Pith. sign in

Paper Citation Record · LEDGER

Designing Memory-Augmented AR Agents for Spatiotemporal Reasoning in Personalized Task Assistance

As of 20 August 2026, this Paper Citation Record lists 60 of 60 outbound references and 1 inbound Pith citation observation for arXiv:2508.08774.

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

pith.paper-citation-record.v1
2508.08774 v1

Coverage vector

measured 60 of 60 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-05T21:24:47.930041Z

measured 61 of 61 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-20T06:33:59.587034+00:00

measured 1 of 1 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-08-12T00:50:19.265562Z

measured 0 of 1 external citation measurements

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

Source: pith, observed 2026-08-12T00:50:19.694288Z

Reference resolution

60 of 60 outbound references displayed

  • verified exact3
  • verified fuzzy40
  • unresolved17
  • parse uncertain0
  • malformed identifier0
  • metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation 226544e1-a347-4fa7-be2a-44ffe8ca571f · outbound

This paper cites Do As I Can, Not As I Say: Grounding Language in Robotic Affordances.

Designing Memory-Augmented AR Agents for Spatiotemporal Reasoning in Personalized Task Assistance Do As I Can, Not As I Say: Grounding Language in Robotic Affordances

Reference 1

Resolution
unresolved
no resolver link, observed 2026-08-05T21:24:42.776374Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-05T21:24:42.776374Z digest=sha256:0a5fba8bc85d70e1942ed2e9a39587a8dc4efb551f7668d266463dc4d8c918ee

Observation 92fef163-4f92-4a82-b794-092fc6a889bc · outbound

This paper cites A survey of augmented reality.

Designing Memory-Augmented AR Agents for Spatiotemporal Reasoning in Personalized Task Assistance A survey of augmented reality

Reference 2

Resolution
verified fuzzy
raw_fallback, observed 2026-08-05T21:24:57.919886Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-08-05T21:24:42.797713Z digest=sha256:5d3d2264f93742368af44dabed8480909773d3cabacfbdf9b52a6af5eec05fba

Observation 73a410ce-e92e-4422-8bba-87fe4c5d1ba0 · outbound

This paper cites Large language models empowered personalized web agents.

Designing Memory-Augmented AR Agents for Spatiotemporal Reasoning in Personalized Task Assistance Large language models empowered personalized web agents

Reference 3

Resolution
verified fuzzy
raw_fallback, observed 2026-08-05T21:24:57.712907Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-08-05T21:24:42.869921Z digest=sha256:d951bc222533ebdda13eb218cdb72979bf73fc548ca842022eafbedb20f0397d

Observation a8b9a04b-c736-4435-8ddc-91c6dcaa33f3 · outbound

This paper cites Argus: Visualization of ai-assisted task guidance in ar.

Designing Memory-Augmented AR Agents for Spatiotemporal Reasoning in Personalized Task Assistance Argus: Visualization of ai-assisted task guidance in ar

Reference 4

Resolution
verified fuzzy
raw_fallback, observed 2026-08-05T21:24:57.519576Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-08-05T21:24:42.979978Z digest=sha256:c900a9659a215d6e1c0fbed57d48cec548f6c737dd028f65adbff3963514ada8

Observation a08d011e-c5d4-4696-842a-8b737c0a3414 · outbound

This paper cites Web Agents with World Models: Learning and Leveraging Environment Dynamics in Web Navigation.

Designing Memory-Augmented AR Agents for Spatiotemporal Reasoning in Personalized Task Assistance Web Agents with World Models: Learning and Leveraging Environment Dynamics in Web Navigation

Reference 5

Resolution
unresolved
no resolver link, observed 2026-08-05T21:24:43.072401Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-05T21:24:43.072401Z digest=sha256:f2961f08072999ca8897405fa4991c087dc08cdf0fc3907da80fb165b2355eaf

Observation 4e7bfc9a-e047-4f6f-bf30-021d803976a1 · outbound

This paper cites Web-shepherd: Advancing prms for reinforcing web agents.

Designing Memory-Augmented AR Agents for Spatiotemporal Reasoning in Personalized Task Assistance Web-shepherd: Advancing prms for reinforcing web agents

Reference 6

Resolution
unresolved
no resolver link, observed 2026-08-05T21:24:43.186731Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-05T21:24:43.186731Z digest=sha256:4e8868a9c7cb05bf3243505b561d20de724161ded9191a34c35a14cf110269c7

Observation dae30955-3793-406e-a3f5-4f2f05a43733 · outbound

This paper cites Spatial-temporal transformer for dynamic scene graph generation.

Designing Memory-Augmented AR Agents for Spatiotemporal Reasoning in Personalized Task Assistance Spatial-temporal transformer for dynamic scene graph generation

Reference 7

Resolution
verified fuzzy
raw_fallback, observed 2026-08-05T21:24:57.337487Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-08-05T21:24:43.291475Z digest=sha256:11b9d1e209b0bfc33ec0da3cdab3331d53ff732bb29329d1559cb92e60adddf2

Observation a84e3d67-c15d-4e26-8094-c77e3f288149 · outbound

This paper cites Towards Context-Aware Adaptation in Extended Reality: A Design Space for XR Interfaces and an Adaptive Placement Strategy.

Designing Memory-Augmented AR Agents for Spatiotemporal Reasoning in Personalized Task Assistance Towards Context-Aware Adaptation in Extended Reality: A Design Space for XR Interfaces and an Adaptive Placement Strategy

Reference 8

Resolution
unresolved
no resolver link, observed 2026-08-05T21:24:43.400846Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-05T21:24:43.400846Z digest=sha256:a22a861e4a3e97633ebc2eba7bdf9643ac677b45bad9fcf0a45580fdd674d782

Observation 91331b0f-5d1c-4dc6-8214-804b10014c8b · outbound

This paper cites Augmented object intelligence with xr-objects.

Designing Memory-Augmented AR Agents for Spatiotemporal Reasoning in Personalized Task Assistance Augmented object intelligence with xr-objects

Reference 9

Resolution
verified fuzzy
raw_fallback, observed 2026-08-05T21:24:56.989889Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-08-05T21:24:43.484721Z digest=sha256:b4a49bf7471150ed65d323e047a391b13cb04600d64f8690967ea4b7983c7b89

Observation 4ab3f49f-3fb2-4d63-98dd-5e19ca0f806f · outbound

This paper cites The Faiss library.

Designing Memory-Augmented AR Agents for Spatiotemporal Reasoning in Personalized Task Assistance The Faiss library

Reference 10

Resolution
unresolved
no resolver link, observed 2026-08-05T21:24:43.625183Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-05T21:24:43.625183Z digest=sha256:7d84c525dd8b557ae2b78adef4baa7dbf575c70a870c432ebf93d88b42eda7bc

Observation e48e85e7-ab4c-40cf-952d-bd5e5a7eaf71 · outbound

This paper cites Palm-e: An embodied multimodal language model.

Designing Memory-Augmented AR Agents for Spatiotemporal Reasoning in Personalized Task Assistance Palm-e: An embodied multimodal language model

Reference 11

Resolution
unresolved
no resolver link, observed 2026-08-05T21:24:43.739310Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-05T21:24:43.739310Z digest=sha256:915927f3382660c8cf896e17acb87b2c882492d43010fbe055e8ea72038797b4

Observation bec6c95c-a1f7-4c5c-ae5b-51877cd34d00 · outbound

This paper cites 3d spatial multimodal knowledge ac- cumulation for scene graph prediction in point cloud.

Designing Memory-Augmented AR Agents for Spatiotemporal Reasoning in Personalized Task Assistance 3d spatial multimodal knowledge ac- cumulation for scene graph prediction in point cloud

Reference 12

Resolution
verified fuzzy
raw_fallback, observed 2026-08-05T21:24:56.661166Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-08-05T21:24:43.795883Z digest=sha256:e25d804ccce95129bcde2fef8993e3e8168cb9ec6162325e4da44b967c0dada0

Observation 239b6cfe-fff5-4316-bb4f-054602c699af · outbound

This paper cites Towards pervasive augmented reality: Context- awareness in augmented reality.

Designing Memory-Augmented AR Agents for Spatiotemporal Reasoning in Personalized Task Assistance Towards pervasive augmented reality: Context- awareness in augmented reality

Reference 13

Resolution
verified fuzzy
raw_fallback, observed 2026-08-05T21:24:56.239472Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-08-05T21:24:43.843525Z digest=sha256:bef6ac07012b779a204d441a1020526c92c354612bdf6902fed52fe1ef92772b

Observation dc1534dc-d369-446d-941f-366a78bd79bb · outbound

This paper cites AR Secretary Agent: Real-time Memory Augmentation via LLM-powered Augmented Reality Glasses.

Designing Memory-Augmented AR Agents for Spatiotemporal Reasoning in Personalized Task Assistance AR Secretary Agent: Real-time Memory Augmentation via LLM-powered Augmented Reality Glasses

Reference 14

Resolution
unresolved
no resolver link, observed 2026-08-05T21:24:43.881083Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-05T21:24:43.881083Z digest=sha256:f34dd3ac82d208364023b56695bc8500a64627fbede0c5a3ea7e50e785cce62c

Observation 8aa4829a-fc2b-494f-b4e5-95ea59b29f88 · outbound

This paper cites Supporting student laboratory experiments with aug- mented reality experience.

Designing Memory-Augmented AR Agents for Spatiotemporal Reasoning in Personalized Task Assistance Supporting student laboratory experiments with aug- mented reality experience

Reference 15

Resolution
verified fuzzy
raw_fallback, observed 2026-08-05T21:24:55.974711Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-08-05T21:24:43.964142Z digest=sha256:ec1cf97f9a3c83f2621e21ea00f779a5aef96ca277f0c740013d1120435c0fa3

Observation 924ec601-fde3-4430-a171-c503093de25c · outbound

This paper cites Development of nasa- tlx (task load index): Results of empirical and theoretical re- search.

Designing Memory-Augmented AR Agents for Spatiotemporal Reasoning in Personalized Task Assistance Development of nasa- tlx (task load index): Results of empirical and theoretical re- search

Reference 16

Resolution
verified fuzzy
raw_fallback, observed 2026-08-05T21:24:55.620949Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-08-05T21:24:44.054478Z digest=sha256:24c035f412f1cde8f01ab9625edb7bc2976e5fe661d93bfa00bdeb7bea5657e0

Observation 5c37e8c9-8a15-46a6-8886-7b58c5553377 · outbound

This paper cites WebVoyager: Building an End-to-End Web Agent with Large Multimodal Models.

Designing Memory-Augmented AR Agents for Spatiotemporal Reasoning in Personalized Task Assistance WebVoyager: Building an End-to-End Web Agent with Large Multimodal Models

Reference 17

Resolution
unresolved
no resolver link, observed 2026-08-05T21:24:44.170837Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-05T21:24:44.170837Z digest=sha256:e98e66ff05754159015167f7f5a460f584e31faad497c9c6692d1040d4c418e2

Observation b56c421e-b08c-4cfe-85b3-7f6f80c9f5e2 · outbound

This paper cites Object detecting augmented reality system.

Designing Memory-Augmented AR Agents for Spatiotemporal Reasoning in Personalized Task Assistance Object detecting augmented reality system

Reference 18

Resolution
verified fuzzy
raw_fallback, observed 2026-08-05T21:24:55.407319Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-08-05T21:24:44.238608Z digest=sha256:74df475ea28608d4be18e911c411fe37da9d4b7307397248f245b3c6f41cc97e

Observation b0438d4a-5b88-422a-a432-f101b9caefff · outbound

This paper cites GPT-4o System Card.

Designing Memory-Augmented AR Agents for Spatiotemporal Reasoning in Personalized Task Assistance GPT-4o System Card

Reference 19

Resolution
unresolved
no resolver link, observed 2026-08-05T21:24:44.319551Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-05T21:24:44.319551Z digest=sha256:511d488600478cdacc2d36fad0f3b6d3708305481e8b2c7499924a9036bf6dcb

Observation 2a759725-8478-4bf2-9fbc-a465b16ffe48 · outbound

This paper cites Ac- ceptance of augmented reality for laboratory safety training: methodology and an evaluation study.Frontiers in Virtual Re- ality, 5:1322543, 2024.

Designing Memory-Augmented AR Agents for Spatiotemporal Reasoning in Personalized Task Assistance Ac- ceptance of augmented reality for laboratory safety training: methodology and an evaluation study.Frontiers in Virtual Re- ality, 5:1322543, 2024

Reference 20

Resolution
verified fuzzy
raw_fallback, observed 2026-08-05T21:24:55.265007Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-08-05T21:24:44.439551Z digest=sha256:cdd1d9afcc9d2b9eae6f49ece98933dba86af5c80a8db506b3d90d98415123de

Observation e6224a09-651f-46fb-8451-a3caeb3ab0ef · outbound

This paper cites Action genome: Actions as compositions of spatio- temporal scene graphs.

Designing Memory-Augmented AR Agents for Spatiotemporal Reasoning in Personalized Task Assistance Action genome: Actions as compositions of spatio- temporal scene graphs

Reference 21

Resolution
verified fuzzy
raw_fallback, observed 2026-08-05T21:24:55.049410Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-08-05T21:24:44.532342Z digest=sha256:83df5df8c48b59e131d7f990f35fe6205844a2124ec6e280b00e1f8be17f5b66

Observation 226703f2-a27c-45d3-bf0e-b13ef3e68e27 · outbound

This paper cites Flowar: How different augmented real- ity visualizations of online fitness videos support flow for at- home yoga exercises.

Designing Memory-Augmented AR Agents for Spatiotemporal Reasoning in Personalized Task Assistance Flowar: How different augmented real- ity visualizations of online fitness videos support flow for at- home yoga exercises

Reference 22

Resolution
verified fuzzy
raw_fallback, observed 2026-08-05T21:24:54.876094Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-08-05T21:24:44.624523Z digest=sha256:f69ed0d0f2c2d488928df58a11b72b08eb0837c865ee42db66b5b4697779a824

Observation b4dda0ed-1c28-423a-933f-14d793b8a85e · outbound

This paper cites Integrative object and pose to task detection for an augmented-reality-based human assistance system using neu- ral networks.

Designing Memory-Augmented AR Agents for Spatiotemporal Reasoning in Personalized Task Assistance Integrative object and pose to task detection for an augmented-reality-based human assistance system using neu- ral networks

Reference 23

Resolution
verified fuzzy
raw_fallback, observed 2026-08-05T21:24:54.599520Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-08-05T21:24:44.711225Z digest=sha256:d56d2606d074968b683c29e17a07e142a39bcd11895be46ab8efbcff3f20beaf

Observation 2ace5bed-83ec-4c9f-b1ef-79eb5c45a2b2 · outbound

This paper cites Marker tracking and hmd calibration for a video-based augmented reality confer- encing system.

Designing Memory-Augmented AR Agents for Spatiotemporal Reasoning in Personalized Task Assistance Marker tracking and hmd calibration for a video-based augmented reality confer- encing system

Reference 24

Resolution
verified fuzzy
raw_fallback, observed 2026-08-05T21:24:54.410829Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-08-05T21:24:44.803145Z digest=sha256:ce8c41d6c56644521f8b9757c59c36fb319df06e3a6f140334d5492590a4c8f3

Observation 9813f8ba-2af6-40ba-88c2-27e395175220 · outbound

This paper cites Open3dsg: Open-vocabulary 3d scene graphs from point clouds with queryable objects and open-set relationships.

Designing Memory-Augmented AR Agents for Spatiotemporal Reasoning in Personalized Task Assistance Open3dsg: Open-vocabulary 3d scene graphs from point clouds with queryable objects and open-set relationships

Reference 25

Resolution
verified fuzzy
raw_fallback, observed 2026-08-05T21:24:54.247659Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-08-05T21:24:44.896613Z digest=sha256:e838487bff3d3318768b8f012daca4450b8fcb949de663f2c70217c7c9ed571f

Observation a7624bcb-fa13-494b-a170-b9e3ffa97d7d · outbound

This paper cites Embodied agents meet personalization: Exploring memory utilization for personalized assistance.

Designing Memory-Augmented AR Agents for Spatiotemporal Reasoning in Personalized Task Assistance Embodied agents meet personalization: Exploring memory utilization for personalized assistance

Reference 26

Resolution
unresolved
no resolver link, observed 2026-08-05T21:24:44.989031Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-05T21:24:44.989031Z digest=sha256:161355773a8bea8257ffb89f115881583b67175935975f5789c746371042be14

Observation ffd44461-b3d4-48fe-860d-df9e1df27fa6 · outbound

This paper cites Satori: Towards proactive ar assistant with belief-desire-intention user modeling.

Designing Memory-Augmented AR Agents for Spatiotemporal Reasoning in Personalized Task Assistance Satori: Towards proactive ar assistant with belief-desire-intention user modeling

Reference 27

Resolution
verified fuzzy
raw_fallback, observed 2026-08-05T21:24:54.106842Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-08-05T21:24:45.059519Z digest=sha256:654e2e1f5b98f1e2344b5704f949ad6931eb355f5c235bf58f05dcadbe22122e

Observation d427d85e-f928-41c9-9706-c57f844cc4a3 · outbound

This paper cites Virtual marker technique to en- hance user interactions in a marker-based ar system.

Designing Memory-Augmented AR Agents for Spatiotemporal Reasoning in Personalized Task Assistance Virtual marker technique to en- hance user interactions in a marker-based ar system

Reference 28

Resolution
verified fuzzy
raw_fallback, observed 2026-08-05T21:24:53.859236Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-08-05T21:24:45.170414Z digest=sha256:e0e29d5421353a28d9838cc82547e8a280581fa4decf738b4fe5e07486ed30ca

Observation c711e87e-7d4d-431d-b1b5-8bbc24b0dda7 · outbound

This paper cites Beyond short-term snippet: Video relation de- tection with spatio-temporal global context.

Designing Memory-Augmented AR Agents for Spatiotemporal Reasoning in Personalized Task Assistance Beyond short-term snippet: Video relation de- tection with spatio-temporal global context

Reference 29

Resolution
verified fuzzy
raw_fallback, observed 2026-08-05T21:24:53.680256Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-08-05T21:24:45.237214Z digest=sha256:6ef8834bc89e60debc123bf0b04238f6bb6f895183a546c9fac8dbfa66dae14d

Observation 9eae83d0-0ab6-418b-9ab3-d0bcfaf14f09 · outbound

This paper cites Sgformer: Semantic graph transformer for point cloud-based 3d scene graph generation.

Designing Memory-Augmented AR Agents for Spatiotemporal Reasoning in Personalized Task Assistance Sgformer: Semantic graph transformer for point cloud-based 3d scene graph generation

Reference 30

Resolution
verified fuzzy
raw_fallback, observed 2026-08-05T21:24:53.496324Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-08-05T21:24:45.324792Z digest=sha256:dbc2053476d95331670b3cd01e831ba87164b90adb5f9927cb73c0fea1c06f00

Observation 40ca0c23-01e5-4beb-956e-7634050d528a · outbound

This paper cites Augmented reality based interactive cooking guide.Sensors, 22(21):8290,.

Designing Memory-Augmented AR Agents for Spatiotemporal Reasoning in Personalized Task Assistance Augmented reality based interactive cooking guide.Sensors, 22(21):8290,

Reference 31

Resolution
verified fuzzy
raw_fallback, observed 2026-08-05T21:24:53.315219Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-08-05T21:24:45.420006Z digest=sha256:64e37ef13de361990babf935878c9984e183017960c518cdfa48c220f408423c

Observation 73c87732-963d-4659-bbd4-21340b601f00 · outbound

This paper cites Augmented reality maintenance assistant using yolov5.

Designing Memory-Augmented AR Agents for Spatiotemporal Reasoning in Personalized Task Assistance Augmented reality maintenance assistant using yolov5

Reference 32

Resolution
verified fuzzy
raw_fallback, observed 2026-08-05T21:24:53.095861Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-08-05T21:24:45.521448Z digest=sha256:da3a2af154152676e8921dbdf3acf04652abb832676f0bc1897dda41bc6ebe6e

Observation e0f0faf4-c726-4add-9d68-f285fb312e89 · outbound

This paper cites A taxonomy of mixed re- ality visual displays.

Designing Memory-Augmented AR Agents for Spatiotemporal Reasoning in Personalized Task Assistance A taxonomy of mixed re- ality visual displays

Reference 33

Resolution
verified fuzzy
raw_fallback, observed 2026-08-05T21:24:52.879979Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-08-05T21:24:45.613577Z digest=sha256:35e1d053abec779f4bf9750adf8a3520c0bf586a5f7f9606652792c5ba1e13f8

Observation 09c762c5-2dfd-496f-9356-3194a8ff82d2 · outbound

This paper cites Text and Code Embeddings by Contrastive Pre-Training.

Designing Memory-Augmented AR Agents for Spatiotemporal Reasoning in Personalized Task Assistance Text and Code Embeddings by Contrastive Pre-Training

Reference 34

Resolution
unresolved
no resolver link, observed 2026-08-05T21:24:45.683020Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-05T21:24:45.683020Z digest=sha256:3f4b6ee8c0c44d0b6a30cb535fe41c913d7b2b9e4db92548b2cf0bdf72803998

Observation ada3fe03-9fbe-41f6-9565-aeac493274fa · outbound

This paper cites Gorilla: Large language model connected with massive apis.

Designing Memory-Augmented AR Agents for Spatiotemporal Reasoning in Personalized Task Assistance Gorilla: Large language model connected with massive apis

Reference 35

Resolution
verified fuzzy
raw_fallback, observed 2026-08-05T21:24:52.693793Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-08-05T21:24:45.771266Z digest=sha256:b38ec985683cdb55647f4d8a93fef6cfe7c6dcf0cb82d06d7f995d78a6ed9d2f

Observation 3463a3bb-c509-4905-8c5d-1af1d6afe88a · outbound

This paper cites Autonomous Workflow for Multimodal Fine-Grained Training Assistants Towards Mixed Reality.

Designing Memory-Augmented AR Agents for Spatiotemporal Reasoning in Personalized Task Assistance Autonomous Workflow for Multimodal Fine-Grained Training Assistants Towards Mixed Reality

Reference 36

Resolution
verified exact
local_arxiv, observed 2026-08-05T21:24:48.868179Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-08-05T21:24:45.861146Z digest=sha256:ffaef748d77a38bb4f46db8031a5c415a96ceb0fa1beba6be3425586be0aed96

Observation a6c4c3f6-9eab-4a95-b757-025b7b1a758e · outbound

This paper cites ToolLLM: Facilitating Large Language Models to Master 16000+ Real-world APIs.

Designing Memory-Augmented AR Agents for Spatiotemporal Reasoning in Personalized Task Assistance ToolLLM: Facilitating Large Language Models to Master 16000+ Real-world APIs

Reference 37

Resolution
unresolved
no resolver link, observed 2026-08-05T21:24:45.939887Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-05T21:24:45.939887Z digest=sha256:9dde8cc116d57c4cfcb5cebb1761ae1c58055ccf514f783ef3d66868bae23db8

Observation 27d2a506-a7a9-4418-b008-33b9f58ab957 · outbound

This paper cites SAM 2: Segment Anything in Images and Videos.

Designing Memory-Augmented AR Agents for Spatiotemporal Reasoning in Personalized Task Assistance SAM 2: Segment Anything in Images and Videos

Reference 38

Resolution
unresolved
no resolver link, observed 2026-08-05T21:24:46.036510Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-05T21:24:46.036510Z digest=sha256:0a34b95dd9b7f703e43ec665355616ff771264f4471b98e10d7d374dc2f39f6f

Observation 4f904883-9975-42a0-9c54-ae0b14a78441 · outbound

This paper cites Action scene graphs for long- form understanding of egocentric videos.

Designing Memory-Augmented AR Agents for Spatiotemporal Reasoning in Personalized Task Assistance Action scene graphs for long- form understanding of egocentric videos

Reference 39

Resolution
verified fuzzy
raw_fallback, observed 2026-08-05T21:24:52.516099Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-08-05T21:24:46.125542Z digest=sha256:03825aa61e30c6afd3c6ceac219b0174fca944bcef861bab48faa79f47003092

Observation 6effe546-9d23-4784-9777-9fc679dd4426 · outbound

This paper cites Crossover: 3d scene cross-modal alignment.

Designing Memory-Augmented AR Agents for Spatiotemporal Reasoning in Personalized Task Assistance Crossover: 3d scene cross-modal alignment

Reference 40

Resolution
verified fuzzy
raw_fallback, observed 2026-08-05T21:24:52.333700Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-08-05T21:24:46.190260Z digest=sha256:858c88856ebb33fcc8eb745871617b16cab5d643f8443fa3e74a7e6b76feeecb

Observation 6540066f-ad9b-4973-8ae2-ed12f26837b6 · outbound

This paper cites Location-based augmented reality with pervasive smartphone sensors: Inside and beyond pokemon go! IEEE Access, 5:9619–9631, 2017.

Designing Memory-Augmented AR Agents for Spatiotemporal Reasoning in Personalized Task Assistance Location-based augmented reality with pervasive smartphone sensors: Inside and beyond pokemon go! IEEE Access, 5:9619–9631, 2017

Reference 41

Resolution
verified fuzzy
raw_fallback, observed 2026-08-05T21:24:52.115768Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-08-05T21:24:46.259288Z digest=sha256:e383858a9718f5638095775d46f25e2e49e17e72ce38e3727d2b525466c651e6

Observation f584b601-493c-4e9e-94e9-bd61bf1e5252 · outbound

This paper cites Caring-ai: Towards authoring context-aware augmented re- ality instruction through generative artificial intelligence.

Designing Memory-Augmented AR Agents for Spatiotemporal Reasoning in Personalized Task Assistance Caring-ai: Towards authoring context-aware augmented re- ality instruction through generative artificial intelligence

Reference 42

Resolution
verified fuzzy
raw_fallback, observed 2026-08-05T21:24:51.905002Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-08-05T21:24:46.321645Z digest=sha256:df6e3820e1fbc344c28a2b22723e89b1acb018773891b1d8e8fba771925693c1

Observation fa928322-f6ed-4c8c-af8b-be20776f923a · outbound

This paper cites Cognitive architectures for language agents.

Designing Memory-Augmented AR Agents for Spatiotemporal Reasoning in Personalized Task Assistance Cognitive architectures for language agents

Reference 43

Resolution
verified fuzzy
raw_fallback, observed 2026-08-05T21:24:51.679847Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-08-05T21:24:46.416283Z digest=sha256:b3c966d7f04c3d9f110bf7f41b5c54ba75fcaaab4d3dc2e2aa01c9e2b4112e13

Observation 2dbbd039-bda8-4ead-98da-6a403c68c002 · outbound

This paper cites Outdoors aug- mented reality on mobile phone using loxel-based visual fea- ture organization.

Designing Memory-Augmented AR Agents for Spatiotemporal Reasoning in Personalized Task Assistance Outdoors aug- mented reality on mobile phone using loxel-based visual fea- ture organization

Reference 44

Resolution
verified fuzzy
raw_fallback, observed 2026-08-05T21:24:51.464539Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-08-05T21:24:46.510529Z digest=sha256:58d9316f6aa88cd9e82430c4498fc44ad63f823f0b4cc57a379544d7f503199c

Observation fde7571c-73ef-40e5-a436-cbec700e571f · outbound

This paper cites Tar- get adaptive context aggregation for video scene graph gen- eration.

Designing Memory-Augmented AR Agents for Spatiotemporal Reasoning in Personalized Task Assistance Tar- get adaptive context aggregation for video scene graph gen- eration

Reference 45

Resolution
verified fuzzy
raw_fallback, observed 2026-08-05T21:24:51.294501Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-08-05T21:24:46.600021Z digest=sha256:c55cbd57d83e19af185dcb136a4b740f663f38175343d0dc493b480d10c00145

Observation 406490b7-99a7-4c95-9b2e-1990859f409b · outbound

This paper cites ARChef: An iOS-Based Augmented Reality Cooking Assistant Powered by Multimodal Gemini LLM.

Designing Memory-Augmented AR Agents for Spatiotemporal Reasoning in Personalized Task Assistance ARChef: An iOS-Based Augmented Reality Cooking Assistant Powered by Multimodal Gemini LLM

Reference 46

Resolution
verified exact
local_arxiv, observed 2026-08-05T21:24:48.528212Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-08-05T21:24:46.694425Z digest=sha256:7571291311897f6ff5c1256efa20273e4968568da19f2dcbde7f4e0b8dd959a9

Observation ef1748ff-6543-4829-903d-df4d95317c1c · outbound

This paper cites Vector databases: What’s really new and what’s next?(vldb 2024 panel).

Designing Memory-Augmented AR Agents for Spatiotemporal Reasoning in Personalized Task Assistance Vector databases: What’s really new and what’s next?(vldb 2024 panel)

Reference 47

Resolution
verified fuzzy
raw_fallback, observed 2026-08-05T21:24:51.140801Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-08-05T21:24:46.780089Z digest=sha256:0153b1e60051a5e0476168dff17d198c70869069d6a57bda932d1ac779f0828f

Observation 00890954-ebe0-4c4f-ab65-f98cecd15b3f · outbound

This paper cites KARMA: Augmenting Embodied AI Agents with Long-and-short Term Memory Systems.

Designing Memory-Augmented AR Agents for Spatiotemporal Reasoning in Personalized Task Assistance KARMA: Augmenting Embodied AI Agents with Long-and-short Term Memory Systems

Reference 48

Resolution
unresolved
no resolver link, observed 2026-08-05T21:24:46.827104Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-05T21:24:46.827104Z digest=sha256:949a1aee926cee97704ba141ed7aefb7eb5f65b71688d87d6d521ee44464fcb5

Observation 71410991-7352-4d3c-aadc-a6a0ac2f8aef · outbound

This paper cites Agent Workflow Memory.

Designing Memory-Augmented AR Agents for Spatiotemporal Reasoning in Personalized Task Assistance Agent Workflow Memory

Reference 49

Resolution
unresolved
no resolver link, observed 2026-08-05T21:24:46.924392Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-05T21:24:46.924392Z digest=sha256:4ca2fd8082bb77b9dd591898696bc1d970c82a9e26e5dbe27bcf3f437d39670f

Observation 3219bd4d-125d-486d-b123-8fbd9da7a12c · outbound

This paper cites Artist: Automated text sim- plification for task guidance in augmented reality.

Designing Memory-Augmented AR Agents for Spatiotemporal Reasoning in Personalized Task Assistance Artist: Automated text sim- plification for task guidance in augmented reality

Reference 50

Resolution
verified fuzzy
raw_fallback, observed 2026-08-05T21:24:50.951038Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-08-05T21:24:47.017021Z digest=sha256:da50bb4de4452b9100be93459d727de11bb652f92e95e1ed2371666bec74c77e

Observation c2ca00ff-ff16-471f-9d03-4fd3e17f76f8 · outbound

This paper cites Augmented reality for maintenance tasks with chatgpt for automated text-to-action.

Designing Memory-Augmented AR Agents for Spatiotemporal Reasoning in Personalized Task Assistance Augmented reality for maintenance tasks with chatgpt for automated text-to-action

Reference 51

Resolution
verified fuzzy
raw_fallback, observed 2026-08-05T21:24:50.757760Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-08-05T21:24:47.164941Z digest=sha256:e29ab9a6fff1d8a2f1ad4bb167214819a136318b0682ccf3c61de74c3856880f

Observation 8358c28e-5bef-4fe6-8b9f-5b3748e6f8e7 · outbound

This paper cites Socialmind: Llm- based proactive ar social assistive system with human-like perception for in-situ live interactions.

Designing Memory-Augmented AR Agents for Spatiotemporal Reasoning in Personalized Task Assistance Socialmind: Llm- based proactive ar social assistive system with human-like perception for in-situ live interactions

Reference 52

Resolution
verified fuzzy
raw_fallback, observed 2026-08-05T21:24:50.563400Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-08-05T21:24:47.241930Z digest=sha256:0a74e62ccc58b87aa6986b8aa2ca7dd7e9673f082061fa6a214e5c198823de97

Observation ffa0394b-8c01-4f08-a0a3-eb161e92721c · outbound

This paper cites LLM Meets Scene Graph: Can Large Language Models Understand and Generate Scene Graphs? A Benchmark and Empirical Study.

Designing Memory-Augmented AR Agents for Spatiotemporal Reasoning in Personalized Task Assistance LLM Meets Scene Graph: Can Large Language Models Understand and Generate Scene Graphs? A Benchmark and Empirical Study

Reference 53

Resolution
verified exact
local_arxiv, observed 2026-08-05T21:24:48.259497Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-08-05T21:24:47.379310Z digest=sha256:06e5f4db6a7519fa7af45ad98e618bf468b0ed4245a434b8c999a1abd4e3b24e

Observation bc0b0c4e-549e-4bb9-956a-27b678fd5179 · outbound

This paper cites Authoring of a mixed reality assembly instructor for hierarchical structures.

Designing Memory-Augmented AR Agents for Spatiotemporal Reasoning in Personalized Task Assistance Authoring of a mixed reality assembly instructor for hierarchical structures

Reference 54

Resolution
verified fuzzy
raw_fallback, observed 2026-08-05T21:24:50.379294Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-08-05T21:24:47.459094Z digest=sha256:62745a3072707eabef1aa821d319de5148b25b4d36d4b88645dfbe504b7bd8fd

Observation 83f8d813-8ffc-499c-90d6-45c815279266 · outbound

This paper cites SGEdit: Bridging LLM with Text2Image Generative Model for Scene Graph-based Image Editing.

Designing Memory-Augmented AR Agents for Spatiotemporal Reasoning in Personalized Task Assistance SGEdit: Bridging LLM with Text2Image Generative Model for Scene Graph-based Image Editing

Reference 55

Resolution
unresolved
no resolver link, observed 2026-08-05T21:24:47.552578Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-05T21:24:47.552578Z digest=sha256:864e40309b6adde2c7d66b29639dbe079557f24555715fdcd438ba7e9c10eba2

Observation e304ecb9-358d-482f-a4a2-5930f6525e5c · outbound

This paper cites EditRoom: LLM-parameterized Graph Diffusion for Composable 3D Room Layout Editing.

Designing Memory-Augmented AR Agents for Spatiotemporal Reasoning in Personalized Task Assistance EditRoom: LLM-parameterized Graph Diffusion for Composable 3D Room Layout Editing

Reference 56

Resolution
unresolved
no resolver link, observed 2026-08-05T21:24:47.613690Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-05T21:24:47.613690Z digest=sha256:b34539cbb035c87c6d708be350200b3699ec3eebc11cecd5ed686c5f0adff158

Observation ca756ec0-384a-4720-ae08-931182ec2833 · outbound

This paper cites Openpsg: Open-set panoptic scene graph generation via large multimodal models.

Designing Memory-Augmented AR Agents for Spatiotemporal Reasoning in Personalized Task Assistance Openpsg: Open-set panoptic scene graph generation via large multimodal models

Reference 57

Resolution
verified fuzzy
raw_fallback, observed 2026-08-05T21:24:49.951401Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-08-05T21:24:47.679431Z digest=sha256:9c36d5f610ea411f7e0552dcafcaa54392d36c0709be1461b50996c0ab57a330

Observation b2c900d7-adfb-4092-b1ef-a72542ab8467 · outbound

This paper cites Retrieval-augmented embodied agents.

Designing Memory-Augmented AR Agents for Spatiotemporal Reasoning in Personalized Task Assistance Retrieval-augmented embodied agents

Reference 58

Resolution
verified fuzzy
raw_fallback, observed 2026-08-05T21:24:49.723268Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-08-05T21:24:47.768127Z digest=sha256:a9b40c6a84b81b92574dfa04502b7b2c2d25437b4f28b95f0b8bb3dfbd27946b

Observation db44d033-b8d7-4c98-971c-4d28f1543c58 · outbound

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

Designing Memory-Augmented AR Agents for Spatiotemporal Reasoning in Personalized Task Assistance Rt-2: Vision-language-action models transfer web knowledge to robotic control

Reference 59

Resolution
verified fuzzy
raw_fallback, observed 2026-08-05T21:24:49.532152Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-08-05T21:24:47.930041Z digest=sha256:981c5c463dd9ae5af521efc33eabe2ca50663d4618b87e00a305c2706f3763fc

Observation a2ba624f-54cc-4269-b8b9-4a33976f6145 · outbound

This paper cites IEEE, 2003.

Designing Memory-Augmented AR Agents for Spatiotemporal Reasoning in Personalized Task Assistance IEEE, 2003

Reference 2003

Resolution
verified fuzzy
raw_fallback, observed 2026-08-05T21:24:50.191725Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-08-05T21:24:47.545064Z digest=sha256:7378ed5df9d826ab728911db96ff416cfc925208add4aa49eac08239626f211f

Pith citing papers

Observation 743d7ba5-8ffe-416b-9a38-98f7ed88fb16 · inbound

How Much Does It Cost to Answer My Question? Benchmarking Cloud VLM-based VQA Systems cites this paper.

How Much Does It Cost to Answer My Question? Benchmarking Cloud VLM-based VQA Systems Designing Memory-Augmented AR Agents for Spatiotemporal Reasoning in Personalized Task Assistance

Reference 60

Resolution
verified exact
local_arxiv, observed 2026-08-12T00:50:19.701778Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-08-12T00:50:19.265562Z digest=sha256:3ffcb4216e0d5e25c0cf5e6d1a290ce873c2aa16d362533b65437f44b1a81a1a