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Paper Citation Record · LEDGER

ChainStream: An LLM-based Framework for Unified Synthetic Sensing

As of 18 August 2026, this Paper Citation Record lists 59 of 59 outbound references and 2 inbound Pith citation observations for arXiv:2412.15240.

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

pith.paper-citation-record.v1
2412.15240 v1

Coverage vector

measured 59 of 59 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-11T16:37:17.182075Z

measured 61 of 61 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-18T06:34:40.430872+00:00

measured 2 of 2 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-08-04T05:19:56.209639Z

measured 0 of 1 external citation measurements

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

Source: arxiv_reference, observed 2026-05-11T17:41:09.822045Z

Reference resolution

59 of 59 outbound references displayed

  • verified exact0
  • verified fuzzy6
  • unresolved48
  • parse uncertain0
  • malformed identifier5
  • metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation 8209f7d7-9a96-4043-b549-55b5b4b0fd6e · outbound

This paper cites an unresolved cited work.

ChainStream: An LLM-based Framework for Unified Synthetic Sensing Unresolved cited work

Reference 1

Resolution
unresolved
raw_fallback, observed 2026-08-11T16:37:18.105627Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-08-11T16:37:16.965749Z digest=sha256:6eefdcbe7ddbe5b3836eaa8d6118bd6e5f7bbb5e144d5f491b1f997ccf2bf67b

Observation 82fdeeeb-4353-4dff-b945-d44e7e2e4770 · outbound

This paper cites an unresolved cited work.

ChainStream: An LLM-based Framework for Unified Synthetic Sensing Unresolved cited work

Reference 2

Resolution
malformed identifier
no resolver link, observed 2026-08-11T16:37:16.970398Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-11T16:37:16.970398Z digest=sha256:4b58dfc733566490c7082d439c391523ef6e1478d40243fa9bd879e5ea254b4c

Observation 060b2b82-2c15-4b49-a220-a88670622751 · outbound

This paper cites an unresolved cited work.

ChainStream: An LLM-based Framework for Unified Synthetic Sensing Unresolved cited work

Reference 3

Resolution
unresolved
raw_fallback, observed 2026-08-11T16:37:18.095530Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-08-11T16:37:16.974358Z digest=sha256:57745b1f02c2bd1879b0672b9094c30f94e325bf0e73910c7f84071fcaca6fe2

Observation da487d24-1a5a-4c74-b33b-5995c7d18634 · outbound

This paper cites an unresolved cited work.

ChainStream: An LLM-based Framework for Unified Synthetic Sensing Unresolved cited work

Reference 4

Resolution
unresolved
raw_fallback, observed 2026-08-11T16:37:18.074047Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-08-11T16:37:16.982688Z digest=sha256:506c5015f9e23fc525a0ccdfcabe52a21f5892cfb6a55ebcfa8017910f193314

Observation d5b1ac28-e214-4535-b81c-e697e3dd3c2f · outbound

This paper cites an unresolved cited work.

ChainStream: An LLM-based Framework for Unified Synthetic Sensing Unresolved cited work

Reference 5

Resolution
unresolved
raw_fallback, observed 2026-08-11T16:37:18.063271Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-08-11T16:37:16.986854Z digest=sha256:a1ce2bbda8ebc383008bb31a6b41827aa6b722a146f2699b9f10cad603470607

Observation 81d77173-4b9b-47f6-9902-1ed2e19be541 · outbound

This paper cites Evaluating Large Language Models Trained on Code.

ChainStream: An LLM-based Framework for Unified Synthetic Sensing Evaluating Large Language Models Trained on Code

Reference 6

Resolution
unresolved
no resolver link, observed 2026-08-11T16:37:16.990701Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-11T16:37:16.990701Z digest=sha256:1761dc0ac638dec171b6dbe1dcd489bb032b8a700663f8692324c5b7fef4bce4

Observation 1744f162-e566-42cd-b156-fd24b46f160d · outbound

This paper cites an unresolved cited work.

ChainStream: An LLM-based Framework for Unified Synthetic Sensing Unresolved cited work

Reference 7

Resolution
malformed identifier
raw_fallback, observed 2026-08-11T16:37:18.053059Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-08-11T16:37:16.995265Z digest=sha256:1c878de205d39677214d2c163823bc21344b0533721a892b4371487654fb842f

Observation 40b43da9-ac66-441a-b0fd-ee5765630ee9 · outbound

This paper cites an unresolved cited work.

ChainStream: An LLM-based Framework for Unified Synthetic Sensing Unresolved cited work

Reference 8

Resolution
unresolved
raw_fallback, observed 2026-08-11T16:37:18.041525Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-08-11T16:37:16.998967Z digest=sha256:ea6b6953357e7605d216a82f6338e990dc908424ccd23432991ff069a7be36f7

Observation 58c74f44-a81a-4381-b24d-bb9332efa286 · outbound

This paper cites an unresolved cited work.

ChainStream: An LLM-based Framework for Unified Synthetic Sensing Unresolved cited work

Reference 9

Resolution
unresolved
raw_fallback, observed 2026-08-11T16:37:18.029688Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-08-11T16:37:17.002706Z digest=sha256:78dcbad75d5096396fc03332ad6ea1b7d5a1ebfe6de4bb3efd82aa6666e68651

Observation c85b76ab-9280-4496-87c8-709a01091762 · outbound

This paper cites an unresolved cited work.

ChainStream: An LLM-based Framework for Unified Synthetic Sensing Unresolved cited work

Reference 10

Resolution
unresolved
raw_fallback, observed 2026-08-11T16:37:18.019408Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-08-11T16:37:17.006375Z digest=sha256:fa27646b34d9d3422c1657efaee80e7b7e494994ce37764dd8348bfc0e6b8df5

Observation 9551b04e-d5c6-4ffa-b2f0-2bb28ce42503 · outbound

This paper cites an unresolved cited work.

ChainStream: An LLM-based Framework for Unified Synthetic Sensing Unresolved cited work

Reference 11

Resolution
unresolved
raw_fallback, observed 2026-08-11T16:37:18.008538Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-08-11T16:37:17.014489Z digest=sha256:87b3d5740ee9e0cfd3eef8cac2e8c7241876920e4666c9d44060d0aa04b3f400

Observation c8298cb6-0554-4c31-b447-ffb848634b1a · outbound

This paper cites an unresolved cited work.

ChainStream: An LLM-based Framework for Unified Synthetic Sensing Unresolved cited work

Reference 12

Resolution
unresolved
raw_fallback, observed 2026-08-11T16:37:17.998138Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-08-11T16:37:17.018320Z digest=sha256:c33e840ccad9f9a9a9220ea71d430492ce77168902d834fa4fd632dc9465c5d2

Observation 67c4e153-81a7-407f-91cb-95ef8f082817 · outbound

This paper cites Rico: AMobile App Dataset for Building Data-Driven Design Ap- plications.

ChainStream: An LLM-based Framework for Unified Synthetic Sensing Rico: AMobile App Dataset for Building Data-Driven Design Ap- plications

Reference 13

Resolution
malformed identifier
no resolver link, observed 2026-08-11T16:37:17.021951Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-11T16:37:17.021951Z digest=sha256:8a8a5d878e3560e23ddb2ea2b53f0aee8023e520c9566b3c5bd9e4a12341b0fb

Observation e524323c-724a-4289-b2eb-6db4e3dfb753 · outbound

This paper cites an unresolved cited work.

ChainStream: An LLM-based Framework for Unified Synthetic Sensing Unresolved cited work

Reference 14

Resolution
unresolved
raw_fallback, observed 2026-08-11T16:37:17.987022Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-08-11T16:37:17.025530Z digest=sha256:2a561211d61dbc2203dcf5a11a26f4ae855342629bc4d63970f369ec5b435619

Observation d705cd7c-56b7-459e-9529-6085ea6f96e4 · outbound

This paper cites an unresolved cited work.

ChainStream: An LLM-based Framework for Unified Synthetic Sensing Unresolved cited work

Reference 15

Resolution
unresolved
raw_fallback, observed 2026-08-11T16:37:17.977452Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-08-11T16:37:17.029432Z digest=sha256:c0ccc966c8b8cfc8a1e24d52432aae7e3e723a47a8b6c248c0e674c1be3047ed

Observation baa227d0-6b45-43e6-853c-f0a72d446acf · outbound

This paper cites an unresolved cited work.

ChainStream: An LLM-based Framework for Unified Synthetic Sensing Unresolved cited work

Reference 16

Resolution
unresolved
raw_fallback, observed 2026-08-11T16:37:17.967816Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-08-11T16:37:17.032366Z digest=sha256:44a25a734dcaf21a62214db691e5b4c40ae6e1fc2514530e1d940c2b42c6c73a

Observation a7be655c-5e77-4e67-9e82-93a09275b628 · outbound

This paper cites an unresolved cited work.

ChainStream: An LLM-based Framework for Unified Synthetic Sensing Unresolved cited work

Reference 17

Resolution
unresolved
raw_fallback, observed 2026-08-11T16:37:17.958352Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-08-11T16:37:17.035654Z digest=sha256:22f3644755abc13b765bb806edc3e2f1d388e85a88c73827142703e53397924d

Observation e9cb4346-6207-4242-a787-2ec1494a04fa · outbound

This paper cites an unresolved cited work.

ChainStream: An LLM-based Framework for Unified Synthetic Sensing Unresolved cited work

Reference 18

Resolution
unresolved
raw_fallback, observed 2026-08-11T16:37:17.937540Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-08-11T16:37:17.042498Z digest=sha256:9cd5206764c8b479f9a3f90f6533c1f129f83a3cd30818caccea8985b72a7871

Observation 38b0ded8-d9e2-4c2d-940f-807a43b1a557 · outbound

This paper cites an unresolved cited work.

ChainStream: An LLM-based Framework for Unified Synthetic Sensing Unresolved cited work

Reference 19

Resolution
unresolved
raw_fallback, observed 2026-08-11T16:37:17.926967Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-08-11T16:37:17.045742Z digest=sha256:ef6e53927ec0732e1b8b8200259accd36faed5b9613b858791ef73f6979edc51

Observation f0f76ef7-d728-46fe-8fdb-2a426198d183 · outbound

This paper cites an unresolved cited work.

ChainStream: An LLM-based Framework for Unified Synthetic Sensing Unresolved cited work

Reference 20

Resolution
unresolved
raw_fallback, observed 2026-08-11T16:37:17.916512Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-08-11T16:37:17.050034Z digest=sha256:f7295d0b949da549a3eace090dc5e91e400ba89d331530480e7a657964b7cf58

Observation bde3c797-6bb7-49c2-8df8-b61ebb52aea0 · outbound

This paper cites Harari and Samuel D.

ChainStream: An LLM-based Framework for Unified Synthetic Sensing Harari and Samuel D

Reference 21

Resolution
verified fuzzy
raw_fallback, observed 2026-08-11T16:37:17.905906Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-08-11T16:37:17.053131Z digest=sha256:78f91d4851e24066aae869e169a336d02a8f008647355c2635f26b6aaa4f92b4

Observation 111f1a5c-9397-4793-a35e-74bca8de62a9 · outbound

This paper cites Hirschberg.

ChainStream: An LLM-based Framework for Unified Synthetic Sensing Hirschberg

Reference 22

Resolution
unresolved
no resolver link, observed 2026-08-11T16:37:17.059864Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-11T16:37:17.059864Z digest=sha256:441386ae9c765ec010f33490e93546823bdcf1b24515ca8675aae568c54119e6

Observation 53266185-4df7-457d-bc4a-12ef0c7889cc · outbound

This paper cites an unresolved cited work.

ChainStream: An LLM-based Framework for Unified Synthetic Sensing Unresolved cited work

Reference 23

Resolution
unresolved
raw_fallback, observed 2026-08-11T16:37:17.884619Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-08-11T16:37:17.063578Z digest=sha256:971ce254afccfb0f5a989243df7cc72254e73890804ba1859f99d2769586a4cb

Observation bc220c3f-b306-4857-a757-fcfe31b6c4c9 · outbound

This paper cites an unresolved cited work.

ChainStream: An LLM-based Framework for Unified Synthetic Sensing Unresolved cited work

Reference 24

Resolution
unresolved
raw_fallback, observed 2026-08-11T16:37:17.861958Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-08-11T16:37:17.072277Z digest=sha256:7bd8735a6bab7689af6a9480368f5da1d494ddafa7760ad40b8194329200cab6

Observation a675069b-0da6-40b4-a1a0-469a34a173da · outbound

This paper cites an unresolved cited work.

ChainStream: An LLM-based Framework for Unified Synthetic Sensing Unresolved cited work

Reference 25

Resolution
unresolved
raw_fallback, observed 2026-08-11T16:37:17.851498Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-08-11T16:37:17.075852Z digest=sha256:570f517119ab548fb2a30a8e702ead2ffe023de10dd71a6a4149e4a53dbf095b

Observation 384969f1-e7c5-4eef-8f47-d7ea968fd0ab · outbound

This paper cites an unresolved cited work.

ChainStream: An LLM-based Framework for Unified Synthetic Sensing Unresolved cited work

Reference 26

Resolution
unresolved
raw_fallback, observed 2026-08-11T16:37:17.841117Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-08-11T16:37:17.079434Z digest=sha256:2f2f017fb304b926e79f4af14983c77d4d9fd4141889a197079f653fb8df36d7

Observation 2f3e8f82-f2af-4926-bdd6-cd5444de7572 · outbound

This paper cites an unresolved cited work.

ChainStream: An LLM-based Framework for Unified Synthetic Sensing Unresolved cited work

Reference 27

Resolution
unresolved
raw_fallback, observed 2026-08-11T16:37:17.831308Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-08-11T16:37:17.082996Z digest=sha256:df24f043021f7facb147dc72c5651186db47535d2cc4878f6d33a5d1f0e4ecf9

Observation 3e4e9b36-4a22-44b2-8013-3751b32e8475 · outbound

This paper cites InThe Twelfth International Conference on Learning Representa- tions.

ChainStream: An LLM-based Framework for Unified Synthetic Sensing InThe Twelfth International Conference on Learning Representa- tions

Reference 28

Resolution
verified fuzzy
raw_fallback, observed 2026-08-11T16:37:17.873494Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-08-11T16:37:17.067674Z digest=sha256:2ad2e8586921b4a08180a26c669aeb78736bde8a85e9fc56d31b1293674d5535

Observation 35f8a511-00cd-4524-8db7-e5d534d2a3a8 · outbound

This paper cites an unresolved cited work.

ChainStream: An LLM-based Framework for Unified Synthetic Sensing Unresolved cited work

Reference 29

Resolution
unresolved
raw_fallback, observed 2026-08-11T16:37:17.810598Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-08-11T16:37:17.090360Z digest=sha256:8604f18ccce8535207df91c7d96360314a22ec037df47d193a1cd10116ee4a76

Observation 542a28a8-e4b2-4dde-b6a1-b6d3b273e0cc · outbound

This paper cites Personal LLM Agents: Insights and Survey about the Capability, Efficiency and Security.

ChainStream: An LLM-based Framework for Unified Synthetic Sensing Personal LLM Agents: Insights and Survey about the Capability, Efficiency and Security

Reference 30

Resolution
unresolved
no resolver link, observed 2026-08-11T16:37:17.093815Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-11T16:37:17.093815Z digest=sha256:664abc8e767f06cdd24088200d527c1cc6284e712486de1b33dbbe2c968eabfe

Observation b8da416f-34a3-442f-80e4-d4e806164f43 · outbound

This paper cites an unresolved cited work.

ChainStream: An LLM-based Framework for Unified Synthetic Sensing Unresolved cited work

Reference 31

Resolution
unresolved
raw_fallback, observed 2026-08-11T16:37:17.799773Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-08-11T16:37:17.098078Z digest=sha256:dc86c6804b3f7ee37dff432f34335af27d87a3b02c9a849391c41d92d56ea492

Observation 7beb5ec8-79bc-4d48-897d-6ce3320b5a32 · outbound

This paper cites Large Language Models are Few-Shot Health Learners.

ChainStream: An LLM-based Framework for Unified Synthetic Sensing Large Language Models are Few-Shot Health Learners

Reference 32

Resolution
unresolved
no resolver link, observed 2026-08-11T16:37:17.101701Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-11T16:37:17.101701Z digest=sha256:cf03f96bd54510313186d1ee60891aa6d7cbff1c0fb338432f51342ec435607b

Observation 3b7abe22-8879-4d38-bd1b-b7c6a2e8ae22 · outbound

This paper cites an unresolved cited work.

ChainStream: An LLM-based Framework for Unified Synthetic Sensing Unresolved cited work

Reference 33

Resolution
unresolved
raw_fallback, observed 2026-08-11T16:37:17.821093Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-08-11T16:37:17.086593Z digest=sha256:44a21192456c0e8c2bc7641d3ba3a03b287b43dc752970eecfdf04ea60730e87

Observation ea52512a-16bd-49a1-83c5-725eba5418f0 · outbound

This paper cites an unresolved cited work.

ChainStream: An LLM-based Framework for Unified Synthetic Sensing Unresolved cited work

Reference 34

Resolution
unresolved
raw_fallback, observed 2026-08-11T16:37:17.777607Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-08-11T16:37:17.109642Z digest=sha256:20eb1134287c50b25aa526c100ebf05d441cf35fe04d3194cdea9c02ce9cb332

Observation 0511c22d-e6b9-4225-9d19-afce653cdaf9 · outbound

This paper cites an unresolved cited work.

ChainStream: An LLM-based Framework for Unified Synthetic Sensing Unresolved cited work

Reference 35

Resolution
unresolved
raw_fallback, observed 2026-08-11T16:37:17.766760Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-08-11T16:37:17.113493Z digest=sha256:9e1daaf26759d0779586d29b928ebedcd6a43269caa4972581483bd6d3013c95

Observation 37086bcf-bd7a-4d21-b21b-d13db121b45a · outbound

This paper cites an unresolved cited work.

ChainStream: An LLM-based Framework for Unified Synthetic Sensing Unresolved cited work

Reference 36

Resolution
unresolved
raw_fallback, observed 2026-08-11T16:37:17.755266Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-08-11T16:37:17.117206Z digest=sha256:bfbcbfcad8d616b0f09a4938e586a04a018f30254f4878fcd1acb042eb5a1684

Observation cd7bbe65-c490-41d1-b151-db8e6ff1b614 · outbound

This paper cites an unresolved cited work.

ChainStream: An LLM-based Framework for Unified Synthetic Sensing Unresolved cited work

Reference 37

Resolution
unresolved
raw_fallback, observed 2026-08-11T16:37:17.743989Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-08-11T16:37:17.120794Z digest=sha256:b1ca459b7934e309295072eca3f6721a7b03cc9f51866937587d210b458c967b

Observation 13fc87a9-7aa2-41d1-8b52-f7b23f1c436d · outbound

This paper cites an unresolved cited work.

ChainStream: An LLM-based Framework for Unified Synthetic Sensing Unresolved cited work

Reference 38

Resolution
unresolved
raw_fallback, observed 2026-08-11T16:37:17.788730Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-08-11T16:37:17.105704Z digest=sha256:ba4d2c6eb5be6bfc6120ab8f099503a5ebd21b5bb6adff9dee88c81cb0eb6ee0

Observation 347b31c4-441d-48d3-b836-b89962d94ada · outbound

This paper cites LLMSense: Harnessing LLMs for High-level Reasoning Over Spatiotemporal Sensor Traces.

ChainStream: An LLM-based Framework for Unified Synthetic Sensing LLMSense: Harnessing LLMs for High-level Reasoning Over Spatiotemporal Sensor Traces

Reference 39

Resolution
unresolved
no resolver link, observed 2026-08-11T16:37:17.128288Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-11T16:37:17.128288Z digest=sha256:c8f3e3e6ab946592130a39a618e7b22c787056e82cb4031608b2e352749c0e6f

Observation 10c30d88-75dd-431d-ac78-e939352aad2a · outbound

This paper cites an unresolved cited work.

ChainStream: An LLM-based Framework for Unified Synthetic Sensing Unresolved cited work

Reference 40

Resolution
unresolved
no resolver link, observed 2026-08-11T16:37:17.132321Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-11T16:37:17.132321Z digest=sha256:281dac6a073a9d19b23d3a4ac776f01c69da77627b2f375a8e4d33d54790e5f3

Observation 632d673c-5ab7-4c86-b252-1492ba5dc259 · outbound

This paper cites an unresolved cited work.

ChainStream: An LLM-based Framework for Unified Synthetic Sensing Unresolved cited work

Reference 41

Resolution
unresolved
raw_fallback, observed 2026-08-11T16:37:17.725828Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-08-11T16:37:17.135899Z digest=sha256:3aba9bed567cf529897ecb72d7abd708775abe2e33552910a68cfe2f3b4fdded

Observation ac2e01f6-8883-479c-a939-5340aac01f42 · outbound

This paper cites an unresolved cited work.

ChainStream: An LLM-based Framework for Unified Synthetic Sensing Unresolved cited work

Reference 42

Resolution
unresolved
raw_fallback, observed 2026-08-11T16:37:17.714486Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-08-11T16:37:17.139609Z digest=sha256:756098eba1dcc5509f2c61a95469c0bbe008e83b7139ee7cb749bf417430101d

Observation 613ba7ac-9318-4e67-b8b8-690ea5f886ce · outbound

This paper cites an unresolved cited work.

ChainStream: An LLM-based Framework for Unified Synthetic Sensing Unresolved cited work

Reference 43

Resolution
malformed identifier
no resolver link, observed 2026-08-11T16:37:17.124301Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-11T16:37:17.124301Z digest=sha256:6aac8dd93c50b1103b32126b45ce0ef365baa674bea6ef98dfeb5714660388ec

Observation 46d37998-f804-420e-808c-2923406d68da · outbound

This paper cites an unresolved cited work.

ChainStream: An LLM-based Framework for Unified Synthetic Sensing Unresolved cited work

Reference 44

Resolution
unresolved
raw_fallback, observed 2026-08-11T16:37:17.694463Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-08-11T16:37:17.145949Z digest=sha256:063c0e4fdb80b881cf014d38b4b1194ea79464c04632262b8c5d830baf657f4a

Observation 618bc809-7366-4ae5-ae89-97fd3bbc8890 · outbound

This paper cites an unresolved cited work.

ChainStream: An LLM-based Framework for Unified Synthetic Sensing Unresolved cited work

Reference 45

Resolution
unresolved
raw_fallback, observed 2026-08-11T16:37:17.683922Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-08-11T16:37:17.149352Z digest=sha256:e0042b6d4a24bcb285edf697be1ac28aee169efe8f9eeae0fd6da6cd7c7de9f1

Observation 1e746452-b718-43d1-b80b-0dd1d202e3e7 · outbound

This paper cites an unresolved cited work.

ChainStream: An LLM-based Framework for Unified Synthetic Sensing Unresolved cited work

Reference 46

Resolution
unresolved
raw_fallback, observed 2026-08-11T16:37:17.672458Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-08-11T16:37:17.152302Z digest=sha256:31ea50ff6d2df1dd0695d917b3ff698c63d54e62c56782c1240410418bd8fc54

Observation fa10f023-c119-4fb3-9cd6-41e4a22d613b · outbound

This paper cites an unresolved cited work.

ChainStream: An LLM-based Framework for Unified Synthetic Sensing Unresolved cited work

Reference 47

Resolution
unresolved
raw_fallback, observed 2026-08-11T16:37:17.661176Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-08-11T16:37:17.156154Z digest=sha256:f3814a94925a3bb94f2a7b42e3caca357b64a68d885469f8936d1b01601b64c7

Observation 48bc7081-5729-4cd8-970d-57c796feecda · outbound

This paper cites an unresolved cited work.

ChainStream: An LLM-based Framework for Unified Synthetic Sensing Unresolved cited work

Reference 48

Resolution
unresolved
raw_fallback, observed 2026-08-11T16:37:17.704801Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-08-11T16:37:17.142748Z digest=sha256:272b461ce17cceec9cce1ca5a51d9f598e39976e48743164160e6f70303d55a8

Observation 3d05ccc9-e045-4516-9150-d3f5dfa276d8 · outbound

This paper cites an unresolved cited work.

ChainStream: An LLM-based Framework for Unified Synthetic Sensing Unresolved cited work

Reference 49

Resolution
malformed identifier
no resolver link, observed 2026-08-11T16:37:17.163777Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-11T16:37:17.163777Z digest=sha256:b2f9b44153ff56bbb51a2b879376847de64c42867c0f14a0a42c7aeacab5420a

Observation f21cee6a-5b08-4254-820f-78080c7147d1 · outbound

This paper cites an unresolved cited work.

ChainStream: An LLM-based Framework for Unified Synthetic Sensing Unresolved cited work

Reference 50

Resolution
unresolved
raw_fallback, observed 2026-08-11T16:37:17.637765Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-08-11T16:37:17.166661Z digest=sha256:e45f0a7805522835bbdeed7b61f20f6f7bff4579f20b0051f5a0e184cfadc555

Observation e63e778f-44b0-406a-ba8f-08d197bde031 · outbound

This paper cites an unresolved cited work.

ChainStream: An LLM-based Framework for Unified Synthetic Sensing Unresolved cited work

Reference 51

Resolution
unresolved
no resolver link, observed 2026-08-11T16:37:17.173854Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-11T16:37:17.173854Z digest=sha256:656327360ee2a7e2c9aecb1f2a0d914a64e610997ecf0cbc74e8ec65ddcf901c

Observation f7bcff23-abd3-47f2-9002-506e97bf1fe6 · outbound

This paper cites an unresolved cited work.

ChainStream: An LLM-based Framework for Unified Synthetic Sensing Unresolved cited work

Reference 52

Resolution
unresolved
raw_fallback, observed 2026-08-11T16:37:17.612515Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-08-11T16:37:17.178233Z digest=sha256:3dc0ade905aac2c8ebd92ac6808793a0ebf7301c43c6ab85301a9ddb87f04841

Observation d88a337a-c06c-4a1a-aa41-39c141b04e93 · outbound

This paper cites an unresolved cited work.

ChainStream: An LLM-based Framework for Unified Synthetic Sensing Unresolved cited work

Reference 53

Resolution
unresolved
raw_fallback, observed 2026-08-11T16:37:17.649393Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-08-11T16:37:17.159920Z digest=sha256:f92f3f8a6fd65bbe2b9fb1101c9cc5d7407dba2fbc9467a1aa9ddb76d183e1ea

Observation 0dcae2d4-b2f6-405f-a462-ebcf7839112d · outbound

This paper cites InInternational Conference on Learning Representations (ICLR).

ChainStream: An LLM-based Framework for Unified Synthetic Sensing InInternational Conference on Learning Representations (ICLR)

Reference 56

Resolution
verified fuzzy
raw_fallback, observed 2026-08-11T16:37:17.626335Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-08-11T16:37:17.170260Z digest=sha256:5b3835a0277e413b235bc8c4d4dce18d26617775541dba5537db5cf881449373

Observation 3d23220c-f766-4aa2-9b22-eedf5dc3fd73 · outbound

This paper cites BigCodeBench: Benchmarking Code Generation with Diverse Function Calls and Complex Instructions.

ChainStream: An LLM-based Framework for Unified Synthetic Sensing BigCodeBench: Benchmarking Code Generation with Diverse Function Calls and Complex Instructions

Reference 59

Resolution
unresolved
no resolver link, observed 2026-08-11T16:37:17.182075Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-11T16:37:17.182075Z digest=sha256:3e16ebfc06863a95e222a65e78544f640d06d33e030499e30be8ae7d15634f55

Observation 3d3f0edc-3db8-42ee-aff1-bcbfafa93cb8 · outbound

This paper cites ACM sigplan notices 49, 6 (2014), 259–269.

ChainStream: An LLM-based Framework for Unified Synthetic Sensing ACM sigplan notices 49, 6 (2014), 259–269

Reference 2014

Resolution
verified fuzzy
raw_fallback, observed 2026-08-11T16:37:18.084654Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-08-11T16:37:16.978689Z digest=sha256:92ea1e1793b3efdbfbd081d7210f3c3b1422e203eb16d666a59cda18d35d8411

Observation 857a20e4-d76e-4719-916b-d55955754630 · outbound

This paper cites Frontiers in ICT 2 (2015), 6.

ChainStream: An LLM-based Framework for Unified Synthetic Sensing Frontiers in ICT 2 (2015), 6

Reference 2015

Resolution
verified fuzzy
raw_fallback, observed 2026-08-11T16:37:17.947873Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-08-11T16:37:17.039310Z digest=sha256:bb62e47537e9d8bcaaef4f3c201f1ae9fa65869f64868dc2d42012c222eb2a76

Observation 2a4e5f22-843e-4627-b5b0-fd9f184d1c63 · outbound

This paper cites https://doi.org/10.

ChainStream: An LLM-based Framework for Unified Synthetic Sensing https://doi.org/10

Reference 2023

Resolution
verified fuzzy
raw_fallback, observed 2026-08-11T16:37:17.895018Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-08-11T16:37:17.056246Z digest=sha256:739268fa27439f8c2a87d59732ad2252abd2928cf44179b84e745797b3e906be

Observation 4cd6e6a0-e5f5-4d12-829b-1f5a2a1f1f3c · outbound

This paper cites Babel: A Scalable Pre-trained Model for Multi-Modal Sensing via Expandable Modality Alignment.

ChainStream: An LLM-based Framework for Unified Synthetic Sensing Babel: A Scalable Pre-trained Model for Multi-Modal Sensing via Expandable Modality Alignment

Reference 2024

Resolution
unresolved
no resolver link, observed 2026-08-11T16:37:17.010360Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-11T16:37:17.010360Z digest=sha256:439f71a783091c88ecd8b6cca8a3a74012dbad45823a9a8f4b391379ba75bdba

Pith citing papers

Observation 11f6a71f-e59d-4d7b-a089-31edc5d71843 · inbound

Pro$^2$Assist: Continuous Step-aware Proactive Assistance with Multi-modal Egocentric Perception for Long-horizon Procedural Tasks cites this paper.

Pro$^2$Assist: Continuous Step-aware Proactive Assistance with Multi-modal Egocentric Perception for Long-horizon Procedural Tasks ChainStream: An LLM-based Framework for Unified Synthetic Sensing

Reference 51

Resolution
verified exact
arxiv_id, observed 2026-05-11T17:41:09.826282Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-05-08T17:16:31.820718Z digest=sha256:e76d707fcbcea7057e0052b13aaee2b3a9db06774302fafe45a64699b6ed3a32

Observation 4d797611-c148-43f0-93c3-abaf618b1d04 · inbound

Pro$^2$Assist: Continuous Step-aware Proactive Assistance with Multi-modal Egocentric Perception for Long-horizon Procedural Tasks cites this paper.

Pro$^2$Assist: Continuous Step-aware Proactive Assistance with Multi-modal Egocentric Perception for Long-horizon Procedural Tasks ChainStream: An LLM-based Framework for Unified Synthetic Sensing

Reference 46

Resolution
unresolved
no resolver link, observed 2026-08-04T05:19:56.209639Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-04T05:19:56.209639Z digest=sha256:159e07315f2e0158b837bc3c1e51ce03e9f1adf4cfea6299826e49ad6e72f8e0