Smarter Together: Combining Large Language Models and Small Models for Physiological Signals Visual Inspection | Paper Citation Record

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

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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; raw_fallback, observed 2026-08-10T13:42:24.834843Z

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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; raw_fallback, observed 2026-08-10T13:42:24.822352Z

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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

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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

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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; raw_fallback, observed 2026-08-10T13:42:24.796752Z

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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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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

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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; raw_fallback, observed 2026-08-10T13:42:24.784701Z

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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

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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; raw_fallback, observed 2026-08-10T13:42:24.761528Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

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; raw_fallback, observed 2026-08-10T13:42:24.747155Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

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

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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; raw_fallback, observed 2026-08-10T13:42:24.732952Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

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; raw_fallback, observed 2026-08-10T13:42:24.718107Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

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 2026-08-10T06:31:04.303077+00:00.

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 2026-08-10T06:31:04.303077+00:00.

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 2026-08-10T06:31:04.303077+00:00.

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 2026-08-10T06:31:04.303077+00:00.

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 2026-08-10T06:31:04.303077+00:00.

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 2026-08-10T06:31:04.303077+00:00.

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 2026-08-10T06:31:04.303077+00:00.

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 2026-08-10T06:31:04.303077+00:00.

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 2026-08-10T06:31:04.303077+00:00.

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 2026-08-10T06:31:04.303077+00:00.

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 2026-08-10T06:31:04.303077+00:00.

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 2026-08-10T06:31:04.303077+00:00.

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 2026-08-10T06:31:04.303077+00:00.

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 2026-08-10T06:31:04.303077+00:00.

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 2026-08-10T06:31:04.303077+00:00.

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 2026-08-10T06:31:04.303077+00:00.

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

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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 2026-08-10T06:31:04.303077+00:00.

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 2026-08-10T06:31:04.303077+00:00.

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

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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 2026-08-10T06:31:04.303077+00:00.

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 2026-08-10T06:31:04.303077+00:00.

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

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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 2026-08-10T06:31:04.303077+00:00.

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 2026-08-10T06:31:04.303077+00:00.

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 2026-08-10T06:31:04.303077+00:00.

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 2026-08-10T06:31:04.303077+00:00.

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 2026-08-10T06:31:04.303077+00:00.

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.

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 2026-08-10T06:31:04.303077+00:00.

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 2026-08-10T06:31:04.303077+00:00.

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 2026-08-10T06:31:04.303077+00:00.

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

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No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

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 2026-08-10T06:31:04.303077+00:00.

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 2026-08-10T06:31:04.303077+00:00.

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

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No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

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.

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.

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.

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 2026-08-10T06:31:04.303077+00:00.

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 2026-08-10T06:31:04.303077+00:00.

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 2026-08-10T06:31:04.303077+00:00.

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 2026-08-10T06:31:04.303077+00:00.

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 2026-08-10T06:31:04.303077+00:00.

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 2026-08-10T06:31:04.303077+00:00.

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 2026-08-10T06:31:04.303077+00:00.

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 2026-08-10T06:31:04.303077+00:00.

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 2026-08-10T06:31:04.303077+00:00.

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 2026-08-10T06:31:04.303077+00:00.

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 2026-08-10T06:31:04.303077+00:00.

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 2026-08-10T06:31:04.303077+00:00.

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 2026-08-10T06:31:04.303077+00:00.

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 2026-08-10T06:31:04.303077+00:00.

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 2026-08-10T06:31:04.303077+00:00.

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 2026-08-10T06:31:04.303077+00:00.

Coverage vector

Reference resolution

Outbound references

Pith citing papers