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Paper Citation Record · LEDGER

Can We Detect Failures Without Failure Data? Uncertainty-Aware Runtime Failure Detection for Imitation Learning Policies

As of 9 August 2026, this Paper Citation Record lists 0 of 0 outbound references and 15 inbound Pith citation observations for arXiv:2503.08558.

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

pith.paper-citation-record.v1
2503.08558 v3

Coverage vector

measured 0 of 0 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links

measured 15 of 15 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 15 of 15 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-08-08T00:10:44.821747Z

measured 0 of 1 external citation measurements

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

Source: arxiv_reference, observed 2026-07-04T10:39:44.739703Z

Reference resolution

0 of 0 outbound references displayed

  • verified exact0
  • verified fuzzy0
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  • malformed identifier0
  • metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

No outbound reference observations are available for this paper version.

Pith citing papers

Observation efe95888-2254-4c33-88b5-4b888cc48894 · inbound

INSIGHT: INference-time Sequence Introspection for Generating Help Triggers in Vision-Language-Action Models cites this paper.

INSIGHT: INference-time Sequence Introspection for Generating Help Triggers in Vision-Language-Action Models Can We Detect Failures Without Failure Data? Uncertainty-Aware Runtime Failure Detection for Imitation Learning Policies

Reference 21

Resolution
unresolved
no resolver link, observed 2026-08-04T12:59:13.614712Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-04T12:59:13.614712Z digest=sha256:77799c5d944ec29a6671813e863ab027058d212c3b112e38ef6cdefb0652c8c8

Observation 81db673f-3945-4630-b448-d136354c9728 · inbound

InFeR: Informed Failure Resilience in Learned Visual Navigation Control cites this paper.

InFeR: Informed Failure Resilience in Learned Visual Navigation Control Can We Detect Failures Without Failure Data? Uncertainty-Aware Runtime Failure Detection for Imitation Learning Policies

Reference 22

Resolution
verified exact
arxiv_id, observed 2026-05-21T19:35:32.540284Z

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=2026-05-21T19:34:23.351547Z digest=sha256:6a598105d18454bf79fb88033cce7801fa914f963a4e65249aebe981ac6f5291

Observation 705bcd79-6b3b-4464-8987-ad77eba0a37a · inbound

CycleVLA: Proactive Self-Correcting Vision-Language-Action Models via Subtask Backtracking and Minimum Bayes Risk Decoding cites this paper.

CycleVLA: Proactive Self-Correcting Vision-Language-Action Models via Subtask Backtracking and Minimum Bayes Risk Decoding Can We Detect Failures Without Failure Data? Uncertainty-Aware Runtime Failure Detection for Imitation Learning Policies

Reference 37

Resolution
unresolved
no resolver link, observed 2026-08-03T12:37:27.032739Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-03T12:37:27.032739Z digest=sha256:9c3169903da32b18d8830c24ca2702abb8927278a2586df0f26214ecabfba92b

Observation f388011e-3e1f-4159-8373-ac140bdb1c05 · inbound

Failure Identification in Imitation Learning Via Statistical and Semantic Filtering cites this paper.

Failure Identification in Imitation Learning Via Statistical and Semantic Filtering Can We Detect Failures Without Failure Data? Uncertainty-Aware Runtime Failure Detection for Imitation Learning Policies

Reference 12

Resolution
verified exact
arxiv_id, observed 2026-05-10T13:40:26.543764Z

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=2026-05-10T13:40:04.811242Z digest=sha256:ffda4ec3b94d42e56a6155252d235458d36a3bd664c6f868039e282f911e2a81

Observation 67c299e1-c847-4a31-bfca-ce744b1e9a26 · inbound

VLAConf: Calibrated Task-Success Confidence for Vision-Language-Action Models cites this paper.

VLAConf: Calibrated Task-Success Confidence for Vision-Language-Action Models Can We Detect Failures Without Failure Data? Uncertainty-Aware Runtime Failure Detection for Imitation Learning Policies

Reference 17

Resolution
verified exact
arxiv_id, observed 2026-06-29T14:13:30.501960Z

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=2026-06-29T06:53:56.750481Z digest=sha256:b656c016d78082ed3bda5ec10dbf625908c43294f4ea9205b0354544d24c6d91

Observation e93b5dd6-85ce-4b82-bfab-b70c2f70b2b0 · inbound

Flow-based Policy Adaptation without Policy Updates cites this paper.

Flow-based Policy Adaptation without Policy Updates Can We Detect Failures Without Failure Data? Uncertainty-Aware Runtime Failure Detection for Imitation Learning Policies

Reference 4

Resolution
verified exact
arxiv_id, observed 2026-07-02T13:26:59.191356Z

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=2026-06-28T01:18:08.001674Z digest=sha256:98f6607bcd7231781b1e5cedb6f2c89b1b286aec19bedafccfd481bb7aceb987

Observation eb744522-033d-4e72-bc2d-6a8f99177a4f · inbound

AEGIS: A Backup Reflex for Physical AI cites this paper.

AEGIS: A Backup Reflex for Physical AI Can We Detect Failures Without Failure Data? Uncertainty-Aware Runtime Failure Detection for Imitation Learning Policies

Reference 28

Resolution
verified exact
arxiv_id, observed 2026-07-02T13:47:00.008456Z

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=2026-06-28T00:54:46.723901Z digest=sha256:ec9a242ced934ac8e1bd4645d2458683919705b7c85c33730321acadfa269735

Observation 8c8c032a-d6f0-451d-9eb9-8836551635dd · inbound

ActProbe: Action-Space Probe for Early Failure Detection of Generative Robot Policies cites this paper.

ActProbe: Action-Space Probe for Early Failure Detection of Generative Robot Policies Can We Detect Failures Without Failure Data? Uncertainty-Aware Runtime Failure Detection for Imitation Learning Policies

Reference 23

Resolution
verified exact
arxiv_id, observed 2026-07-02T22:57:26.076402Z

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=2026-06-27T18:35:24.934570Z digest=sha256:89d81f86c2af93bc431ffbcc3941492323892bb17a85ce54cfc3e8455facd99a

Observation 4e8883c9-04fe-49a3-88d1-52f3da21824f · inbound

Tri-Info: Generalizable, Interpretable Failure Prediction for VLA Models via Information Theory cites this paper.

Tri-Info: Generalizable, Interpretable Failure Prediction for VLA Models via Information Theory Can We Detect Failures Without Failure Data? Uncertainty-Aware Runtime Failure Detection for Imitation Learning Policies

Reference 297

Resolution
metadata mismatch
arxiv_id, observed 2026-07-04T04:39:34.318877Z

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=arxiv_source observed=2026-06-26T16:53:53.441274Z digest=sha256:a09b8bc28d5428c84a2fef5d1f769e0ab7cb11791da827bdb31900955b14d03e

Observation 77a4162c-b887-490c-89e7-cd602f077f33 · inbound

Robot Critics that Sweat the Small Stuff cites this paper.

Robot Critics that Sweat the Small Stuff Can We Detect Failures Without Failure Data? Uncertainty-Aware Runtime Failure Detection for Imitation Learning Policies

Reference 48

Resolution
verified exact
arxiv_id, observed 2026-07-04T06:39:37.240545Z

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=sha256:77c1adfcc61eb7643737ff10580628219c5f9061e8666b7ef7eb091de61b3df2

Observation ab62e882-b486-4a70-a4f4-165cb73a3202 · inbound

Foresight: Failure Detection for Long-Horizon Robotic Manipulation with Action-Conditioned World Model Latents cites this paper.

Foresight: Failure Detection for Long-Horizon Robotic Manipulation with Action-Conditioned World Model Latents Can We Detect Failures Without Failure Data? Uncertainty-Aware Runtime Failure Detection for Imitation Learning Policies

Reference 1

Resolution
verified exact
arxiv_id, observed 2026-07-04T10:39:44.741288Z

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=2026-06-26T08:43:06.983870Z digest=sha256:fff64c8473fa5cca1511267423579194e8840738edb48ab019acad8e978906c0

Observation 6efec801-d6e5-4491-80be-511566169c37 · inbound

RL$^2$-VLA: Adaptive RL Latent Compositional Steering with Test-Time Scaling for Vision-Language-Action Models cites this paper.

RL$^2$-VLA: Adaptive RL Latent Compositional Steering with Test-Time Scaling for Vision-Language-Action Models Can We Detect Failures Without Failure Data? Uncertainty-Aware Runtime Failure Detection for Imitation Learning Policies

Reference 41

Resolution
unresolved
no resolver link, observed 2026-07-30T14:45:01.992203Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-07-30T14:45:01.992203Z digest=sha256:702b1c7733a99cfdb066692b9278b229a681c18c94c1e86a5937a964d25a85d0

Observation e11dd19a-af92-43ff-9f1f-d7154a4e67ac · inbound

RL$^2$-VLA: Adaptive RL Latent Compositional Steering with Test-Time Scaling for Vision-Language-Action Models cites this paper.

RL$^2$-VLA: Adaptive RL Latent Compositional Steering with Test-Time Scaling for Vision-Language-Action Models Can We Detect Failures Without Failure Data? Uncertainty-Aware Runtime Failure Detection for Imitation Learning Policies

Reference 41

Resolution
unresolved
no resolver link, observed 2026-08-01T10:23:16.470353Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-01T10:23:16.470353Z digest=sha256:423e6e546cddb83114428f84b54453ebaf9381591bbc2614df70e0a2beb1e99d

Observation bf7ae1cc-5856-4952-8dfe-c0202d06f572 · inbound

The Geometry of Flow-Matching Uncertainty: A Cost-free Uncertainty Proxy and Its Application in Flow-based VLA Failure Detection cites this paper.

The Geometry of Flow-Matching Uncertainty: A Cost-free Uncertainty Proxy and Its Application in Flow-based VLA Failure Detection Can We Detect Failures Without Failure Data? Uncertainty-Aware Runtime Failure Detection for Imitation Learning Policies

Reference 24

Resolution
unresolved
no resolver link, observed 2026-08-05T04:30:16.439922Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-05T04:30:16.439922Z digest=sha256:f611cb52a5ac24b24ce9d82035b9cb030facfb765adda804f78c5db982b50b50

Observation db2c927f-be6f-42b8-a8c4-6d990d90dd8b · inbound

SAFECAST: Robust Failure Detection for VLA Policies with Contrast-Set Training and Calibration cites this paper.

SAFECAST: Robust Failure Detection for VLA Policies with Contrast-Set Training and Calibration Can We Detect Failures Without Failure Data? Uncertainty-Aware Runtime Failure Detection for Imitation Learning Policies

Reference 25

Resolution
unresolved
no resolver link, observed 2026-08-08T00:10:44.821747Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-08T00:10:44.821747Z digest=sha256:76b8058b908c0962445cabea3eec3aa1d023074d4bcafd45063d84818384d486