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Paper Citation Record · LEDGER

Period-LLM: Extending the Periodic Capability of Multimodal Large Language Model

As of 7 August 2026, this Paper Citation Record lists 49 of 49 outbound references and 1 inbound Pith citation observation for arXiv:2505.24476.

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

pith.paper-citation-record.v1
2505.24476 v1

Coverage vector

measured 49 of 49 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-07T12:26:41.196274Z

measured 50 of 50 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-07T06:34:17.273281+00:00

measured 1 of 1 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-05-11T01:03:50.055081Z

measured 1 of 1 external citation measurements

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

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

Reference resolution

49 of 49 outbound references displayed

  • verified exact0
  • verified fuzzy27
  • unresolved22
  • parse uncertain0
  • malformed identifier0
  • metadata mismatch0

External citation measurements

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

Outbound references

Observation 12862d8f-9f4e-4c32-92fd-43b7cf5759c4 · outbound

This paper cites Weather forecasting model using artificial neural network.

Period-LLM: Extending the Periodic Capability of Multimodal Large Language Model Weather forecasting model using artificial neural network

Reference 1

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T12:26:46.929750Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-07T12:26:36.010677Z digest=sha256:06b5946174694dba8f60d5c50b60c765f979a857912cc05b749d8bc1fc63db0b

Observation 4cbfb777-64ab-45ab-b540-8b4f9d86360a · outbound

This paper cites GPT-4 Technical Report.

Period-LLM: Extending the Periodic Capability of Multimodal Large Language Model GPT-4 Technical Report

Reference 2

Resolution
unresolved
no resolver link, observed 2026-08-07T12:26:36.101348Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T12:26:36.101348Z digest=sha256:38faf10501ff5c3f737533b03c7da70e40f1acd370aa0763e0123173a526afe5

Observation 84fd21bd-c152-4183-a36b-a88f313169be · outbound

This paper cites Flamingo: a visual language model for few-shot learning.

Period-LLM: Extending the Periodic Capability of Multimodal Large Language Model Flamingo: a visual language model for few-shot learning

Reference 3

Resolution
unresolved
no resolver link, observed 2026-08-07T12:26:36.221344Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T12:26:36.221344Z digest=sha256:4dc36753f421eb64e4208824b0841ee207add8be0fa48c9f56f8cbf1f4f151cc

Observation 918baa52-62bb-4659-8d61-b7066d325f3c · outbound

This paper cites Spatio-temporal atten- tion and magnification for classification of parkinson’s dis- ease from videos collected via the internet.

Period-LLM: Extending the Periodic Capability of Multimodal Large Language Model Spatio-temporal atten- tion and magnification for classification of parkinson’s dis- ease from videos collected via the internet

Reference 4

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T12:26:46.736972Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-07T12:26:36.337610Z digest=sha256:7a8111a05c7c86baca67c54bbe7ea48053f862ad53f2292be3a54fb5c5d6610c

Observation 0cf3ff27-b411-47ad-8d17-19802bf01de8 · outbound

This paper cites Frozen in time: A joint video and image encoder for end-to-end retrieval.

Period-LLM: Extending the Periodic Capability of Multimodal Large Language Model Frozen in time: A joint video and image encoder for end-to-end retrieval

Reference 5

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T12:26:46.513806Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-07T12:26:36.470629Z digest=sha256:49986403310f006c4964e453725e8f370d05cd0d27e10be8cb290f44ee3124a8

Observation 7af58b41-74a9-4793-b4e9-fd7764968626 · outbound

This paper cites Unsupervised skin tissue seg- mentation for remote photoplethysmography.Pattern Recog- nition Letters, 124:82–90, 2019.

Period-LLM: Extending the Periodic Capability of Multimodal Large Language Model Unsupervised skin tissue seg- mentation for remote photoplethysmography.Pattern Recog- nition Letters, 124:82–90, 2019

Reference 6

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T12:26:46.293218Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-07T12:26:36.570048Z digest=sha256:4987a631730ac962f1b909ab797d2361b393881b0353841f01d5cd44723d1259

Observation 65b978b2-1115-4f59-b512-fb8b03deab5c · outbound

This paper cites Counting out time: Class agnostic video repetition counting in the wild.

Period-LLM: Extending the Periodic Capability of Multimodal Large Language Model Counting out time: Class agnostic video repetition counting in the wild

Reference 7

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T12:26:46.132755Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-07T12:26:36.677217Z digest=sha256:0169e263967b3eef62d4468486104e6a388d70dbad559aa47e480b7b3307a500

Observation 92ce95c6-1628-4040-9af4-001e871340e4 · outbound

This paper cites Imagebind: One embedding space to bind them all.

Period-LLM: Extending the Periodic Capability of Multimodal Large Language Model Imagebind: One embedding space to bind them all

Reference 8

Resolution
unresolved
no resolver link, observed 2026-08-07T12:26:36.789723Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T12:26:36.789723Z digest=sha256:8f520eca9b394b94105f2d59fa8090529562e1821753123bee2f29ae60b71d12

Observation 9c432380-8d0f-4fe8-b7d2-01f4807c0391 · outbound

This paper cites Onellm: One framework to align all modalities with language.

Period-LLM: Extending the Periodic Capability of Multimodal Large Language Model Onellm: One framework to align all modalities with language

Reference 9

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T12:26:45.990192Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-07T12:26:36.907214Z digest=sha256:8f2ede618679832f93c09764116e96d25f5e0124a364088e61e451d4bf5153d3

Observation a7525ece-647e-4494-885e-93ce06bc3a3b · outbound

This paper cites Transrac: Encoding multi- scale temporal correlation with transformers for repetitive action counting.

Period-LLM: Extending the Periodic Capability of Multimodal Large Language Model Transrac: Encoding multi- scale temporal correlation with transformers for repetitive action counting

Reference 10

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T12:26:45.805041Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-07T12:26:37.004560Z digest=sha256:71bd9e656044ee5c96525dd84cffb52e309d9eeb14ea2339a1ec04d1146489e6

Observation d5548a28-b176-487e-b119-c518b59ed7ac · outbound

This paper cites Gradient-based learning applied to document recog- nition.

Period-LLM: Extending the Periodic Capability of Multimodal Large Language Model Gradient-based learning applied to document recog- nition

Reference 11

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T12:26:45.644751Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-07T12:26:37.104866Z digest=sha256:c6ac84f8fd9a7a4e05b4f057ae12a3d3881753ae6920a63f3dcecb8a5a6b63de

Observation e750023a-14f3-4c24-babe-6f4ce3e6fa32 · outbound

This paper cites BLIP-2: Bootstrapping Language-Image Pre-training with Frozen Image Encoders and Large Language Models.

Period-LLM: Extending the Periodic Capability of Multimodal Large Language Model BLIP-2: Bootstrapping Language-Image Pre-training with Frozen Image Encoders and Large Language Models

Reference 12

Resolution
unresolved
no resolver link, observed 2026-08-07T12:26:37.242460Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T12:26:37.242460Z digest=sha256:80036b0e30aed66af51877ee1f26055474cda6928265e231b6bd5eb9b36623ad

Observation f13594f2-885c-4c3f-9901-677686589a63 · outbound

This paper cites VideoChat: Chat-Centric Video Understanding.

Period-LLM: Extending the Periodic Capability of Multimodal Large Language Model VideoChat: Chat-Centric Video Understanding

Reference 14

Resolution
unresolved
no resolver link, observed 2026-08-07T12:26:37.478169Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T12:26:37.478169Z digest=sha256:27470b0e0e6667cbed872c5df4944d25b890bc9589268711ea3f97f1c84d5724

Observation 674c586f-df16-40d6-af94-b8bbbb4d0606 · outbound

This paper cites Mvbench: A comprehensive multi-modal video understand- ing benchmark.

Period-LLM: Extending the Periodic Capability of Multimodal Large Language Model Mvbench: A comprehensive multi-modal video understand- ing benchmark

Reference 15

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T12:26:45.462551Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-07T12:26:37.549498Z digest=sha256:aca4eaf061b15333bf7aefaede534e27e6c9432e4049a05cfb82e14bf7e2adfd

Observation dda92986-97d9-43fb-b6ad-ba90a10bd94c · outbound

This paper cites LLaMA-VID: An Image is Worth 2 Tokens in Large Language Models.

Period-LLM: Extending the Periodic Capability of Multimodal Large Language Model LLaMA-VID: An Image is Worth 2 Tokens in Large Language Models

Reference 16

Resolution
unresolved
no resolver link, observed 2026-08-07T12:26:37.635595Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T12:26:37.635595Z digest=sha256:67d75a1fa9ce6c0be33b6ea2c11eedf33b9d8e873810ebe8d297061bc26d639f

Observation 80037537-0ada-4b6f-8738-8d5a85a0b438 · outbound

This paper cites Visual instruction tuning.

Period-LLM: Extending the Periodic Capability of Multimodal Large Language Model Visual instruction tuning

Reference 17

Resolution
unresolved
no resolver link, observed 2026-08-07T12:26:37.764451Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T12:26:37.764451Z digest=sha256:97aa0753b2e60677780a46c5ff7fada2f3a9a3925092275a755dd460f0f1d049

Observation 3ac7c2ef-6883-4c64-aacb-a4227e71242e · outbound

This paper cites Visual instruction tuning.

Period-LLM: Extending the Periodic Capability of Multimodal Large Language Model Visual instruction tuning

Reference 18

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T12:26:45.291001Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-07T12:26:37.846690Z digest=sha256:7d4c49f299068db6964a2e1a1dde45f67b995f6f8e7eef7756fc66b03723b5ce

Observation 610e1dfd-bbd6-458f-b3f3-251567ad856b · outbound

This paper cites BT-Adapter: Video Conversation is Feasible Without Video Instruction Tuning.

Period-LLM: Extending the Periodic Capability of Multimodal Large Language Model BT-Adapter: Video Conversation is Feasible Without Video Instruction Tuning

Reference 19

Resolution
unresolved
no resolver link, observed 2026-08-07T12:26:37.966867Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T12:26:37.966867Z digest=sha256:e40dd45f1ebcb7db7b6935a548955d1efa3ba9e9fca21fb048921c45a6ae75c9

Observation 611f6091-2bed-4af1-8103-69615c1bbfa6 · outbound

This paper cites Multi-task temporal shift attention networks for on-device contactless vitals measurement.

Period-LLM: Extending the Periodic Capability of Multimodal Large Language Model Multi-task temporal shift attention networks for on-device contactless vitals measurement

Reference 20

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T12:26:45.107786Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-07T12:26:38.043769Z digest=sha256:d188762e213b555cfc8168bc076689f928f76a702735a9d2bd81e73995dfe4e7

Observation 13e71bfd-534c-4fad-8ec7-149c1ffbcd95 · outbound

This paper cites Metaphys: few-shot adaptation for non-contact physiological measurement.

Period-LLM: Extending the Periodic Capability of Multimodal Large Language Model Metaphys: few-shot adaptation for non-contact physiological measurement

Reference 21

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T12:26:44.902610Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-07T12:26:38.129494Z digest=sha256:dea60897c89d54e680a548bebe2924f5a92389027429ecf7dda757d190bf9f0b

Observation ffd5db9c-9368-4d78-a5c8-5f9088ea1c7c · outbound

This paper cites rppg-mae: Self-supervised pretraining with masked autoencoders for remote physiological mea- surements.

Period-LLM: Extending the Periodic Capability of Multimodal Large Language Model rppg-mae: Self-supervised pretraining with masked autoencoders for remote physiological mea- surements

Reference 22

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T12:26:44.766834Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-07T12:26:38.222233Z digest=sha256:f864347f0365d9f0af6c36c2826a25d17437962fb766cded7cd145a1b11f71bf

Observation 8a9a7369-54f5-4690-be37-7787afa129cb · outbound

This paper cites Monitoring gait at home with radio waves in parkin- son’s disease: A marker of severity, progression, and med- ication response.

Period-LLM: Extending the Periodic Capability of Multimodal Large Language Model Monitoring gait at home with radio waves in parkin- son’s disease: A marker of severity, progression, and med- ication response

Reference 23

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T12:26:44.590971Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-07T12:26:38.341685Z digest=sha256:a8bed21efd641d038c2c408c175a83da218dc83d5f6e7d5818535bb94634bfaa

Observation 973b1dcb-5803-48b2-8af3-dc06e38d4cbd · outbound

This paper cites Class-agnostic counting.

Period-LLM: Extending the Periodic Capability of Multimodal Large Language Model Class-agnostic counting

Reference 24

Resolution
unresolved
no resolver link, observed 2026-08-07T12:26:38.412852Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T12:26:38.412852Z digest=sha256:e0ed1a509d77ab7bc4c135084ae57a32fa008f5f9d5eca24209513e8c0d0007c

Observation bfaac4a5-84b8-4ac2-8be8-56041cfd1e0c · outbound

This paper cites Dual-gan: Joint bvp and noise modeling for remote physiological measurement.

Period-LLM: Extending the Periodic Capability of Multimodal Large Language Model Dual-gan: Joint bvp and noise modeling for remote physiological measurement

Reference 25

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T12:26:44.381673Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-07T12:26:38.525998Z digest=sha256:07c297e65c231a425f36c22d33e96fa55a1506eaf051f09a6642b175762e23bb

Observation 686f69cf-32f0-4314-866d-865c346f2ca7 · outbound

This paper cites Gpt as psychologist? preliminary evaluations for gpt-4v on visual affective computing.

Period-LLM: Extending the Periodic Capability of Multimodal Large Language Model Gpt as psychologist? preliminary evaluations for gpt-4v on visual affective computing

Reference 26

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T12:26:44.249877Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-07T12:26:38.603859Z digest=sha256:ad1c3dc7a11bef78f1c918d2c9ba9137a8d7b3134830e5bbe6d324128feab383

Observation 1646c9f3-a123-4005-9125-201509576e94 · outbound

This paper cites Valley: Video Assistant with Large Language model Enhanced abilitY.

Period-LLM: Extending the Periodic Capability of Multimodal Large Language Model Valley: Video Assistant with Large Language model Enhanced abilitY

Reference 27

Resolution
unresolved
no resolver link, observed 2026-08-07T12:26:38.671225Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T12:26:38.671225Z digest=sha256:60c164cc657647cf342b93616f50a77de772fa7fd1d00e3fc90bdb8db1d2067c

Observation e527dfdf-c073-4f43-9b68-c8f8baf1c070 · outbound

This paper cites Video Anomaly Detection and Explanation via Large Language Models.

Period-LLM: Extending the Periodic Capability of Multimodal Large Language Model Video Anomaly Detection and Explanation via Large Language Models

Reference 28

Resolution
unresolved
no resolver link, observed 2026-08-07T12:26:38.782882Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T12:26:38.782882Z digest=sha256:838df262e3482d7129d99ce82e1a2dabad1fced01cdff696434e447d7144b516

Observation 1c97df41-17c7-4c0d-bfc3-2501ff45c4df · outbound

This paper cites Video-ChatGPT: Towards Detailed Video Understanding via Large Vision and Language Models.

Period-LLM: Extending the Periodic Capability of Multimodal Large Language Model Video-ChatGPT: Towards Detailed Video Understanding via Large Vision and Language Models

Reference 30

Resolution
unresolved
no resolver link, observed 2026-08-07T12:26:38.978338Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T12:26:38.978338Z digest=sha256:288245080b583db7ead4cf04de35e1069edae4fe1fbfdfcc7615ef443123de22

Observation 7a28d83c-ab3a-4a6a-b106-4c92d7ee47d3 · outbound

This paper cites Rhythmnet: End-to-end heart rate estimation from face via spatial-temporal representation.

Period-LLM: Extending the Periodic Capability of Multimodal Large Language Model Rhythmnet: End-to-end heart rate estimation from face via spatial-temporal representation

Reference 31

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T12:26:44.140620Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-07T12:26:39.077341Z digest=sha256:23c66aefcddfe05de7e34cb97d46feb8f3717ec168ee58a9d763cc2e16262a44

Observation 56d561e9-bf6e-471b-9b9d-e63f34a36c10 · outbound

This paper cites Teaching clip to count to ten.

Period-LLM: Extending the Periodic Capability of Multimodal Large Language Model Teaching clip to count to ten

Reference 32

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T12:26:43.978295Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-07T12:26:39.192292Z digest=sha256:9410ce6fb00b8d30a76c462a75607631ccb04b215ee2be14a7a96fdb29385c03

Observation 212d9f27-fb78-4801-9099-99350d1347a9 · outbound

This paper cites Learning transferable visual models from natural language supervi- sion.

Period-LLM: Extending the Periodic Capability of Multimodal Large Language Model Learning transferable visual models from natural language supervi- sion

Reference 33

Resolution
unresolved
no resolver link, observed 2026-08-07T12:26:39.311237Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T12:26:39.311237Z digest=sha256:a744bf298630cc8564f4eb13bb0e754fa42af684ae94593cfded5b8a98734e16

Observation ff64faad-7d96-4386-8e25-b5de3e244a3f · outbound

This paper cites The first vision for vitals (v4v) chal- lenge for non-contact video-based physiological estimation.

Period-LLM: Extending the Periodic Capability of Multimodal Large Language Model The first vision for vitals (v4v) chal- lenge for non-contact video-based physiological estimation

Reference 34

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T12:26:43.677266Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-07T12:26:39.408603Z digest=sha256:0a7fa0ac1f4e90525a37ca6f990a7e89c44ffd32a4d955a37f3453ac6fee3baa

Observation 3fc0cd5e-e2f7-4d2e-935d-971e0f6ccc78 · outbound

This paper cites Deepdownscale: A deep learning strategy for high-resolution weather forecast.

Period-LLM: Extending the Periodic Capability of Multimodal Large Language Model Deepdownscale: A deep learning strategy for high-resolution weather forecast

Reference 35

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T12:26:43.321479Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-07T12:26:39.461032Z digest=sha256:c9db072dfee34ff4d07b8910de55132c8553d6d5c50cc8b0af5ce7504464eaa8

Observation 1cd922ac-b9e6-4c6e-9705-6f2784960977 · outbound

This paper cites A dataset of clinically recorded radar vital signs with synchro- nised reference sensor signals.

Period-LLM: Extending the Periodic Capability of Multimodal Large Language Model A dataset of clinically recorded radar vital signs with synchro- nised reference sensor signals

Reference 36

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T12:26:43.042615Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-07T12:26:39.560525Z digest=sha256:bb42b01fe782957e15f6a7e5da3cc7a790cb79f40c26fdbc6419f8c93b34bc1c

Observation be9a5392-2821-468b-a844-3dbc5215ec76 · outbound

This paper cites Predicting weather forecast uncertainty with machine learning.

Period-LLM: Extending the Periodic Capability of Multimodal Large Language Model Predicting weather forecast uncertainty with machine learning

Reference 37

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T12:26:42.717639Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-07T12:26:39.654720Z digest=sha256:06c456f2a89ad89e30ac3c45d95b8426faabb8dff9ce363116ab5bf774bd0906

Observation de78f4ba-eddb-4fcf-80e9-6584c9e61adc · outbound

This paper cites MetNet: A Neural Weather Model for Precipitation Forecasting.

Period-LLM: Extending the Periodic Capability of Multimodal Large Language Model MetNet: A Neural Weather Model for Precipitation Forecasting

Reference 38

Resolution
unresolved
no resolver link, observed 2026-08-07T12:26:39.746071Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T12:26:39.746071Z digest=sha256:33926e93a14c3a6a73e9a695548689c672ef5eaa2f053d05961dcc5cb2d75ea1

Observation 55fedec0-0456-487b-a216-073ef7c86cc2 · outbound

This paper cites Deepphase: Periodic autoencoders for learning motion phase manifolds.

Period-LLM: Extending the Periodic Capability of Multimodal Large Language Model Deepphase: Periodic autoencoders for learning motion phase manifolds

Reference 39

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T12:26:42.480672Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-07T12:26:39.812958Z digest=sha256:7fcd129cec280bff252ca6b6950cbc7d1ec37311cd04cfd9049d03b2f96bef64

Observation 943d25ea-8216-4171-8e5d-03a71c385f81 · outbound

This paper cites Non-contact video-based pulse rate measurement on a mo- bile service robot.

Period-LLM: Extending the Periodic Capability of Multimodal Large Language Model Non-contact video-based pulse rate measurement on a mo- bile service robot

Reference 40

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T12:26:42.277148Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-07T12:26:39.899489Z digest=sha256:8b1afff7d8177ad010136bcaed631687367e76a176daea630395226580cf3cc4

Observation 54f45eaa-2e8a-4f42-8af7-ef0d2dfefbfe · outbound

This paper cites PandaGPT: One Model To Instruction-Follow Them All.

Period-LLM: Extending the Periodic Capability of Multimodal Large Language Model PandaGPT: One Model To Instruction-Follow Them All

Reference 41

Resolution
unresolved
no resolver link, observed 2026-08-07T12:26:39.988205Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T12:26:39.988205Z digest=sha256:dcac3748bb7869b3684f94525b515beb93c9855e3ff281e327e253ea89597564

Observation a34077e2-f590-4255-bb38-febc13b2ca2a · outbound

This paper cites LibCity: A Unified Library Towards Efficient and Comprehensive Urban Spatial-Temporal Prediction.

Period-LLM: Extending the Periodic Capability of Multimodal Large Language Model LibCity: A Unified Library Towards Efficient and Comprehensive Urban Spatial-Temporal Prediction

Reference 42

Resolution
unresolved
no resolver link, observed 2026-08-07T12:26:40.045208Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T12:26:40.045208Z digest=sha256:ff9ddab7a78763f431c0e10d140d551b608dd70eabc17c719dbc3a1b198e5176

Observation a97c8d8d-f09c-42ac-9aa4-0f804dc839c5 · outbound

This paper cites Image enhancement for remote photoplethys- mography in a low-light environment.

Period-LLM: Extending the Periodic Capability of Multimodal Large Language Model Image enhancement for remote photoplethys- mography in a low-light environment

Reference 43

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T12:26:42.077342Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-07T12:26:40.123811Z digest=sha256:66e4298dfd64a5d8aee3f6f0d05972838f6dd1aeabe027d5476ffa4d1db119dd

Observation b49b6d0a-5076-4220-8a9a-92379d5716ae · outbound

This paper cites Zero-shot video question answering via frozen bidirectional language models.

Period-LLM: Extending the Periodic Capability of Multimodal Large Language Model Zero-shot video question answering via frozen bidirectional language models

Reference 44

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T12:26:41.917560Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-07T12:26:40.244774Z digest=sha256:cd0e385f5f02488fe1328a2974eeffe91e3a9375eb1dc3aa6c2171e0bf61c11a

Observation 9dfed180-a7c8-4d9e-8d5a-ae491389c35f · outbound

This paper cites SimPer: Simple Self-Supervised Learning of Periodic Targets.

Period-LLM: Extending the Periodic Capability of Multimodal Large Language Model SimPer: Simple Self-Supervised Learning of Periodic Targets

Reference 45

Resolution
unresolved
no resolver link, observed 2026-08-07T12:26:40.364463Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T12:26:40.364463Z digest=sha256:13647c224fd13baa344e2e2e0c530a8b135f16cac35d2c7e96f2a7b8ff93a309

Observation 926f2099-1b84-45fe-81f4-999e10680b7e · outbound

This paper cites mPLUG-Owl: Modularization Empowers Large Language Models with Multimodality.

Period-LLM: Extending the Periodic Capability of Multimodal Large Language Model mPLUG-Owl: Modularization Empowers Large Language Models with Multimodality

Reference 46

Resolution
unresolved
no resolver link, observed 2026-08-07T12:26:40.521243Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T12:26:40.521243Z digest=sha256:58b8e33db174e3b408e77a9af60f5daf963bbc90de13c7ad3c522c6282e2c420

Observation a8af1f0b-efbc-41c0-a9b0-f633f5d3f4fc · outbound

This paper cites Video-LLaMA: An Instruction-tuned Audio-Visual Language Model for Video Understanding.

Period-LLM: Extending the Periodic Capability of Multimodal Large Language Model Video-LLaMA: An Instruction-tuned Audio-Visual Language Model for Video Understanding

Reference 48

Resolution
unresolved
no resolver link, observed 2026-08-07T12:26:40.811239Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T12:26:40.811239Z digest=sha256:b75f9f29270927aeb09bed6226349f4759744ce1098968374a652c9a1df445dd

Observation 7d41438c-a5aa-4015-a8b5-ecf9904cb1cd · outbound

This paper cites LLaMA-Adapter: Efficient Fine-tuning of Language Models with Zero-init Attention.

Period-LLM: Extending the Periodic Capability of Multimodal Large Language Model LLaMA-Adapter: Efficient Fine-tuning of Language Models with Zero-init Attention

Reference 49

Resolution
unresolved
no resolver link, observed 2026-08-07T12:26:40.943300Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T12:26:40.943300Z digest=sha256:331af602e22a4b911c6cd40cfddb312da2662371c159735ffbc16fc94fed365f

Observation 745b5ac2-42af-4aff-9f0e-5e26c81d25ca · outbound

This paper cites Repeti- tive activity counting by sight and sound.

Period-LLM: Extending the Periodic Capability of Multimodal Large Language Model Repeti- tive activity counting by sight and sound

Reference 50

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T12:26:41.716110Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-07T12:26:41.005852Z digest=sha256:580cc161b6e5bd468462f442140b2c7a52978ef451a4439fd5b0a98cc5d17561

Observation 3b095a31-4f74-450e-9576-98194036a62b · outbound

This paper cites Advancing Generalizable Remote Physiological Measurement through the Integration of Explicit and Implicit Prior Knowledge.

Period-LLM: Extending the Periodic Capability of Multimodal Large Language Model Advancing Generalizable Remote Physiological Measurement through the Integration of Explicit and Implicit Prior Knowledge

Reference 51

Resolution
unresolved
no resolver link, observed 2026-08-07T12:26:41.121678Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T12:26:41.121678Z digest=sha256:002a498d2b9171b3783379969480d7df49ee9cefd17a532faecad6485628a610

Observation fc4a7eaf-4129-4307-a822-d4f38716a8a7 · outbound

This paper cites MiniGPT-4: Enhancing Vision-Language Understanding with Advanced Large Language Models.

Period-LLM: Extending the Periodic Capability of Multimodal Large Language Model MiniGPT-4: Enhancing Vision-Language Understanding with Advanced Large Language Models

Reference 52

Resolution
unresolved
no resolver link, observed 2026-08-07T12:26:41.196274Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T12:26:41.196274Z digest=sha256:29dd66f95aeedc94ae5967258e527c56ff94e5e41300807de0ccdcd88fbbeac9

Pith citing papers

Observation ee3f780b-6a0a-46b4-850c-d81656d4dd2a · inbound

OralMLLM-Bench: Evaluating Cognitive Capabilities of Multimodal Large Language Models in Dental Practice cites this paper.

OralMLLM-Bench: Evaluating Cognitive Capabilities of Multimodal Large Language Models in Dental Practice Period-LLM: Extending the Periodic Capability of Multimodal Large Language Model

Reference 56

Resolution
verified exact
arxiv_id, observed 2026-05-11T01:05:50.217742Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-05-11T01:03:50.055081Z digest=sha256:8cb3ad07769471cd4e5a08f075050fe403ec25b438f473d940ecd1273748a67b