6c80d04612056e94c323

Observation 280bbe23-c9e2-4460-9622-240ff2a3765f · inbound

Latent Policy Barrier: Learning Robust Visuomotor Policies by Staying In-Distribution cites this paper.

Latent Policy Barrier: Learning Robust Visuomotor Policies by Staying In-Distribution Steering Your Generalists: Improving Robotic Foundation Models via Value Guidance

Reference 47

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no resolver link, observed 2026-08-05T23:06:33.836456Z

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Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-05T23:06:33.836456Z digest=sha256:77518f4d4f868aa58e33fb090c8dd78ca8e8d742df83c21cc10bf65376f9d2b7

Observation f81a2e7d-54e7-48a4-a8d8-e0ffe599cf5c · inbound

Balancing Signal and Variance: Adaptive Offline RL Post-Training for VLA Flow Models cites this paper.

Balancing Signal and Variance: Adaptive Offline RL Post-Training for VLA Flow Models Steering Your Generalists: Improving Robotic Foundation Models via Value Guidance

Reference 30

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no resolver link, observed 2026-08-05T10:30:23.621321Z

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Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-05T10:30:23.621321Z digest=sha256:103e7ff1d0c5b21ed8d81d7af702c93aa2a6e54d49a735e90db3d0faf1360eae

Observation 11f4e421-1fa6-43f2-9827-9479de4dc67c · inbound

EVE: A Generator-Verifier System for Generative Policies cites this paper.

EVE: A Generator-Verifier System for Generative Policies Steering Your Generalists: Improving Robotic Foundation Models via Value Guidance

Reference 29

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no resolver link, observed 2026-08-03T14:10:36.223054Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-03T14:10:36.223054Z digest=sha256:b4ee39c898f0c45ca60df9d77295660ebd176f999d1b5b637c17aea398be473f

Observation d6b58301-bdf1-45e7-ba8b-de75f3fcc548 · inbound

You've Got a Golden Ticket: Improving Generative Robot Policies With A Single Noise Vector cites this paper.

You've Got a Golden Ticket: Improving Generative Robot Policies With A Single Noise Vector Steering Your Generalists: Improving Robotic Foundation Models via Value Guidance

Reference 24

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arxiv_id, observed 2026-05-15T09:55:24.183504Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-05-15T09:53:45.151347Z digest=sha256:217188cfd9561665b085fae1f94223132e7a8c6d7756306cccd5f7337ae17d78

Observation 5de3b609-1808-437b-a62d-46500b7d2574 · inbound

SOLE-R1: Video-Language Reasoning as the Sole Reward for On-Robot Reinforcement Learning cites this paper.

SOLE-R1: Video-Language Reasoning as the Sole Reward for On-Robot Reinforcement Learning Steering Your Generalists: Improving Robotic Foundation Models via Value Guidance

Reference 39

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no resolver link, observed 2026-07-13T16:10:12.689957Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-07-13T16:10:12.689957Z digest=sha256:fe98b14f3a7c9a1f34f464e8d84230725677cb2b4e63719e3fdfd0d425b222b0

Observation d27af200-99d9-4546-9045-cac5167c09d4 · inbound

World Action Verifier: Self-Improving World Models via Forward-Inverse Asymmetry cites this paper.

World Action Verifier: Self-Improving World Models via Forward-Inverse Asymmetry Steering Your Generalists: Improving Robotic Foundation Models via Value Guidance

Reference 87

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no resolver link, observed 2026-07-13T14:05:26.303000Z

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Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-07-13T14:05:26.303000Z digest=sha256:766b322d07f4ef452c0175c0d49315a9635713a02760fc614146011cc0a7d6be

Observation f39066e2-4d65-4b9f-aefb-86064780b19e · inbound

Action Images: End-to-End Policy Learning via Multiview Video Generation cites this paper.

Action Images: End-to-End Policy Learning via Multiview Video Generation Steering Your Generalists: Improving Robotic Foundation Models via Value Guidance

Reference 42

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metadata mismatch
arxiv_id, observed 2026-05-10T23:50:53.460917Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-05-10T18:51:05.206602Z digest=sha256:a47937c99c5c8e86c1c2b531da60424b8e1307065edf63fd9694e7e1594e8d83

Observation 7dc30270-99c5-4322-b1d9-d2f294d4f994 · inbound

Sumo: Dynamic and Generalizable Whole-Body Loco-Manipulation cites this paper.

Sumo: Dynamic and Generalizable Whole-Body Loco-Manipulation Steering Your Generalists: Improving Robotic Foundation Models via Value Guidance

Reference 33

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arxiv_id, observed 2026-05-11T06:25:58.872304Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-05-10T17:38:49.399967Z digest=sha256:8cbf8a1ec49d488cb2ad0975ddb18c5434aee138c5cd968885216abec856c0b1

Observation 5dc265e5-2b5e-4b75-8fc7-209bda580483 · inbound

FASTER: Value-Guided Sampling for Fast RL cites this paper.

FASTER: Value-Guided Sampling for Fast RL Steering Your Generalists: Improving Robotic Foundation Models via Value Guidance

Reference 15

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arxiv_id, observed 2026-05-10T02:48:26.504357Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-05-10T02:47:36.475845Z digest=sha256:68c62a548acc32a2f212d2160d1993549887f580cea525ddf471d2f6b99e2fda

Observation 6d5654a9-30d7-47e3-958c-cc74253ea683 · inbound

Breaking Lock-In: Preserving Steerability under Low-Data VLA Post-Training cites this paper.

Breaking Lock-In: Preserving Steerability under Low-Data VLA Post-Training Steering Your Generalists: Improving Robotic Foundation Models via Value Guidance

Reference 57

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verified exact
arxiv_id, observed 2026-05-11T20:46:11.874198Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-05-08T08:07:47.793895Z digest=sha256:cd48f004acd589f01caa73cac9cd6536d98f5e4f41258107b2543309adf66581

Observation 71ccceb0-4bcc-40fb-9997-df0e21f18a90 · inbound

Agent-Centric Observation Adaptation for Robust Visual Control under Dynamic Perturbations cites this paper.

Agent-Centric Observation Adaptation for Robust Visual Control under Dynamic Perturbations Steering Your Generalists: Improving Robotic Foundation Models via Value Guidance

Reference 42

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metadata mismatch
arxiv_id, observed 2026-05-11T22:21:47.687009Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-05-08T02:53:39.060764Z digest=sha256:87f8ba977b607ad64f6500a6ad4d8fc2ce660ddbc6bc00675afbaf044440da49

Observation 707986f2-bb99-456f-9771-85806412c125 · inbound

Agent-Centric Observation Adaptation for Robust Visual Control under Dynamic Perturbations cites this paper.

Agent-Centric Observation Adaptation for Robust Visual Control under Dynamic Perturbations Steering Your Generalists: Improving Robotic Foundation Models via Value Guidance

Reference 42

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arxiv_id, observed 2026-05-11T00:50:49.832076Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-05-11T00:48:43.992238Z digest=sha256:73298ce9c0efa016f66f3da2c1b87e12b2672896789eadac81737e3408dcba6a

Observation b2dd4fbf-ab64-4608-8ed9-e594cb534089 · inbound

VLA-ATTC: Adaptive Test-Time Compute for VLA Models with Relative Action Critic Model cites this paper.

VLA-ATTC: Adaptive Test-Time Compute for VLA Models with Relative Action Critic Model Steering Your Generalists: Improving Robotic Foundation Models via Value Guidance

Reference 15

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metadata mismatch
arxiv_id, observed 2026-05-11T16:46:06.365027Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-05-09T15:10:16.533927Z digest=sha256:8f967e91c12aad0ad4c532bdd5796703ac565e01d28dae1660a83e178121bab2

Observation 31736ac4-3980-4425-82c7-29c41eb16ec6 · inbound

Offline Policy Evaluation for Manipulation Policies via Discounted Liveness Formulation cites this paper.

Offline Policy Evaluation for Manipulation Policies via Discounted Liveness Formulation Steering Your Generalists: Improving Robotic Foundation Models via Value Guidance

Reference 19

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arxiv_id, observed 2026-05-13T02:17:06.358956Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-05-13T02:14:57.505609Z digest=sha256:b51eb1e7a2c2e61d00579007b894c38bd904ab797a1afc39d1309713be160792

Observation 47de585d-e6c3-4970-81bb-65a0411dbc49 · inbound

BOKBO (Best of K Bad Options): Calibrated Abstention for VLA Policies cites this paper.

BOKBO (Best of K Bad Options): Calibrated Abstention for VLA Policies Steering Your Generalists: Improving Robotic Foundation Models via Value Guidance

Reference 13

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arxiv_id, observed 2026-06-29T08:13:15.444767Z

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No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-06-29T08:08:00.917021Z digest=sha256:820c542287e0c1b4d8cf53fca2b3523d29dcd99ae7ba240a1bda7bd0fe1992ec

Observation dc403619-571b-4905-a418-88591f34805c · inbound

VeriSpace: Spatially Grounded Action Verification for Vision-Language-Action Models cites this paper.

VeriSpace: Spatially Grounded Action Verification for Vision-Language-Action Models Steering Your Generalists: Improving Robotic Foundation Models via Value Guidance

Reference 33

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verified exact
arxiv_id, observed 2026-07-03T06:17:41.831432Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-06-27T12:47:35.314486Z digest=sha256:47cb92659163311b128bd8349c1785f0c1ecd0c236e59dd9bc22622d474e4664

Observation abaf5e70-0ae9-4ffc-84d3-fedd7f610078 · inbound

Test-Time Gradient Guidance of Flow Policies in Reinforcement Learning cites this paper.

Test-Time Gradient Guidance of Flow Policies in Reinforcement Learning Steering Your Generalists: Improving Robotic Foundation Models via Value Guidance

Reference 45

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arxiv_id, observed 2026-07-03T04:17:36.927107Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-06-27T14:05:01.073951Z digest=sha256:9d0cd64f10206672aaf2f54179ec94c02d24dda0eb65dc4fdf4a21ef2f2560a9

Observation 656ee199-fd43-48f0-a3da-9094d7ce2ed9 · inbound

DF-ExpEnse: Diffusion Filtered Exploration for Sample Efficient Finetuning cites this paper.

DF-ExpEnse: Diffusion Filtered Exploration for Sample Efficient Finetuning Steering Your Generalists: Improving Robotic Foundation Models via Value Guidance

Reference 10

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arxiv_id, observed 2026-07-04T01:29:22.899636Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-06-26T20:19:15.766523Z digest=sha256:5fddac5f8dc7996cd825be3958c4e665b794ab6ecf62e28f82e5898b2a95b3d4

Observation 87600d76-9c70-45eb-b6d0-ed34b2eb15db · inbound

Robot Critics that Sweat the Small Stuff cites this paper.

Robot Critics that Sweat the Small Stuff Steering Your Generalists: Improving Robotic Foundation Models via Value Guidance

Reference 26

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arxiv_id, observed 2026-07-04T06:39:37.242543Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-06-26T14:20:37.905355Z digest=sha256:7a7699009c84a03fadec796d24547750f5ff53a836d510ca0077950a96c8922c

Observation a5b6bf11-93d1-423a-b2bf-83fd5f440024 · inbound

HiL-ResRL: A Model-Agnostic Finetuning Adapter via Human-in-the-loop Residual Reinforcement Learning cites this paper.

HiL-ResRL: A Model-Agnostic Finetuning Adapter via Human-in-the-loop Residual Reinforcement Learning Steering Your Generalists: Improving Robotic Foundation Models via Value Guidance

Reference 6

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arxiv_id, observed 2026-07-04T10:29:45.610956Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-06-26T08:45:04.483217Z digest=sha256:569565fdab872cd095319bf41103ac89af54aa0f4e79e1da9c2dabe1d35c31aa

Observation 07cfd9af-6379-472b-ad7f-1169317edb50 · inbound

Learning Process Rewards via Success Visitation Matching for Efficient RL cites this paper.

Learning Process Rewards via Success Visitation Matching for Efficient RL Steering Your Generalists: Improving Robotic Foundation Models via Value Guidance

Reference 61

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arxiv_id, observed 2026-07-04T09:59:44.522102Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-06-26T09:20:35.062060Z digest=sha256:bd51edda81c80c6d1b9c29e09906fb88bf1f887a7263dc8ffc827b1e50168ffd

Observation b412d2a6-f41b-43c3-80c0-dc84627e29ce · inbound

Inference-Time Robot Behavior Steering through Physically-Aware Reconfiguration of Task-Structure cites this paper.

Inference-Time Robot Behavior Steering through Physically-Aware Reconfiguration of Task-Structure Steering Your Generalists: Improving Robotic Foundation Models via Value Guidance

Reference 10

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arxiv_id, observed 2026-07-04T13:09:50.149613Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-06-26T05:32:52.472573Z digest=sha256:3961df493cc89b70533e2b755a560c83eaae5eb9f8c0d685152cadb6ec125b81

Observation 503ae2ce-26a3-41dd-a1a3-2568040f645a · inbound

Trust Your Instincts: Confidence-Driven Test-Time RL for Vision-Language-Action Models cites this paper.

Trust Your Instincts: Confidence-Driven Test-Time RL for Vision-Language-Action Models Steering Your Generalists: Improving Robotic Foundation Models via Value Guidance

Reference 30

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arxiv_id, observed 2026-06-30T06:04:21.089589Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-06-30T06:02:15.781538Z digest=sha256:ef866f6acda13ce6e80803880c0b336f0edf51a9846d24ea905e96bce0f6b076

Observation 3b62d44b-7c5f-4024-8512-23f5cb58520e · inbound

Adapting Generalist Robot Policies with Semantic Reinforcement Learning cites this paper.

Adapting Generalist Robot Policies with Semantic Reinforcement Learning Steering Your Generalists: Improving Robotic Foundation Models via Value Guidance

Reference 23

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verified exact
arxiv_id, observed 2026-07-01T10:45:42.717218Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-07-01T05:09:29.625066Z digest=sha256:38509695e01cb90b18d2ddcbf9892cc628b3b83aed4f5ac6337852165b833fae

Observation 0da31749-55ee-445a-a6b4-02101293d13a · inbound

DREAMSTEER: Latent World Models Can Steer VLA Policies During Deployment Without Any Finetuning cites this paper.

DREAMSTEER: Latent World Models Can Steer VLA Policies During Deployment Without Any Finetuning Steering Your Generalists: Improving Robotic Foundation Models via Value Guidance

Reference 12

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no resolver link, observed 2026-07-12T06:30:52.991927Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-07-12T06:30:52.991927Z digest=sha256:b3a38d2f9b48c3850538ecfbc1a46ac3585a1adb7815c41f97f88bc2adc7d182

Observation 24c08ec6-4883-4799-a82d-5fda3be8664c · inbound

LLM-as-a-Verifier: A General-Purpose Verification Framework cites this paper.

LLM-as-a-Verifier: A General-Purpose Verification Framework Steering Your Generalists: Improving Robotic Foundation Models via Value Guidance

Reference 86

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local_arxiv, observed 2026-07-07T12:53:50.136045Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-07-07T12:47:29.552283Z digest=sha256:8394161647273b7b929bed8d9fad9ebd29bf289fdda35439be3c97a89a721a81

Observation d644c3bd-b56f-4e03-93a7-2505c60d8a8c · inbound

LLM-as-a-Verifier: A General-Purpose Verification Framework cites this paper.

LLM-as-a-Verifier: A General-Purpose Verification Framework Steering Your Generalists: Improving Robotic Foundation Models via Value Guidance

Reference 86

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no resolver link, observed 2026-07-11T07:02:51.850836Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-07-11T07:02:51.850836Z digest=sha256:ce32ed6a608f52e15af38b43c1ffa5cb80ec0ae71fe4a7acadacc60ea7a6c139