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Paper Citation Record · LEDGER

Context-Aware Risk Estimation in Home Environments: A Probabilistic Framework for Service Robots

As of 9 August 2026, this Paper Citation Record lists 27 of 27 outbound references and 0 inbound Pith citation observations for arXiv:2508.19788.

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

pith.paper-citation-record.v1
2508.19788 v1

Coverage vector

measured 27 of 27 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-05T15:33:21.319116Z

measured 27 of 27 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-08T06:32:00.761636+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

27 of 27 outbound references displayed

  • verified exact3
  • verified fuzzy18
  • unresolved5
  • parse uncertain1
  • malformed identifier0
  • metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation d99a860e-408f-4259-b184-6a6754df008d · outbound

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

Context-Aware Risk Estimation in Home Environments: A Probabilistic Framework for Service Robots $\pi_0$: A Vision-Language-Action Flow Model for General Robot Control

Reference 1

Resolution
unresolved
no resolver link, observed 2026-08-05T15:33:21.237689Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-05T15:33:21.237689Z digest=sha256:a39526fe42bb2363d62cc7624710692d5740ef1fb51a86eae93c2bb10e522d81

Observation fb44ad41-9a97-4182-908d-43db5779e24a · outbound

This paper cites Care: Cooperation of ai robot enablers to create a vibrant society,.

Context-Aware Risk Estimation in Home Environments: A Probabilistic Framework for Service Robots Care: Cooperation of ai robot enablers to create a vibrant society,

Reference 2

Resolution
verified fuzzy
raw_fallback, observed 2026-08-05T15:33:21.596444Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-05T15:33:21.241678Z digest=sha256:146aa53d77e9dd30db5528922377fcfa1160ad2db1a244773132857452121dad

Observation b2c10e1b-6367-4282-bf9e-60f32eb8d7a6 · outbound

This paper cites Enhancing object search in indoor spaces via personalized object- factored ontologies,.

Context-Aware Risk Estimation in Home Environments: A Probabilistic Framework for Service Robots Enhancing object search in indoor spaces via personalized object- factored ontologies,

Reference 3

Resolution
verified fuzzy
raw_fallback, observed 2026-08-05T15:33:21.586808Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-05T15:33:21.244827Z digest=sha256:e8441fc49f2f6394062ceb70813c18eb7cca6377bc5d13fdfdb52c7dbf24ab50

Observation 9176e330-8e6d-4ec4-bb1e-c4e4fffe07b8 · outbound

This paper cites Report on Ac- cident Risk Assessment in Household Environments,.

Context-Aware Risk Estimation in Home Environments: A Probabilistic Framework for Service Robots Report on Ac- cident Risk Assessment in Household Environments,

Reference 4

Resolution
verified fuzzy
raw_fallback, observed 2026-08-05T15:33:21.576652Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-05T15:33:21.247985Z digest=sha256:0b6f18f5c5dd1d10ef06482ffb713b466f2c0955cea445fb406c3ad2eb0e7e49

Observation f36b58fa-524c-4cfb-8344-b197ded1bd04 · outbound

This paper cites Vital Statistics of Japan, 2023,.

Context-Aware Risk Estimation in Home Environments: A Probabilistic Framework for Service Robots Vital Statistics of Japan, 2023,

Reference 5

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verified fuzzy
raw_fallback, observed 2026-08-05T15:33:21.567201Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-05T15:33:21.251312Z digest=sha256:8940407b813980c4b28df3ed18802d28166fb975f55080d6c2997373e7ed3f4d

Observation e9ff7381-7c21-418d-b3c8-008cecd0096e · outbound

This paper cites Open vocabulary object search utilizing large language models and fuzzy inferencing,.

Context-Aware Risk Estimation in Home Environments: A Probabilistic Framework for Service Robots Open vocabulary object search utilizing large language models and fuzzy inferencing,

Reference 6

Resolution
verified fuzzy
raw_fallback, observed 2026-08-05T15:33:21.557845Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-05T15:33:21.254582Z digest=sha256:dc86f4d9dc68d98fd8fb224298d3a1519b7ba781cc4f6cfe9e92367408c039ea

Observation e839553b-61ea-4a17-baad-20e8b995bb95 · outbound

This paper cites Physical human–robot interaction,.

Context-Aware Risk Estimation in Home Environments: A Probabilistic Framework for Service Robots Physical human–robot interaction,

Reference 7

Resolution
verified fuzzy
raw_fallback, observed 2026-08-05T15:33:21.548147Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-05T15:33:21.257661Z digest=sha256:98f292bc19b0ee4357c25ee8e38c37982745a364a06ac3f134d19542f9af1ce8

Observation 9f566019-d639-43cd-83ee-18f5706c642e · outbound

This paper cites Real-time context- aware detection of unsafe events in robot-assisted surgery,.

Context-Aware Risk Estimation in Home Environments: A Probabilistic Framework for Service Robots Real-time context- aware detection of unsafe events in robot-assisted surgery,

Reference 8

Resolution
verified fuzzy
raw_fallback, observed 2026-08-05T15:33:21.537817Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-05T15:33:21.260915Z digest=sha256:1fd679a3c729612183b3c3dc68ab68c9cae478abbb34ac1f952e902762cd02fa

Observation 6bf8be64-e2c1-466d-ad2c-1a4d357da510 · outbound

This paper cites Hazards in Daily Life? Enabling Robots to Proactively Detect and Resolve Anomalies.

Context-Aware Risk Estimation in Home Environments: A Probabilistic Framework for Service Robots Hazards in Daily Life? Enabling Robots to Proactively Detect and Resolve Anomalies

Reference 9

Resolution
verified exact
local_arxiv, observed 2026-08-05T15:33:21.387056Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-05T15:33:21.263830Z digest=sha256:d8f521423ff64c6a099fdd226eb564b950510679881c720a8e9123a032699fb5

Observation b3413ef4-5f1a-46b1-9992-8e6a0d435095 · outbound

This paper cites TRG-planner: Traversal Risk Graph-Based Path Planning in Unstructured Environments for Safe and Efficient Navigation.

Context-Aware Risk Estimation in Home Environments: A Probabilistic Framework for Service Robots TRG-planner: Traversal Risk Graph-Based Path Planning in Unstructured Environments for Safe and Efficient Navigation

Reference 10

Resolution
verified exact
local_arxiv, observed 2026-08-05T15:33:21.373043Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-05T15:33:21.266823Z digest=sha256:1cc989a3171b53b0ea3188c0e2d68fff2d0e1e7a28a8caf5cd48836c51563d27

Observation 35239305-1e9c-49c5-a761-085d9da463aa · outbound

This paper cites Robotics-enabled in-home envi- ronment screening for fall risks,.

Context-Aware Risk Estimation in Home Environments: A Probabilistic Framework for Service Robots Robotics-enabled in-home envi- ronment screening for fall risks,

Reference 11

Resolution
verified fuzzy
raw_fallback, observed 2026-08-05T15:33:21.528987Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-05T15:33:21.269843Z digest=sha256:e1b510cd83da4957dd92c77f722e136bd29ea1f3f6b75b8ea0b7997ebf3e6ecd

Observation 1611e148-39e8-4fc6-abaf-d9481ce15103 · outbound

This paper cites Factor graphs for robot perception,.

Context-Aware Risk Estimation in Home Environments: A Probabilistic Framework for Service Robots Factor graphs for robot perception,

Reference 12

Resolution
verified fuzzy
raw_fallback, observed 2026-08-05T15:33:21.519959Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-05T15:33:21.273100Z digest=sha256:49d187bf1a58e4caeb9b3232f8f5226a2b45f68b2c5263ec0ed55a845938075c

Observation 9beb7954-0ed1-44ca-be30-696453818799 · outbound

This paper cites Multi-Robot Collaborative Perception with Graph Neural Networks.

Context-Aware Risk Estimation in Home Environments: A Probabilistic Framework for Service Robots Multi-Robot Collaborative Perception with Graph Neural Networks

Reference 13

Resolution
verified exact
local_arxiv, observed 2026-08-05T15:33:21.359375Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-05T15:33:21.275791Z digest=sha256:2d40ed38a86fde0a98c264568895b18547458847d341948b4eacc58f53d366b5

Observation 1e611ff9-35c3-497c-b724-7c28379d7a90 · outbound

This paper cites Semantic-based multi-object search optimization in service robots using probabilistic and contextual priors,.

Context-Aware Risk Estimation in Home Environments: A Probabilistic Framework for Service Robots Semantic-based multi-object search optimization in service robots using probabilistic and contextual priors,

Reference 14

Resolution
verified fuzzy
raw_fallback, observed 2026-08-05T15:33:21.511153Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-05T15:33:21.278997Z digest=sha256:d6b04df944c0101669f4783f341565f189f30a42c503ee83d19b9570b9e82320

Observation fa6c37ac-b5e9-4ac8-a4d1-9812ca80ae24 · outbound

This paper cites EARBench: Towards Evaluating Physical Risk Awareness for Task Planning of Foundation Model-based Embodied AI Agents.

Context-Aware Risk Estimation in Home Environments: A Probabilistic Framework for Service Robots EARBench: Towards Evaluating Physical Risk Awareness for Task Planning of Foundation Model-based Embodied AI Agents

Reference 15

Resolution
unresolved
no resolver link, observed 2026-08-05T15:33:21.281847Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-05T15:33:21.281847Z digest=sha256:ff26013a4473a8b7861ba1083c3ff6708c87634517e43dbe6603332d6fa39c69

Observation 1427012c-eca6-47a9-9166-3be2fd66f6a5 · outbound

This paper cites Integrating semantic awareness and probabilistic priors for object search in indoor environments,.

Context-Aware Risk Estimation in Home Environments: A Probabilistic Framework for Service Robots Integrating semantic awareness and probabilistic priors for object search in indoor environments,

Reference 16

Resolution
verified fuzzy
raw_fallback, observed 2026-08-05T15:33:21.501105Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-05T15:33:21.284827Z digest=sha256:ff31adaa171c445eb285e3e13d9bce800d0ba6c0d8b8f4786907382f4d904ddd

Observation ea15324c-9ee5-48f4-a77d-a5d58eb0b087 · outbound

This paper cites Cooperation of assistive robots to improve productivity in the nursing care field,.

Context-Aware Risk Estimation in Home Environments: A Probabilistic Framework for Service Robots Cooperation of assistive robots to improve productivity in the nursing care field,

Reference 17

Resolution
unresolved
no resolver link, observed 2026-08-05T15:33:21.287593Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-05T15:33:21.287593Z digest=sha256:5c005f9ce2fe1a8ae66bbcf0a10d428019440871426cd87067a135a1b3b1c5df

Observation 0fba5880-bab9-41f1-99fd-67b9693cdc14 · outbound

This paper cites Enrichme: Perception and interaction of an assistive robot for the elderly at home,.

Context-Aware Risk Estimation in Home Environments: A Probabilistic Framework for Service Robots Enrichme: Perception and interaction of an assistive robot for the elderly at home,

Reference 18

Resolution
verified fuzzy
raw_fallback, observed 2026-08-05T15:33:21.484906Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-05T15:33:21.291475Z digest=sha256:35ec792d8f3d19d6da340a0067884ea516378f1b514bfa78508505a22aadfaa6

Observation 6ede5502-3d4d-411b-b1d8-411804752eb7 · outbound

This paper cites A novel approach for lidar-based robot localization in a scale-drifted map constructed using monocular slam,.

Context-Aware Risk Estimation in Home Environments: A Probabilistic Framework for Service Robots A novel approach for lidar-based robot localization in a scale-drifted map constructed using monocular slam,

Reference 19

Resolution
verified fuzzy
raw_fallback, observed 2026-08-05T15:33:21.474593Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-05T15:33:21.294651Z digest=sha256:5e15ae055bbbbeb65120a7f958da6c9396e3880f320f6c761d424a3dd6498e9b

Observation cf4b769c-7035-4474-877e-e2131656a434 · outbound

This paper cites “don’t forget to put the milk back!.

Context-Aware Risk Estimation in Home Environments: A Probabilistic Framework for Service Robots “don’t forget to put the milk back!

Reference 20

Resolution
verified fuzzy
raw_fallback, observed 2026-08-05T15:33:21.463847Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-05T15:33:21.297561Z digest=sha256:f65adc188eb40b69a37dc8dde42eae9edd4fe1b3a84df9f8c4aff71967ec5992

Observation 47621c17-ac2e-41b0-ae72-214382b9b0fa · outbound

This paper cites Deep-learning-based context-aware multi-level information fusion framework for indoor mobile robots,.

Context-Aware Risk Estimation in Home Environments: A Probabilistic Framework for Service Robots Deep-learning-based context-aware multi-level information fusion framework for indoor mobile robots,

Reference 21

Resolution
verified fuzzy
raw_fallback, observed 2026-08-05T15:33:21.454844Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-05T15:33:21.300197Z digest=sha256:6a8bbd6bf28afdcf6c3ad930ef28d201ac2029adec5e952ef7882b3b7ccf78b7

Observation 2b3e840b-a2bc-48f6-a1c6-43e8f85e6ec7 · outbound

This paper cites Accident Information Data Bank System.

Context-Aware Risk Estimation in Home Environments: A Probabilistic Framework for Service Robots Accident Information Data Bank System

Reference 22

Resolution
verified fuzzy
raw_fallback, observed 2026-08-05T15:33:21.445777Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-05T15:33:21.303140Z digest=sha256:0cc0c0c846ba3bbff4bde9ed3ea517ac35e9f5957b904b9e18b30404be245fd0

Observation cf90bdd5-4331-4512-a4ea-e870ed291a75 · outbound

This paper cites Detecting twenty-thousand classes using image-level supervision,.

Context-Aware Risk Estimation in Home Environments: A Probabilistic Framework for Service Robots Detecting twenty-thousand classes using image-level supervision,

Reference 23

Resolution
verified fuzzy
raw_fallback, observed 2026-08-05T15:33:21.426372Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-05T15:33:21.309708Z digest=sha256:57f88e764c45f82d2ea67ca6414796b1bda81951e287450a1f2f53d18b26e892

Observation 493f4c05-25cc-4578-bdf7-8da46a0cccb3 · outbound

This paper cites Indoor seg- mentation and support inference from rgbd images,.

Context-Aware Risk Estimation in Home Environments: A Probabilistic Framework for Service Robots Indoor seg- mentation and support inference from rgbd images,

Reference 24

Resolution
unresolved
no resolver link, observed 2026-08-05T15:33:21.312720Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-05T15:33:21.312720Z digest=sha256:b7d9f25e48ef4bc616fdac3fdb19762f9ecdeb3350a90f50580d485f6cd40a8c

Observation dc7a91c5-9eda-4a07-b20b-4bcdb2e9a7b6 · outbound

This paper cites Psm: A predictive safety model for body motion based on the spring-damper pendulum,.

Context-Aware Risk Estimation in Home Environments: A Probabilistic Framework for Service Robots Psm: A predictive safety model for body motion based on the spring-damper pendulum,

Reference 25

Resolution
verified fuzzy
raw_fallback, observed 2026-08-05T15:33:21.411378Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-05T15:33:21.315405Z digest=sha256:7a2846f285dac8ab3d306b253b3a1990c35f21dd3151d435a1eb939b2b403092

Observation 5f101878-38e1-424c-a88c-4e9947b4e9f8 · outbound

This paper cites Safe mobile robot navigation in human-centered en- vironments using a heat map-based path planner,.

Context-Aware Risk Estimation in Home Environments: A Probabilistic Framework for Service Robots Safe mobile robot navigation in human-centered en- vironments using a heat map-based path planner,

Reference 26

Resolution
unresolved
no resolver link, observed 2026-08-05T15:33:21.319116Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-05T15:33:21.319116Z digest=sha256:788353084387d72e2d1482f93a36fd849c5afaf2dc3b6a5e6dd12de2b2ab41e2

Observation 15b8bf78-3def-4a0e-b9d1-ff2124fe082a · outbound

This paper cites 11, 2025.

Context-Aware Risk Estimation in Home Environments: A Probabilistic Framework for Service Robots 11, 2025

Reference 2024

Resolution
parse uncertain
raw_fallback, observed 2026-08-05T15:33:21.436336Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-05T15:33:21.306859Z digest=sha256:42bafbc2a5774263368976d94953b88c8fd3efd8e7f8b3ae7ab2cd3a558222ad

Pith citing papers

No inbound Pith citation observations are available.