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Paper Citation Record · LEDGER

Smarter Together: Combining Large Language Models and Small Models for Physiological Signals Visual Inspection

As of 12 August 2026, this Paper Citation Record lists 70 of 70 outbound references and 1 inbound Pith citation observation for arXiv:2501.16215.

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

pith.paper-citation-record.v1
2501.16215 v2

Coverage vector

measured 70 of 70 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-10T13:42:23.951081Z

measured 71 of 71 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-11T06:34:44.6726+00:00

measured 1 of 1 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-05-19T09:31:55.829045Z

measured 0 of 1 external citation measurements

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

Source: arxiv_reference, observed 2026-05-19T09:32:15.699117Z

Reference resolution

70 of 70 outbound references displayed

  • verified exact0
  • verified fuzzy43
  • unresolved27
  • parse uncertain0
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External citation measurements

No source-named external measurement is stored.

Outbound references

Observation 74c2bea4-e3e1-4a98-961b-66f254d022dc · outbound

This paper cites an unresolved cited work.

Smarter Together: Combining Large Language Models and Small Models for Physiological Signals Visual Inspection Unresolved cited work

Reference 1

Resolution
unresolved
raw_fallback, observed 2026-08-10T13:42:24.846192Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

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Observation 9d721a41-ae25-4be3-9f63-9e9835d5d841 · outbound

This paper cites Recurrent neural networks for multivariate time series with missing values.Scientific reports, 8(1):6085, 2018.

Smarter Together: Combining Large Language Models and Small Models for Physiological Signals Visual Inspection Recurrent neural networks for multivariate time series with missing values.Scientific reports, 8(1):6085, 2018

Reference 2

Resolution
verified fuzzy
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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

source=pdf_text observed=2026-08-10T13:42:23.673232Z digest=sha256:0c78c850a6e9d6598fe1ebf882453b7a292639aa502fea1db329f6d1e3ce2eaa

Observation 1d961171-674e-4052-8adb-63db67cb6b0b · outbound

This paper cites Inceptiontime: Finding alexnet for time series classification.Data Mining and Knowledge Discovery, 34(6):1936–1962, 2020.

Smarter Together: Combining Large Language Models and Small Models for Physiological Signals Visual Inspection Inceptiontime: Finding alexnet for time series classification.Data Mining and Knowledge Discovery, 34(6):1936–1962, 2020

Reference 3

Resolution
verified fuzzy
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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

source=pdf_text observed=2026-08-10T13:42:23.676816Z digest=sha256:a316cbf33a7980de4d59a2d9367d0941119a9cd8c8cedb35556a7916d6ebc509

Observation 21af714a-04a7-426b-829c-c34b7e39daf6 · outbound

This paper cites Medformer: A Multi-Granularity Patching Transformer for Medical Time-Series Classification.

Smarter Together: Combining Large Language Models and Small Models for Physiological Signals Visual Inspection Medformer: A Multi-Granularity Patching Transformer for Medical Time-Series Classification

Reference 4

Resolution
unresolved
no resolver link, observed 2026-08-10T13:42:23.680746Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-10T13:42:23.680746Z digest=sha256:9fbeb0903554e9ccf83bb30fb629938f4308b4f8d5226c398e11709803c63885

Observation b10252af-a128-4a32-a3d3-7fb2c51b59c1 · outbound

This paper cites TimeMIL: Advancing multivariate time series classification via a time-aware multiple instance learning.

Smarter Together: Combining Large Language Models and Small Models for Physiological Signals Visual Inspection TimeMIL: Advancing multivariate time series classification via a time-aware multiple instance learning

Reference 5

Resolution
verified fuzzy
raw_fallback, observed 2026-08-10T13:42:24.809049Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

source=pdf_text observed=2026-08-10T13:42:23.684909Z digest=sha256:3344e22632dc65ec750d00da47f6eaba706c9f3203111346c420b02c4fbe1a83

Observation ffd764b4-5383-4817-8f08-cc52c86ae835 · outbound

This paper cites Inherently interpretable time series classification via multiple instance learning.

Smarter Together: Combining Large Language Models and Small Models for Physiological Signals Visual Inspection Inherently interpretable time series classification via multiple instance learning

Reference 6

Resolution
verified fuzzy
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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

source=pdf_text observed=2026-08-10T13:42:23.688740Z digest=sha256:1d765f06463521d614d454b65f2ea97a5b977d3062183794ab29fd2191fd9136

Observation deb6a85a-bda4-4b6b-aecc-6d71164dfd19 · outbound

This paper cites Can Generalist Foundation Models Outcompete Special-Purpose Tuning? Case Study in Medicine.

Smarter Together: Combining Large Language Models and Small Models for Physiological Signals Visual Inspection Can Generalist Foundation Models Outcompete Special-Purpose Tuning? Case Study in Medicine

Reference 7

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unresolved
no resolver link, observed 2026-08-10T13:42:23.692995Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-10T13:42:23.692995Z digest=sha256:a733756118b25d6e69b77450768e96066461dd988e998aa9be82ce4b5f8701a1

Observation b2250dd2-e4c4-4c72-b5df-45ce13d7b0e5 · outbound

This paper cites Towards Expert-Level Medical Question Answering with Large Language Models.

Smarter Together: Combining Large Language Models and Small Models for Physiological Signals Visual Inspection Towards Expert-Level Medical Question Answering with Large Language Models

Reference 8

Resolution
unresolved
no resolver link, observed 2026-08-10T13:42:23.697462Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-10T13:42:23.697462Z digest=sha256:d370bcfcc1057fa392d874d5b2a5158bf483d6d0f0a5969b0aa87a71efc64895

Observation 6264934e-7dc1-4720-bf08-c9dd1413572d · outbound

This paper cites Sleep stage estimation by introduction of sleep domain knowledge to ai: Towards personalized sleep counseling system with genai.

Smarter Together: Combining Large Language Models and Small Models for Physiological Signals Visual Inspection Sleep stage estimation by introduction of sleep domain knowledge to ai: Towards personalized sleep counseling system with genai

Reference 9

Resolution
verified fuzzy
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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

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Observation 8ec42699-5cd0-4982-8c83-9059ebecbe6e · outbound

This paper cites an unresolved cited work.

Smarter Together: Combining Large Language Models and Small Models for Physiological Signals Visual Inspection Unresolved cited work

Reference 10

Resolution
unresolved
raw_fallback, observed 2026-08-10T13:42:24.772755Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

source=pdf_text observed=2026-08-10T13:42:23.705051Z digest=sha256:75760e4598d6044025bbddd9e8f862a2408b43ee93366a717f7bd1203bf617c9

Observation 51f6b706-5890-4c12-80a6-6253d488ccc8 · outbound

This paper cites Comparison of emergency medicine specialist, cardiologist, and chat-gpt in electrocardiography assessment.The American Journal of Emergency Medicine, 80:51–60, 2024.

Smarter Together: Combining Large Language Models and Small Models for Physiological Signals Visual Inspection Comparison of emergency medicine specialist, cardiologist, and chat-gpt in electrocardiography assessment.The American Journal of Emergency Medicine, 80:51–60, 2024

Reference 11

Resolution
verified fuzzy
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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

source=pdf_text observed=2026-08-10T13:42:23.708570Z digest=sha256:bc8e5594449ca41a2130ba7822969c9ce27a0420fe48967c70f69162869aee5f

Observation be255f90-655e-40ac-b9c2-a756ff5259fd · outbound

This paper cites Multimodal chatgpt-4v for electrocardiogram interpretation: Promise and limitations.Journal of Medical Internet Research, 26:e54607, 2024.

Smarter Together: Combining Large Language Models and Small Models for Physiological Signals Visual Inspection Multimodal chatgpt-4v for electrocardiogram interpretation: Promise and limitations.Journal of Medical Internet Research, 26:e54607, 2024

Reference 12

Resolution
verified fuzzy
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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

source=pdf_text observed=2026-08-10T13:42:23.712872Z digest=sha256:0a3c1e37e4d1de2d27fd6d32bb82cea82d54ec0c10f72cebb24703170f45185a

Observation 3cb5dc6c-4981-4d1c-8176-19f87da2e5a4 · outbound

This paper cites Exploration of LLMs, EEG, and behavioral data to measure and support attention and sleep.

Smarter Together: Combining Large Language Models and Small Models for Physiological Signals Visual Inspection Exploration of LLMs, EEG, and behavioral data to measure and support attention and sleep

Reference 13

Resolution
unresolved
no resolver link, observed 2026-08-10T13:42:23.716792Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-10T13:42:23.716792Z digest=sha256:07a812ccd4b389d3e4f5ee97fac961df24d556636c06ab098528126b01ea2985

Observation f400d26e-3e3a-4f17-bba1-c98a6c0f6a51 · outbound

This paper cites Exploring chatgpt’s potential in ecg interpretation and outcome prediction in emergency department.The American Journal of Emergency Medicine, 88:7–11, 2025.

Smarter Together: Combining Large Language Models and Small Models for Physiological Signals Visual Inspection Exploring chatgpt’s potential in ecg interpretation and outcome prediction in emergency department.The American Journal of Emergency Medicine, 88:7–11, 2025

Reference 14

Resolution
verified fuzzy
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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

source=pdf_text observed=2026-08-10T13:42:23.720992Z digest=sha256:cb5c8c90625d3fea9a397a23b329214af6e6a72b599b9ed05fea23b05477a981

Observation b8d6b1ca-c11c-4799-9a10-b509fe998107 · outbound

This paper cites Springer, 2005.

Smarter Together: Combining Large Language Models and Small Models for Physiological Signals Visual Inspection Springer, 2005

Reference 15

Resolution
verified fuzzy
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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

source=pdf_text observed=2026-08-10T13:42:23.725476Z digest=sha256:37b3f172996f589a85857705c83054db2273e8b3291d7a89cc7a0e821f6f7dff

Observation 13903695-a7b7-45a6-b218-eae1e15fd0ca · outbound

This paper cites Deep learning for ecg arrhythmia detection and classification: an overview of progress for period 2017–2023.Frontiers in Physiology, 14:1246746, 2023.

Smarter Together: Combining Large Language Models and Small Models for Physiological Signals Visual Inspection Deep learning for ecg arrhythmia detection and classification: an overview of progress for period 2017–2023.Frontiers in Physiology, 14:1246746, 2023

Reference 16

Resolution
verified fuzzy
raw_fallback, observed 2026-08-10T13:42:24.699141Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

source=pdf_text observed=2026-08-10T13:42:23.729858Z digest=sha256:8c3fea9235103e6e425d3d5e27855d3c740eccef31fdf400767e5ece350938bd

Observation 12f831da-1570-46ae-bc9b-e48bf76e5f29 · outbound

This paper cites Seizure prediction—ready for a new era.Nature Reviews Neurology, 14(10):618–630, 2018.

Smarter Together: Combining Large Language Models and Small Models for Physiological Signals Visual Inspection Seizure prediction—ready for a new era.Nature Reviews Neurology, 14(10):618–630, 2018

Reference 17

Resolution
verified fuzzy
raw_fallback, observed 2026-08-10T13:42:24.686150Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

source=pdf_text observed=2026-08-10T13:42:23.733601Z digest=sha256:c28bc034cc72c861abad4b8751e5b7f38968e67013ee90edea40224cebeea814

Observation 8fbdf317-ef9c-4dd0-8aea-248166170177 · outbound

This paper cites Research and application of deep learning-based sleep staging: Data, modeling, validation, and clinical practice.Sleep Medicine Reviews, page 101897, 2024.

Smarter Together: Combining Large Language Models and Small Models for Physiological Signals Visual Inspection Research and application of deep learning-based sleep staging: Data, modeling, validation, and clinical practice.Sleep Medicine Reviews, page 101897, 2024

Reference 18

Resolution
verified fuzzy
raw_fallback, observed 2026-08-10T13:42:24.672523Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

source=pdf_text observed=2026-08-10T13:42:23.737498Z digest=sha256:6face0b7c298027d587982347a3a88e324cb6dd1b582717aee0065393d6a610c

Observation 9b38b78e-130a-48e8-9748-ed93fb5dd45c · outbound

This paper cites Atrial activity extraction from single lead ecg recordings: Evaluation of two novel methods.Computers in biology and medicine, 43(3):176–183, 2013.

Smarter Together: Combining Large Language Models and Small Models for Physiological Signals Visual Inspection Atrial activity extraction from single lead ecg recordings: Evaluation of two novel methods.Computers in biology and medicine, 43(3):176–183, 2013

Reference 19

Resolution
verified fuzzy
raw_fallback, observed 2026-08-10T13:42:24.660779Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

source=pdf_text observed=2026-08-10T13:42:23.741733Z digest=sha256:ab4c76ffc444bf3836d6018c54cad23fbdd978485a775658586a1d30864cf44b

Observation cf3617cf-8db2-4aca-bb4e-e98512e85162 · outbound

This paper cites Wavelet-based eeg processing for computer-aided seizure detection and epilepsy diagnosis.Seizure, 26:56–64, 2015.

Smarter Together: Combining Large Language Models and Small Models for Physiological Signals Visual Inspection Wavelet-based eeg processing for computer-aided seizure detection and epilepsy diagnosis.Seizure, 26:56–64, 2015

Reference 20

Resolution
verified fuzzy
raw_fallback, observed 2026-08-10T13:42:24.648629Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

source=pdf_text observed=2026-08-10T13:42:23.745944Z digest=sha256:dfec2acbe30c9ffcc75d47221d4cc35621dae333ae7bfc7c646528f020b41b8d

Observation 4501820b-7a9d-4cdf-a2d0-7829c627f90e · outbound

This paper cites Automatic ecg diagnosis using convolutional neural network.

Smarter Together: Combining Large Language Models and Small Models for Physiological Signals Visual Inspection Automatic ecg diagnosis using convolutional neural network

Reference 21

Resolution
verified fuzzy
raw_fallback, observed 2026-08-10T13:42:24.635283Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

source=pdf_text observed=2026-08-10T13:42:23.749484Z digest=sha256:843a894e7ce0439e6c1a01aaf39ba10532ad13c46f9c7c9b738536a22ce68466

Observation 6da4a46f-32d3-44ab-b6cb-065088ccffa5 · outbound

This paper cites Moderntcn: A modern pure convolution structure for general time series analysis.

Smarter Together: Combining Large Language Models and Small Models for Physiological Signals Visual Inspection Moderntcn: A modern pure convolution structure for general time series analysis

Reference 22

Resolution
verified fuzzy
raw_fallback, observed 2026-08-10T13:42:24.622947Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

source=pdf_text observed=2026-08-10T13:42:23.753229Z digest=sha256:84910740871603be8501593bef710ea0e38c7e2401b8ed55fdd79b07a2f09f39

Observation 9918e2cc-f8f7-41f8-beec-cf8cad094af1 · outbound

This paper cites Contrast everything: A hierarchical contrastive framework for medical time-series.Advances in Neural Information Processing Systems, 36, 2024.

Smarter Together: Combining Large Language Models and Small Models for Physiological Signals Visual Inspection Contrast everything: A hierarchical contrastive framework for medical time-series.Advances in Neural Information Processing Systems, 36, 2024

Reference 23

Resolution
verified fuzzy
raw_fallback, observed 2026-08-10T13:42:24.608601Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

source=pdf_text observed=2026-08-10T13:42:23.756914Z digest=sha256:e1ef01575adf2d37e9d045d2439f90c43cddb498016aada00e8b600e4f84c696

Observation 5171068a-c084-4ae5-8ae8-2b5e611bbeea · outbound

This paper cites Attention is all you need.Advances in Neural Information Processing Systems, 2017.

Smarter Together: Combining Large Language Models and Small Models for Physiological Signals Visual Inspection Attention is all you need.Advances in Neural Information Processing Systems, 2017

Reference 24

Resolution
verified fuzzy
raw_fallback, observed 2026-08-10T13:42:24.592169Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

source=pdf_text observed=2026-08-10T13:42:23.760453Z digest=sha256:96ea97733042bbfa08ebb353dfca3baa14d27cee4e75f600213cda425dda98a0

Observation cb1aa9c5-d948-47f0-bb3b-e6602bd0b6b7 · outbound

This paper cites An attention-based deep learning approach for sleep stage classification with single-channel eeg.

Smarter Together: Combining Large Language Models and Small Models for Physiological Signals Visual Inspection An attention-based deep learning approach for sleep stage classification with single-channel eeg

Reference 25

Resolution
verified fuzzy
raw_fallback, observed 2026-08-10T13:42:24.580711Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

source=pdf_text observed=2026-08-10T13:42:23.763713Z digest=sha256:67fc1469c1129b7a23591bf96a4a0f7789ded4518bbbe42db907f43f963266e3

Observation db15cfe2-5fdc-4919-9da5-df934d7d4b6f · outbound

This paper cites Mts-lof: medical time- series representation learning via occlusion-invariant features.IEEE Journal of Biomedical and Health Informatics, 2024.

Smarter Together: Combining Large Language Models and Small Models for Physiological Signals Visual Inspection Mts-lof: medical time- series representation learning via occlusion-invariant features.IEEE Journal of Biomedical and Health Informatics, 2024

Reference 26

Resolution
verified fuzzy
raw_fallback, observed 2026-08-10T13:42:24.568430Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

source=pdf_text observed=2026-08-10T13:42:23.767247Z digest=sha256:2c1a5f6a297d9fa68ad7f14e2e16d5e29bae25c952ed5f35061e18768080bb02

Observation 8f38f1c1-73c3-4076-95dd-8e5007fc36c9 · outbound

This paper cites Solving the multiple instance problem with axis-parallel rectangles.Artificial intelligence, 89(1-2):31–71, 1997.

Smarter Together: Combining Large Language Models and Small Models for Physiological Signals Visual Inspection Solving the multiple instance problem with axis-parallel rectangles.Artificial intelligence, 89(1-2):31–71, 1997

Reference 27

Resolution
verified fuzzy
raw_fallback, observed 2026-08-10T13:42:24.556750Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

source=pdf_text observed=2026-08-10T13:42:23.770671Z digest=sha256:9d6660cd37bcf5d1f6d5557beeb04de96413b20343470de161cc25a7cec4b7bc

Observation c2ae4c9b-e910-42e7-b1b1-6965e83b12d8 · outbound

This paper cites A unified approach to interpreting model predictions.Advances in neural information processing systems, 30:4765–4774, 2017.

Smarter Together: Combining Large Language Models and Small Models for Physiological Signals Visual Inspection A unified approach to interpreting model predictions.Advances in neural information processing systems, 30:4765–4774, 2017

Reference 28

Resolution
verified fuzzy
raw_fallback, observed 2026-08-10T13:42:24.546035Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

source=pdf_text observed=2026-08-10T13:42:23.773946Z digest=sha256:79598205bf0fe8f1c6fc6a999f1873709509bec1b3d7d7f0342118b8816fe262

Observation 825309e2-a3e3-4b7d-bfde-9d36d3f43352 · outbound

This paper cites ” why should i trust you?” explaining the predictions of any classifier.

Smarter Together: Combining Large Language Models and Small Models for Physiological Signals Visual Inspection ” why should i trust you?” explaining the predictions of any classifier

Reference 29

Resolution
verified fuzzy
raw_fallback, observed 2026-08-10T13:42:24.535605Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

source=pdf_text observed=2026-08-10T13:42:23.777044Z digest=sha256:5c1e3d4639426deda1dccac967fe72cfc734ee7cbaee60a564f65e96d8929279

Observation a85a98e6-f196-43a9-96b8-4b7fde3ac16e · outbound

This paper cites A practical bayesian framework for backpropagation networks.Neural computation, 4(3):448–472, 1992.

Smarter Together: Combining Large Language Models and Small Models for Physiological Signals Visual Inspection A practical bayesian framework for backpropagation networks.Neural computation, 4(3):448–472, 1992

Reference 30

Resolution
verified fuzzy
raw_fallback, observed 2026-08-10T13:42:24.525698Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

source=pdf_text observed=2026-08-10T13:42:23.779882Z digest=sha256:60637e71f4e906969defba4e0c160bd6663dff6e9cfb6b3d096817d17045c2b4

Observation a00cab09-d0b1-4ed2-8282-5b77e9c83f6d · outbound

This paper cites Dropout as a bayesian approximation: Representing model uncertainty in deep learning.

Smarter Together: Combining Large Language Models and Small Models for Physiological Signals Visual Inspection Dropout as a bayesian approximation: Representing model uncertainty in deep learning

Reference 31

Resolution
verified fuzzy
raw_fallback, observed 2026-08-10T13:42:24.514507Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

source=pdf_text observed=2026-08-10T13:42:23.782879Z digest=sha256:dd60dae7f91e67d4c447201ff47dcbd4ed95201a5cfc67a312636e03b43959f4

Observation aa5bbefb-2acf-4f20-8d3c-f85f98d4183d · outbound

This paper cites Prune 'n Predict: Optimizing LLM Decision-making with Conformal Prediction.

Smarter Together: Combining Large Language Models and Small Models for Physiological Signals Visual Inspection Prune 'n Predict: Optimizing LLM Decision-making with Conformal Prediction

Reference 32

Resolution
unresolved
no resolver link, observed 2026-08-10T13:42:23.786305Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-10T13:42:23.786305Z digest=sha256:552366c2d093711113653bc4e2a927e7d14a77dfb1eb2939b07a74afe36bab4b

Observation 76c0d4f3-d0cc-4fb7-a7c7-6b2f3223afbf · outbound

This paper cites Attention-based deep multiple instance learning.

Smarter Together: Combining Large Language Models and Small Models for Physiological Signals Visual Inspection Attention-based deep multiple instance learning

Reference 33

Resolution
verified fuzzy
raw_fallback, observed 2026-08-10T13:42:24.503903Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

source=pdf_text observed=2026-08-10T13:42:23.789896Z digest=sha256:cf13fdcebc3f801473fc254cc20db3ab7acd699debea9f5b4e31c330990cfeb1

Observation 6de448e7-7892-4305-8063-ec7fd4004d8d · outbound

This paper cites Transmil: Transformer based correlated multiple instance learning for whole slide image classification.Advances in neural information processing systems, 34:2136–2147, 2021.

Smarter Together: Combining Large Language Models and Small Models for Physiological Signals Visual Inspection Transmil: Transformer based correlated multiple instance learning for whole slide image classification.Advances in neural information processing systems, 34:2136–2147, 2021

Reference 34

Resolution
verified fuzzy
raw_fallback, observed 2026-08-10T13:42:24.492156Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

source=pdf_text observed=2026-08-10T13:42:23.793059Z digest=sha256:97881c3777103e3b346c21b48941229415bd20291cb1bfe557f8c511cdcecf66

Observation 8dc96183-e38f-4ce2-9f52-f5f2eb4a0572 · outbound

This paper cites Theory, Analysis, and Best Practices for Sigmoid Self-Attention.

Smarter Together: Combining Large Language Models and Small Models for Physiological Signals Visual Inspection Theory, Analysis, and Best Practices for Sigmoid Self-Attention

Reference 35

Resolution
unresolved
no resolver link, observed 2026-08-10T13:42:23.796832Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-10T13:42:23.796832Z digest=sha256:5fcb57bd6501c90aa7242733e9733b14ec5081621f02bb96daede1b231ee34f1

Observation 43234845-4287-4657-ae2e-f6d1924ea463 · outbound

This paper cites John Wiley & Sons, 1999.

Smarter Together: Combining Large Language Models and Small Models for Physiological Signals Visual Inspection John Wiley & Sons, 1999

Reference 36

Resolution
verified fuzzy
raw_fallback, observed 2026-08-10T13:42:24.480916Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

source=pdf_text observed=2026-08-10T13:42:23.802393Z digest=sha256:ffa5fa84ea428172b6876c427114c50bc64749c8cbebc7b678bf372ba2103dcd

Observation 55cb8350-b5ff-4b74-ba15-a5ef8466bb36 · outbound

This paper cites Inductive confidence machines for regression.

Smarter Together: Combining Large Language Models and Small Models for Physiological Signals Visual Inspection Inductive confidence machines for regression

Reference 37

Resolution
verified fuzzy
raw_fallback, observed 2026-08-10T13:42:24.470267Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

source=pdf_text observed=2026-08-10T13:42:23.806150Z digest=sha256:d4c200d898b1196178ecea7b9ba99af577cb1a88f301ae2d0ecfcb02826aa548

Observation ceb154d1-de65-4329-8c8b-39f7a90bf515 · outbound

This paper cites Conformal Risk Control.

Smarter Together: Combining Large Language Models and Small Models for Physiological Signals Visual Inspection Conformal Risk Control

Reference 38

Resolution
unresolved
no resolver link, observed 2026-08-10T13:42:23.810384Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-10T13:42:23.810384Z digest=sha256:db84977182377aef52e1fedf73cbb6e701f5d87a4f941532bec27a1a8072f75f

Observation 12e7f8d9-c699-4a7d-9913-6e646e1c6ec3 · outbound

This paper cites Conformal prediction beyond exchangeability.The Annals of Statistics, 51(2):816–845, 2023.

Smarter Together: Combining Large Language Models and Small Models for Physiological Signals Visual Inspection Conformal prediction beyond exchangeability.The Annals of Statistics, 51(2):816–845, 2023

Reference 39

Resolution
verified fuzzy
raw_fallback, observed 2026-08-10T13:42:24.459126Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

source=pdf_text observed=2026-08-10T13:42:23.815463Z digest=sha256:e6e00c29d26a1a676bb66f50bea65c26eb26f56fa6ac0ea8c4d4ed6d987630ce

Observation 1cfdad24-77ca-4fbe-a279-4c5b2c09ba12 · outbound

This paper cites Analysis of a sleep-dependent neuronal feedback loop: the slow-wave microcontinuity of the eeg.IEEE Transactions on Biomedical Engineering, 47(9):1185–1194, 2000.

Smarter Together: Combining Large Language Models and Small Models for Physiological Signals Visual Inspection Analysis of a sleep-dependent neuronal feedback loop: the slow-wave microcontinuity of the eeg.IEEE Transactions on Biomedical Engineering, 47(9):1185–1194, 2000

Reference 40

Resolution
verified fuzzy
raw_fallback, observed 2026-08-10T13:42:24.447647Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

source=pdf_text observed=2026-08-10T13:42:23.819267Z digest=sha256:a405accf86e3fa68a0b7731b4dc1bb987d4e7b41802bdc4741ea2838af709289

Observation 4fc1d923-bdfc-434d-b66e-9c883c6427d6 · outbound

This paper cites Ptb-xl, a large publicly available electrocardiography dataset.Scientific data, 7(1):1–15, 2020.

Smarter Together: Combining Large Language Models and Small Models for Physiological Signals Visual Inspection Ptb-xl, a large publicly available electrocardiography dataset.Scientific data, 7(1):1–15, 2020

Reference 41

Resolution
verified fuzzy
raw_fallback, observed 2026-08-10T13:42:24.433703Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

source=pdf_text observed=2026-08-10T13:42:23.823759Z digest=sha256:0565527b97c8e665c19b7b7360b9bdf1e3c4df8e56d48a8d2f2eec7a200df6f9

Observation 1ccb2964-2cfe-44b2-bcb6-b499024bda9d · outbound

This paper cites an unresolved cited work.

Smarter Together: Combining Large Language Models and Small Models for Physiological Signals Visual Inspection Unresolved cited work

Reference 42

Resolution
unresolved
raw_fallback, observed 2026-08-10T13:42:24.420703Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

source=pdf_text observed=2026-08-10T13:42:23.828858Z digest=sha256:8ce7ac8b575affff2d259429773b0043430c65f94803f379b0b1939df528c61e

Observation bd1d6053-a450-4cf3-aca9-a599554eb9bd · outbound

This paper cites an unresolved cited work.

Smarter Together: Combining Large Language Models and Small Models for Physiological Signals Visual Inspection Unresolved cited work

Reference 43

Resolution
unresolved
raw_fallback, observed 2026-08-10T13:42:24.408626Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

source=pdf_text observed=2026-08-10T13:42:23.833998Z digest=sha256:e1d2468fdcf3be0a5f0c3dcdcdf134a168104a65cb71429cd09a0aceb9cec45d

Observation 7c5013f9-6863-4aa1-a529-905353bdc33a · outbound

This paper cites Qwen2-VL: Enhancing Vision-Language Model's Perception of the World at Any Resolution.

Smarter Together: Combining Large Language Models and Small Models for Physiological Signals Visual Inspection Qwen2-VL: Enhancing Vision-Language Model's Perception of the World at Any Resolution

Reference 44

Resolution
unresolved
no resolver link, observed 2026-08-10T13:42:23.839912Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-10T13:42:23.839912Z digest=sha256:06b0701d84ebc1cbb801aeed184cea662134c234321502f4f7107ce92b04b0a5

Observation 543ddc73-d9d2-425d-96a7-89ff6027ddc1 · outbound

This paper cites Mimo-vl technical report, 2025.

Smarter Together: Combining Large Language Models and Small Models for Physiological Signals Visual Inspection Mimo-vl technical report, 2025

Reference 45

Resolution
verified fuzzy
raw_fallback, observed 2026-08-10T13:42:24.397738Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

source=pdf_text observed=2026-08-10T13:42:23.844518Z digest=sha256:3520798696a28eb6e0c9350afd6cbf62e96754a9ecff6476dbc4eb4820ae9fb9

Observation e6bbf452-8e8d-4591-8374-ffd3e6cfa13e · outbound

This paper cites Appropriateness of cardiovascular disease prevention recommendations obtained from a popular online chat-based artificial intelligence model.Jama, 329(10):842–844, 2023.

Smarter Together: Combining Large Language Models and Small Models for Physiological Signals Visual Inspection Appropriateness of cardiovascular disease prevention recommendations obtained from a popular online chat-based artificial intelligence model.Jama, 329(10):842–844, 2023

Reference 46

Resolution
verified fuzzy
raw_fallback, observed 2026-08-10T13:42:24.386250Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

source=pdf_text observed=2026-08-10T13:42:23.850078Z digest=sha256:89b5396dc6ce381acef7aed7bc5dec22f15cb85fcac6a79f3cdfa3e0010a2423

Observation b4d4e8cd-7b82-4c84-8c1d-db3e7c03e3e4 · outbound

This paper cites an unresolved cited work.

Smarter Together: Combining Large Language Models and Small Models for Physiological Signals Visual Inspection Unresolved cited work

Reference 47

Resolution
unresolved
raw_fallback, observed 2026-08-10T13:42:24.374930Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

source=pdf_text observed=2026-08-10T13:42:23.854111Z digest=sha256:644487c179a9d65fd26a321ada648afd14f7b4e8cc9e1880ce773d31190ac5ae

Observation 5c1939b4-25d8-45b4-8cef-759814510243 · outbound

This paper cites Chain-of-thought prompting elicits reasoning in large language models.Advances in neural information processing systems, 35:24824–24837, 2022.

Smarter Together: Combining Large Language Models and Small Models for Physiological Signals Visual Inspection Chain-of-thought prompting elicits reasoning in large language models.Advances in neural information processing systems, 35:24824–24837, 2022

Reference 48

Resolution
verified fuzzy
raw_fallback, observed 2026-08-10T13:42:24.364095Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

source=pdf_text observed=2026-08-10T13:42:23.857984Z digest=sha256:bf64f0427eb17b309e1972e5467e799a72f18c9463960f61efc2dbe60cce4915

Observation 9e8e45c4-51dd-42bd-8710-bab7c8e7fcde · outbound

This paper cites Retrieval-augmented generation for knowledge-intensive nlp tasks.Advances in Neural Information Processing Systems, 33:9459–9474, 2020.

Smarter Together: Combining Large Language Models and Small Models for Physiological Signals Visual Inspection Retrieval-augmented generation for knowledge-intensive nlp tasks.Advances in Neural Information Processing Systems, 33:9459–9474, 2020

Reference 49

Resolution
verified fuzzy
raw_fallback, observed 2026-08-10T13:42:24.352784Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

source=pdf_text observed=2026-08-10T13:42:23.861753Z digest=sha256:e4cba88deb6713430beb43d6a70fa76193b09571025e9b71fe49a44f658160d9

Observation 41531140-348e-4fb2-a984-cd27d905146b · outbound

This paper cites an unresolved cited work.

Smarter Together: Combining Large Language Models and Small Models for Physiological Signals Visual Inspection Unresolved cited work

Reference 50

Resolution
unresolved
raw_fallback, observed 2026-08-10T13:42:24.341425Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

source=pdf_text observed=2026-08-10T13:42:23.865376Z digest=sha256:9045c6988aac7ab148c99b30bbf4fe8ad8d72eca25b0262fd26fb3cf5ae72a0a

Observation 04455101-342c-4d69-99e0-650d37235544 · outbound

This paper cites Dual-stream multiple instance learning network for whole slide image classification with self-supervised contrastive learning.

Smarter Together: Combining Large Language Models and Small Models for Physiological Signals Visual Inspection Dual-stream multiple instance learning network for whole slide image classification with self-supervised contrastive learning

Reference 51

Resolution
verified fuzzy
raw_fallback, observed 2026-08-10T13:42:24.329253Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

source=pdf_text observed=2026-08-10T13:42:23.870035Z digest=sha256:fb96548d29638f0b4a0b56b801c2dddad465ba9d21b401a027ace4fa555a8b7c

Observation 2b0ad669-6632-4d47-a560-c45688e4f598 · outbound

This paper cites Decoupled Weight Decay Regularization.

Smarter Together: Combining Large Language Models and Small Models for Physiological Signals Visual Inspection Decoupled Weight Decay Regularization

Reference 52

Resolution
unresolved
no resolver link, observed 2026-08-10T13:42:23.874002Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-10T13:42:23.874002Z digest=sha256:2f8d0279c7d3b2b70010c82aebf62692a29b9374d098f5547a84ca3dec8080a5

Observation 6707ea29-64b9-4317-aa55-2885779e55d6 · outbound

This paper cites A Gentle Introduction to Conformal Prediction and Distribution-Free Uncertainty Quantification.

Smarter Together: Combining Large Language Models and Small Models for Physiological Signals Visual Inspection A Gentle Introduction to Conformal Prediction and Distribution-Free Uncertainty Quantification

Reference 53

Resolution
unresolved
no resolver link, observed 2026-08-10T13:42:23.877573Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-10T13:42:23.877573Z digest=sha256:d5e3533325601d947e2a60f8901c771fb4842ed39e34f043614310a79177e2fd

Observation ee1c4285-9fcb-4f80-b90e-b3ff78adc2cc · outbound

This paper cites TSMixer: An All-MLP Architecture for Time Series Forecasting.

Smarter Together: Combining Large Language Models and Small Models for Physiological Signals Visual Inspection TSMixer: An All-MLP Architecture for Time Series Forecasting

Reference 54

Resolution
unresolved
no resolver link, observed 2026-08-10T13:42:23.881526Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-10T13:42:23.881526Z digest=sha256:83914996998f5c692e8f97632108bf71abe445f63929384033ad51194467bfab

Observation 9f57e833-20ff-4745-a2c8-5d344bc80b67 · outbound

This paper cites As shown in its reasoning ⟨think⟩ block, the model correctly identified the presence of ”relatively low-amplitude” and ”high-frequency activity” throughout the epoch.

Smarter Together: Combining Large Language Models and Small Models for Physiological Signals Visual Inspection As shown in its reasoning ⟨think⟩ block, the model correctly identified the presence of ”relatively low-amplitude” and ”high-frequency activity” throughout the epoch

Reference 55

Resolution
verified fuzzy
raw_fallback, observed 2026-08-10T13:42:24.315893Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

source=pdf_text observed=2026-08-10T13:42:23.885842Z digest=sha256:a4a65cb01844f5cfd93ff2603035bba726740628ecdb4e2af810b08c15b4f0df

Observation 9c392be2-b6bf-498a-8586-c202e2bd11ee · outbound

This paper cites Interviews.

Smarter Together: Combining Large Language Models and Small Models for Physiological Signals Visual Inspection Interviews

Reference 56

Resolution
verified fuzzy
raw_fallback, observed 2026-08-10T13:42:24.304314Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

source=pdf_text observed=2026-08-10T13:42:23.890039Z digest=sha256:96859fb472dd559929e0cb30f620327d26e6026efdd68bfde1a21e05fc7781b6

Observation fa55858d-1f57-41e9-aac5-792f2fdd7af9 · outbound

This paper cites The heatmap highlights regions where attention is focused on N1 criteria.

Smarter Together: Combining Large Language Models and Small Models for Physiological Signals Visual Inspection The heatmap highlights regions where attention is focused on N1 criteria

Reference 57

Resolution
verified fuzzy
raw_fallback, observed 2026-08-10T13:42:24.290334Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

source=pdf_text observed=2026-08-10T13:42:23.894317Z digest=sha256:8ad445f7b48386420f0cb33387c08c6829cdee6c3a78d71599d407a7b1722391

Observation c91c6534-c1eb-41d8-8b22-2e5160fad8a0 · outbound

This paper cites The heatmap indicates areas where N2 criteria are met.

Smarter Together: Combining Large Language Models and Small Models for Physiological Signals Visual Inspection The heatmap indicates areas where N2 criteria are met

Reference 58

Resolution
verified fuzzy
raw_fallback, observed 2026-08-10T13:42:24.279431Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

source=pdf_text observed=2026-08-10T13:42:23.898722Z digest=sha256:0b288c2feacb7a1783b8b85e8538dbb2ec5234c2c577e56f3ebb5abfdd4dc41a

Observation 1bf5f3fa-22e8-4379-bcc7-14866cae5c15 · outbound

This paper cites an unresolved cited work.

Smarter Together: Combining Large Language Models and Small Models for Physiological Signals Visual Inspection Unresolved cited work

Reference 59

Resolution
unresolved
raw_fallback, observed 2026-08-10T13:42:24.268159Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

source=pdf_text observed=2026-08-10T13:42:23.902474Z digest=sha256:39a9b44fbb997ccdf6a165ff9ebcbfb316d4f0b1cebedcc058f502fd21c33085

Observation dd187a8a-c271-464f-841f-db5e849cf0de · outbound

This paper cites an unresolved cited work.

Smarter Together: Combining Large Language Models and Small Models for Physiological Signals Visual Inspection Unresolved cited work

Reference 60

Resolution
unresolved
raw_fallback, observed 2026-08-10T13:42:24.257771Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

source=pdf_text observed=2026-08-10T13:42:23.906754Z digest=sha256:4006abcdc73af58da581edab48e62f3c8062204ed479428d171f494c98dab1f0

Observation 0cea891b-12d4-43fc-9ea1-de3322911416 · outbound

This paper cites an unresolved cited work.

Smarter Together: Combining Large Language Models and Small Models for Physiological Signals Visual Inspection Unresolved cited work

Reference 61

Resolution
unresolved
raw_fallback, observed 2026-08-10T13:42:24.246824Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

source=pdf_text observed=2026-08-10T13:42:23.910409Z digest=sha256:64d6085c36d6e809a179cf24552989f8d116cd11ca922b8c48f074e609ccc215

Observation f16b9f9c-8353-41f2-943f-ea1de56cf86a · outbound

This paper cites Analyzing this 30-second Fpz-Cz EEG epoch: The waveform displays high-frequency , low-amplitude activity characteristic of the awake state.

Smarter Together: Combining Large Language Models and Small Models for Physiological Signals Visual Inspection Analyzing this 30-second Fpz-Cz EEG epoch: The waveform displays high-frequency , low-amplitude activity characteristic of the awake state

Reference 62

Resolution
verified fuzzy
raw_fallback, observed 2026-08-10T13:42:24.232934Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

source=pdf_text observed=2026-08-10T13:42:23.914364Z digest=sha256:54299a5d6393c4ca74aac61bd01542815f74c55fc3763e653b27726eace536e5

Observation 09a88168-2ca2-4c12-a80c-556b6b2db16c · outbound

This paper cites an unresolved cited work.

Smarter Together: Combining Large Language Models and Small Models for Physiological Signals Visual Inspection Unresolved cited work

Reference 63

Resolution
unresolved
raw_fallback, observed 2026-08-10T13:42:24.220505Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

source=pdf_text observed=2026-08-10T13:42:23.919304Z digest=sha256:59995f7fe993a014a9cf9048d37d03336097dbad9e375a71338f65c6d9a49a9e

Observation c3a79d20-0051-4cd2-b366-70285174a848 · outbound

This paper cites an unresolved cited work.

Smarter Together: Combining Large Language Models and Small Models for Physiological Signals Visual Inspection Unresolved cited work

Reference 64

Resolution
unresolved
raw_fallback, observed 2026-08-10T13:42:24.208450Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

source=pdf_text observed=2026-08-10T13:42:23.923208Z digest=sha256:602d7f030c58e827d34743cc24db1737510f5e5583d249fe07eeccc153bcea35

Observation 8ec4b920-b6de-432d-b0ec-5545ae57f318 · outbound

This paper cites an unresolved cited work.

Smarter Together: Combining Large Language Models and Small Models for Physiological Signals Visual Inspection Unresolved cited work

Reference 65

Resolution
unresolved
raw_fallback, observed 2026-08-10T13:42:24.195712Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

source=pdf_text observed=2026-08-10T13:42:23.926910Z digest=sha256:0a42b8f265be20e65828c0e0f1f8a1bced48e6a0aa4214630389d64f6da2d758

Observation 0707af0d-373c-4803-a035-ee1be1ec60e8 · outbound

This paper cites an unresolved cited work.

Smarter Together: Combining Large Language Models and Small Models for Physiological Signals Visual Inspection Unresolved cited work

Reference 66

Resolution
unresolved
raw_fallback, observed 2026-08-10T13:42:24.182871Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

source=pdf_text observed=2026-08-10T13:42:23.930750Z digest=sha256:c8712da5cd74693d52962e320417f6e1e843b8c7adecc9fa0bf554815b485f11

Observation d275f5e4-071d-45ea-bac3-d6c22d7fe4a9 · outbound

This paper cites an unresolved cited work.

Smarter Together: Combining Large Language Models and Small Models for Physiological Signals Visual Inspection Unresolved cited work

Reference 67

Resolution
unresolved
raw_fallback, observed 2026-08-10T13:42:24.172119Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

source=pdf_text observed=2026-08-10T13:42:23.936398Z digest=sha256:6832c52eb484d2d1672264cdd00381892a783d54ba4f67845c61f82a54cc4ee8

Observation 797c0c2f-ad26-4ef3-8bd7-3bbaa1967d69 · outbound

This paper cites an unresolved cited work.

Smarter Together: Combining Large Language Models and Small Models for Physiological Signals Visual Inspection Unresolved cited work

Reference 68

Resolution
unresolved
raw_fallback, observed 2026-08-10T13:42:24.160617Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

source=pdf_text observed=2026-08-10T13:42:23.942294Z digest=sha256:3eba4fa212d17b5d90e06e50b3e31076b461d036318d6da6bdbfb29f13a8e983

Observation 5abf2578-1368-4f64-8d73-930b0a5d0db8 · outbound

This paper cites an unresolved cited work.

Smarter Together: Combining Large Language Models and Small Models for Physiological Signals Visual Inspection Unresolved cited work

Reference 69

Resolution
unresolved
raw_fallback, observed 2026-08-10T13:42:24.149195Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

source=pdf_text observed=2026-08-10T13:42:23.946449Z digest=sha256:573e03eb494258ce5bda0e16668715edba29ccf8257d73a7457cdbda179b042a

Observation bd81de08-11f7-4459-8896-513d58615c1a · outbound

This paper cites Normal ECG.

Smarter Together: Combining Large Language Models and Small Models for Physiological Signals Visual Inspection Normal ECG

Reference 70

Resolution
verified fuzzy
raw_fallback, observed 2026-08-10T13:42:24.135703Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

source=pdf_text observed=2026-08-10T13:42:23.951081Z digest=sha256:4c01fecb890f2ef872d991ace285ba228d9f9ff4b34ab4595a7fc04278b79cc2

Pith citing papers

Observation 3da0834d-d9b6-42b9-bccb-65c76157a8a7 · inbound

From Time Series Analysis to Question Answering: A Survey in the LLM Era cites this paper.

From Time Series Analysis to Question Answering: A Survey in the LLM Era Smarter Together: Combining Large Language Models and Small Models for Physiological Signals Visual Inspection

Reference 47

Resolution
verified exact
arxiv_id, observed 2026-05-19T09:32:15.702710Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

source=pdf_text observed=2026-05-19T09:31:55.829045Z digest=sha256:1d6336806aeb356bf71e3d02e53994be91756d9a84a12a3571d3e5b88f270865