Typed states for the displayed outbound observations.
Source: paper_references, paper_reference_links, observed 2026-07-14T14:52:42.813309Z
Paper Citation Record · LEDGER
As of 20 August 2026, this Paper Citation Record lists 48 of 48 outbound references and 1 inbound Pith citation observation for arXiv:2607.09880.
A citation records a reference. It does not transfer a finding from one paper to another.
Typed states for the displayed outbound observations.
Source: paper_references, paper_reference_links, observed 2026-07-14T14:52:42.813309Z
One-hop event checks from named stored sources.
Source: scholarly_work_events, retraction_status_cache, observed 2026-08-20T06:33:59.587034+00:00
Pith citing papers itemized under the disclosed page cap.
Source: paper_references, paper_reference_links, observed 2026-08-01T01:06:49.135890Z
A source-named dated measurement, never combined with another source.
Source: cited_works
48 of 48 outbound references displayed
External citation measurements
No source-named external measurement is stored.
Observation ab6e5469-dae4-43ea-9692-400755a36c6d · outbound
CLIR-Bench: Benchmarking Multimodal Question Answering over Irregular Clinical Time Series GIFT-Eval: A Benchmark For General Time Series Forecasting Model Evaluation
Reference 1
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 7102a76b-31e0-4860-86b1-7feba76c4ace · outbound
CLIR-Bench: Benchmarking Multimodal Question Answering over Irregular Clinical Time Series The UEA multivariate time series classification archive, 2018
Reference 2
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 3d5568a3-ae19-43a0-b1b1-45145ed220e4 · outbound
CLIR-Bench: Benchmarking Multimodal Question Answering over Irregular Clinical Time Series A review on outlier/anomaly detection in time series data
Reference 3
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 44fc674c-1a2b-45a4-a7e3-247f3aed3c48 · outbound
CLIR-Bench: Benchmarking Multimodal Question Answering over Irregular Clinical Time Series Benchmarking with MIMIC-IV, an irregular, spare clinical time series dataset
Reference 4
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation d30b7538-4828-4a7a-b48c-b62cabb40d8c · outbound
CLIR-Bench: Benchmarking Multimodal Question Answering over Irregular Clinical Time Series TimeSeriesExam: A time series understanding exam
Reference 5
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 1ac8ca84-ba48-476d-a46a-7adff023cba5 · outbound
CLIR-Bench: Benchmarking Multimodal Question Answering over Irregular Clinical Time Series MedTsLLM: Leveraging LLMs for Multimodal Medical Time Series Analysis
Reference 6
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation d1c277aa-43e5-4ed6-969c-34d3266ddb0d · outbound
CLIR-Bench: Benchmarking Multimodal Question Answering over Irregular Clinical Time Series Unresolved cited work
Reference 7
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation d523d476-0ce3-4a7f-a07b-a78dc244f591 · outbound
CLIR-Bench: Benchmarking Multimodal Question Answering over Irregular Clinical Time Series MILM: Large Language Models for Multimodal Irregular Time Series with Informative Sampling
Reference 8
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation a0491c45-62ba-4961-88fa-e44a3b618431 · outbound
CLIR-Bench: Benchmarking Multimodal Question Answering over Irregular Clinical Time Series TIMER: Temporal Instruction Modeling and Evaluation for Longitudinal Clinical Records
Reference 9
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 9e318aa9-8c9d-4fea-8bfd-9dd1a4aa95c3 · outbound
CLIR-Bench: Benchmarking Multimodal Question Answering over Irregular Clinical Time Series The UCR Time Series Archive
Reference 10
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation c44e243c-2bba-46b7-8550-f3038b76a576 · outbound
CLIR-Bench: Benchmarking Multimodal Question Answering over Irregular Clinical Time Series MedHorizon: Towards Long-context Medical Video Understanding in the Wild
Reference 11
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation deb84edb-2544-4844-8adc-bd8d553c91fe · outbound
CLIR-Bench: Benchmarking Multimodal Question Answering over Irregular Clinical Time Series MedAlign: A Clinician-Generated Dataset for Instruction Following with Electronic Medical Records
Reference 12
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation ca61e676-4503-4428-8161-74359f02939b · outbound
CLIR-Bench: Benchmarking Multimodal Question Answering over Irregular Clinical Time Series TimeOmni-1: Incentivizing Complex Reasoning with Time Series in Large Language Models
Reference 13
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation a332b9a9-d596-4216-b6bc-53afe4b0a81d · outbound
CLIR-Bench: Benchmarking Multimodal Question Answering over Irregular Clinical Time Series Unresolved cited work
Reference 14
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation aebee7cc-15e3-4ed5-bace-5eeb04cc9087 · outbound
CLIR-Bench: Benchmarking Multimodal Question Answering over Irregular Clinical Time Series OmniMedVQA: A New Large-Scale Comprehensive Evaluation Benchmark for Medical LVLM
Reference 15
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 41911872-7566-4946-83fe-ea64d1cf6954 · outbound
CLIR-Bench: Benchmarking Multimodal Question Answering over Irregular Clinical Time Series Unresolved cited work
Reference 16
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 024df74b-8d6e-429f-9236-a80dbf1545ac · outbound
CLIR-Bench: Benchmarking Multimodal Question Answering over Irregular Clinical Time Series Empowering Time Series Analysis with Large Language Models: A Survey
Reference 17
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 796f1d0d-309c-4f42-a3f3-fb5cdaabdfcc · outbound
CLIR-Bench: Benchmarking Multimodal Question Answering over Irregular Clinical Time Series Time-LLM: Time Series Forecasting by Reprogramming Large Language Models
Reference 18
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 54771903-4f5a-4258-bd47-448144f8e9ff · outbound
CLIR-Bench: Benchmarking Multimodal Question Answering over Irregular Clinical Time Series TSAQA: Time Series Analysis Question And Answering Benchmark
Reference 19
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 7dc4601a-822b-4645-8daf-6045e22de128 · outbound
CLIR-Bench: Benchmarking Multimodal Question Answering over Irregular Clinical Time Series Unresolved cited work
Reference 20
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation cff4d9e6-f2ae-40f6-a06a-614ebcd63bca · outbound
CLIR-Bench: Benchmarking Multimodal Question Answering over Irregular Clinical Time Series Time-MQA: Time Series Multi-Task Question Answering with Context Enhancement
Reference 21
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation a3c1a0e7-4511-442d-a6aa-360bc9ba3439 · outbound
CLIR-Bench: Benchmarking Multimodal Question Answering over Irregular Clinical Time Series Large Language Models with Temporal Reasoning for Longitudinal Clinical Summarization and Prediction
Reference 22
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation a5500b17-2e0e-4198-8a62-fbaa8bd4103a · outbound
CLIR-Bench: Benchmarking Multimodal Question Answering over Irregular Clinical Time Series Unresolved cited work
Reference 23
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 661b632b-ec77-4d77-a6f0-b7edd60d7226 · outbound
CLIR-Bench: Benchmarking Multimodal Question Answering over Irregular Clinical Time Series Unresolved cited work
Reference 24
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 97469d0f-0814-496a-8738-f960c5daa6d4 · outbound
CLIR-Bench: Benchmarking Multimodal Question Answering over Irregular Clinical Time Series Unresolved cited work
Reference 25
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation fa7bc77e-c97a-489b-a660-8a8dc4b76dfd · outbound
CLIR-Bench: Benchmarking Multimodal Question Answering over Irregular Clinical Time Series Unresolved cited work
Reference 26
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.
Observation 8bd1ff55-0d8a-497b-911b-29287d15a20a · outbound
CLIR-Bench: Benchmarking Multimodal Question Answering over Irregular Clinical Time Series Divide-then-Diagnose: Weaving Clinician-Inspired Contexts for Ultra-Long Capsule Endoscopy Videos
Reference 27
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 93a72d21-3715-473a-8db7-88a69cdb0dae · outbound
CLIR-Bench: Benchmarking Multimodal Question Answering over Irregular Clinical Time Series Unresolved cited work
Reference 28
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 7633debe-4027-4901-8fa3-ffb98fb89ded · outbound
CLIR-Bench: Benchmarking Multimodal Question Answering over Irregular Clinical Time Series AutoTimes: Autoregressive Time Series Forecasters via Large Language Models
Reference 29
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 2befc4e1-7fe5-4a7a-8ba7-22bc161c998d · outbound
CLIR-Bench: Benchmarking Multimodal Question Answering over Irregular Clinical Time Series Stop Rewarding Hallucinated Steps: Faithfulness-Aware Step-Level Reinforcement Learning for Small Reasoning Models
Reference 30
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation d777dc5b-5bde-42b4-b87f-f937fe0c4c9e · outbound
CLIR-Bench: Benchmarking Multimodal Question Answering over Irregular Clinical Time Series Omiye, Haiwen Gui, Shawheen J
Reference 31
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation dd963348-d297-476c-ba69-ee27f02649c5 · outbound
CLIR-Bench: Benchmarking Multimodal Question Answering over Irregular Clinical Time Series MedHallu: A Comprehensive Benchmark for Detecting Medical Hallucinations in Large Language Models
Reference 32
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation b48078d6-9404-4d0c-9294-21bd0d3e9169 · outbound
CLIR-Bench: Benchmarking Multimodal Question Answering over Irregular Clinical Time Series Jensen, Zhenli Sheng, and Bin Yang
Reference 33
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation b0b8e1e9-2a8e-4f47-b0c5-960b9acd8317 · outbound
CLIR-Bench: Benchmarking Multimodal Question Answering over Irregular Clinical Time Series TFB: Towards Comprehensive and Fair Benchmarking of Time Series Forecasting Methods
Reference 34
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 2429bfd3-1b74-4927-8ab3-98911df88d74 · outbound
CLIR-Bench: Benchmarking Multimodal Question Answering over Irregular Clinical Time Series TAB: Unified Benchmarking of Time Series Anomaly Detection Methods
Reference 35
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 90f2157c-c01d-4a58-8ed6-5efa73c136c7 · outbound
CLIR-Bench: Benchmarking Multimodal Question Answering over Irregular Clinical Time Series Unresolved cited work
Reference 36
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 5ab0271d-92a0-472e-9578-af8500732c6f · outbound
CLIR-Bench: Benchmarking Multimodal Question Answering over Irregular Clinical Time Series Multi-Time Attention Networks for Irregularly Sampled Time Series
Reference 37
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 1d3de13f-083b-4363-b841-52bb6561ac4d · outbound
CLIR-Bench: Benchmarking Multimodal Question Answering over Irregular Clinical Time Series Unresolved cited work
Reference 38
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation dfc3ee90-c1fe-4847-8318-a432dd711cdc · outbound
CLIR-Bench: Benchmarking Multimodal Question Answering over Irregular Clinical Time Series Self-Supervised Transformer for Sparse and Irregularly Sampled Multivariate Clinical Time-Series
Reference 39
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 921c9e46-868e-4956-96dd-75ca8ea6e1e8 · outbound
CLIR-Bench: Benchmarking Multimodal Question Answering over Irregular Clinical Time Series ITFormer: Bridging Time Series and Natural Language for Multi-Modal QA with Large-Scale Multitask Dataset
Reference 40
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation f25c16db-65c0-404a-8e03-30d34bef9d7f · outbound
CLIR-Bench: Benchmarking Multimodal Question Answering over Irregular Clinical Time Series ARFBench: Benchmarking Time Series Question Answering Ability for Software Incident Response
Reference 41
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 80ec318d-efd8-4762-867c-b88f0b859986 · outbound
CLIR-Bench: Benchmarking Multimodal Question Answering over Irregular Clinical Time Series Unresolved cited work
Reference 42
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 4c14777a-fe70-4d46-9c3d-3e17fdd1a64c · outbound
CLIR-Bench: Benchmarking Multimodal Question Answering over Irregular Clinical Time Series Unresolved cited work
Reference 43
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation a852e03c-157a-4b1b-a577-9cccf683c265 · outbound
CLIR-Bench: Benchmarking Multimodal Question Answering over Irregular Clinical Time Series Unresolved cited work
Reference 44
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation c41ae098-0c3e-45ad-b38a-83539667874f · outbound
CLIR-Bench: Benchmarking Multimodal Question Answering over Irregular Clinical Time Series TSRBench: A Comprehensive Multi-task Multi-modal Time Series Reasoning Benchmark for Generalist Models
Reference 45
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation f94e196d-d2b9-4884-a358-cca4de05d360 · outbound
CLIR-Bench: Benchmarking Multimodal Question Answering over Irregular Clinical Time Series Unresolved cited work
Reference 46
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation a80e7503-9390-4401-9214-1a2732fd5f68 · outbound
CLIR-Bench: Benchmarking Multimodal Question Answering over Irregular Clinical Time Series Large Language Models for Time Series: A Survey
Reference 47
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 9b17951f-6115-4912-bcbf-869d036e1c52 · outbound
CLIR-Bench: Benchmarking Multimodal Question Answering over Irregular Clinical Time Series Unresolved cited work
Reference 48
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 38f0945a-d1dd-45c3-9d74-86278b29db35 · inbound
A Cost-Effective Multimodal LLM Reasoning Framework for Question Answering over Irregular Clinical Time Series CLIR-Bench: Benchmarking Multimodal Question Answering over Irregular Clinical Time Series
Reference 18
Source-reported events for the cited work
Unavailable: canonical work link unavailable.