Typed states for the displayed outbound observations.
Source: paper_references, paper_reference_links, observed 2026-08-02T07:51:15.259452Z
Paper Citation Record · LEDGER
As of 18 August 2026, this Paper Citation Record lists 47 of 47 outbound references and 1 inbound Pith citation observation for arXiv:2607.08940.
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 2026-08-02T07:51:15.259452Z
One-hop event checks from named stored sources.
Source: scholarly_work_events, retraction_status_cache, observed 2026-08-18T06:34:40.430872+00:00
Pith citing papers itemized under the disclosed page cap.
Source: paper_references, paper_reference_links, observed 2026-08-15T14:34:14.984415Z
A source-named dated measurement, never combined with another source.
Source: pith, observed 2026-08-15T14:34:15.131489Z
47 of 47 outbound references displayed
External citation measurements
No source-named external measurement is stored.
Observation 9236b78a-69af-4b58-a81c-2414b1d9caf3 · outbound
TSRouter: Dynamic Modality-Model Selection for Time Series Reasoning Let's Sample Step by Step: Adaptive-Consistency for Efficient Reasoning and Coding with LLMs
Reference 1
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation b8774cf8-e36d-4298-b103-767e4a6cf5e0 · outbound
TSRouter: Dynamic Modality-Model Selection for Time Series Reasoning ✓ Qwen3-VL-8B(Text+Vision) Ans: (D)— The data shows a clear progression through multiple trend phases
Reference 3
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation bf7f08f0-f680-4a02-b9ac-cf8563d664c9 · outbound
TSRouter: Dynamic Modality-Model Selection for Time Series Reasoning TEMPO: Prompt-based Generative Pre-trained Transformer for Time Series Forecasting
Reference 5
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation d94e7079-f9ce-49ff-ad8e-23d8d0ae334d · outbound
TSRouter: Dynamic Modality-Model Selection for Time Series Reasoning Mtbench: A multimodal time series benchmark for temporal reasoning and question answering.arXiv preprint arXiv:2503.16858,
Reference 6
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 23909df9-a53f-4ef1-ab81-a0061a003ec1 · outbound
TSRouter: Dynamic Modality-Model Selection for Time Series Reasoning VisionTS: Visual Masked Autoencoders Are Free-Lunch Zero-Shot Time Series Forecasters
Reference 7
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation d8f93125-a4b0-41b5-afd2-83c97395bbed · outbound
TSRouter: Dynamic Modality-Model Selection for Time Series Reasoning Hybrid LLM: Cost-Efficient and Quality-Aware Query Routing
Reference 9
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 5e7b9e10-cf53-478e-9925-80902aea1c1b · outbound
TSRouter: Dynamic Modality-Model Selection for Time Series Reasoning GraphRouter: A Graph-based Router for LLM Selections
Reference 10
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation aaa7683f-f078-425b-b0ea-da31256f1bad · outbound
TSRouter: Dynamic Modality-Model Selection for Time Series Reasoning GraphPlanner: Graph Memory-Augmented Agentic Routing for Multi-Agent LLMs
Reference 11
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation c329a9d8-8bf1-4a1d-a4b4-225a08e85a94 · outbound
TSRouter: Dynamic Modality-Model Selection for Time Series Reasoning Fast Graph Representation Learning with PyTorch Geometric
Reference 12
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation e51b15f6-da45-4615-aae3-555785b151c7 · outbound
TSRouter: Dynamic Modality-Model Selection for Time Series Reasoning TimeOmni-1: Incentivizing Complex Reasoning with Time Series in Large Language Models
Reference 14
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 0ac8d810-e1af-42a5-9183-5ed9acf488e2 · outbound
TSRouter: Dynamic Modality-Model Selection for Time Series Reasoning TimeOmni-VL: Unified Models for Time Series Understanding and Generation
Reference 15
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 8b6b2fb9-b281-44eb-a99d-c0dc21899489 · outbound
TSRouter: Dynamic Modality-Model Selection for Time Series Reasoning Reasoning with Language Model is Planning with World Model
Reference 16
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 9ea61da3-5cc7-4352-a16b-f2ee2571349d · outbound
TSRouter: Dynamic Modality-Model Selection for Time Series Reasoning Arcmemo: Abstract reasoning composition with lifelong llm memory.arXiv preprint arXiv:2509.04439,
Reference 17
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation f34caf6a-99e1-40ed-9320-702c458f8809 · outbound
TSRouter: Dynamic Modality-Model Selection for Time Series Reasoning GLM-4.5V and GLM-4.1V-Thinking: Towards Versatile Multimodal Reasoning with Scalable Reinforcement Learning
Reference 18
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 9e51d9d2-dacd-4f6e-abda-bffefa71dfa9 · outbound
TSRouter: Dynamic Modality-Model Selection for Time Series Reasoning RouterBench: A Benchmark for Multi-LLM Routing System
Reference 19
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation a840040a-2bc8-4978-850a-16856819d3a7 · outbound
TSRouter: Dynamic Modality-Model Selection for Time Series Reasoning Heterogeneous graph trans- former
Reference 20
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 03d67b81-d5a5-4de0-89a0-f929bd5d5b9b · outbound
TSRouter: Dynamic Modality-Model Selection for Time Series Reasoning Time-LLM: Time Series Forecasting by Reprogramming Large Language Models
Reference 22
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 382de849-6e48-4b74-97ee-89ec4a29320b · outbound
TSRouter: Dynamic Modality-Model Selection for Time Series Reasoning Reasoning with Sampling: Your Base Model is Smarter Than You Think
Reference 23
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation d066b844-2144-4baf-9dca-fe7cf398bfe0 · outbound
TSRouter: Dynamic Modality-Model Selection for Time Series Reasoning Adam: A Method for Stochastic Optimization
Reference 24
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 9ddccd15-0f5c-4b25-a6fb-129adaeb6c13 · outbound
TSRouter: Dynamic Modality-Model Selection for Time Series Reasoning Qinghua Liu, Sam Heshmati, Zheda Mai, Zubin Abraham, John Paparrizos, and Liu Ren
Reference 27
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 56f75502-927e-4305-ba18-efcf6c45e5f4 · outbound
TSRouter: Dynamic Modality-Model Selection for Time Series Reasoning Language Models Still Struggle to Zero-shot Reason about Time Series
Reference 29
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 8bd44b6a-a62a-4be7-bf4b-2bf8d207ca47 · outbound
TSRouter: Dynamic Modality-Model Selection for Time Series Reasoning Stop When Reasoning Converges: Semantic-Preserving Early Exit for Reasoning Models
Reference 30
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 0177097a-7f18-4c92-8602-ca128615150c · outbound
TSRouter: Dynamic Modality-Model Selection for Time Series Reasoning RouteLLM: Learning to Route LLMs with Preference Data
Reference 31
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 6e60d083-c47b-4ed0-8504-3850ea0bcf77 · outbound
TSRouter: Dynamic Modality-Model Selection for Time Series Reasoning Time2Lang: Bridging Time-Series Foundation Models and Large Language Models for Health Sensing Beyond Prompting
Reference 32
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 83fbe965-1f97-443c-be53-ccb8d86110cd · outbound
TSRouter: Dynamic Modality-Model Selection for Time Series Reasoning Large Language Model Routing with Benchmark Datasets
Reference 34
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation add633f4-cf08-4ded-8ae0-b783d117cfad · outbound
TSRouter: Dynamic Modality-Model Selection for Time Series Reasoning Kimi K2.5: Visual Agentic Intelligence
Reference 35
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 91e0ff98-08cd-4529-87cf-384f8bcd9229 · outbound
TSRouter: Dynamic Modality-Model Selection for Time Series Reasoning Chatts: Aligning time series with llms via synthetic data for enhanced understanding and reasoning.arXiv preprint arXiv:2412.03104,
Reference 36
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 615964aa-d62b-465a-b227-d4656a9769b0 · outbound
TSRouter: Dynamic Modality-Model Selection for Time Series Reasoning Qwen3 Technical Report
Reference 37
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation e948ad28-7085-42d4-9a90-a50f049638f8 · outbound
TSRouter: Dynamic Modality-Model Selection for Time Series Reasoning Self-Distilled RLVR
Reference 38
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 772c211b-e20b-46ea-bea7-b47d568d47e4 · outbound
TSRouter: Dynamic Modality-Model Selection for Time Series Reasoning Ts-reasoner: Aligning time series foundation models with llm reasoning.arXiv preprint arXiv:2510.03519, 2025a
Reference 40
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation f00a7f7a-cd43-4b67-9ff7-14a765116739 · outbound
TSRouter: Dynamic Modality-Model Selection for Time Series Reasoning Time-VLM: Exploring Multimodal Vision-Language Models for Augmented Time Series Forecasting
Reference 41
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 0692c5d8-152e-4a8e-892d-2fb2bf959292 · outbound
TSRouter: Dynamic Modality-Model Selection for Time Series Reasoning Least-to-Most Prompting Enables Complex Reasoning in Large Language Models
Reference 42
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 17466f7e-26fb-4f5e-9f7e-d8db267ef154 · outbound
TSRouter: Dynamic Modality-Model Selection for Time Series Reasoning Unresolved cited work
Reference 43
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 2fe29b0f-efd7-4739-a06d-be27d5174e71 · outbound
TSRouter: Dynamic Modality-Model Selection for Time Series Reasoning Unresolved cited work
Reference 44
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation b0d0f3ea-14f1-46cf-84e1-8b4d3283bc00 · outbound
TSRouter: Dynamic Modality-Model Selection for Time Series Reasoning Given a query withNchannels, we plot each channel as a separate subplot, with a shared x-axis (time/index) and individual y-axes
Reference 45
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 7e8fa8fa-dc29-42c7-9192-a47bc85574c8 · outbound
TSRouter: Dynamic Modality-Model Selection for Time Series Reasoning In contrast, all three VLMs correctly identify the trend ordering from the visual plot, where the curvature of each regime is di- rectly observable
Reference 47
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 81ddd3e4-a26e-4aef-a1eb-a845e58486d0 · outbound
TSRouter: Dynamic Modality-Model Selection for Time Series Reasoning Self-Distillation Enables Continual Learning
Reference 1990
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 33793d2f-40c3-439b-a4da-f89f1394bd8b · outbound
TSRouter: Dynamic Modality-Model Selection for Time Series Reasoning Semi-Supervised Classification with Graph Convolutional Networks
Reference 2014
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 55c6cffe-e696-441e-8f33-d8e1e0dc1bbc · outbound
TSRouter: Dynamic Modality-Model Selection for Time Series Reasoning Time-MQA: Time Series Multi-Task Question Answering with Context Enhancement
Reference 2016
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 6af9c81d-b149-435e-977c-19245db82119 · outbound
TSRouter: Dynamic Modality-Model Selection for Time Series Reasoning The Llama 3 Herd of Models
Reference 2019
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 2c47c604-b89d-461b-ab31-ecc2592a7064 · outbound
TSRouter: Dynamic Modality-Model Selection for Time Series Reasoning Timexl: Explainable multi-modal time series prediction with llm-in- the-loop.arXiv preprint arXiv:2503.01013,
Reference 2020
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Unavailable: canonical work link unavailable.
Observation aee0e35d-c416-4889-bee9-984dd4de2fb0 · outbound
TSRouter: Dynamic Modality-Model Selection for Time Series Reasoning Time Series Analysis for Education: Methods, Applications, and Future Directions
Reference 2021
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 10ff0623-4e5b-4213-8f30-0c0d18132869 · outbound
TSRouter: Dynamic Modality-Model Selection for Time Series Reasoning Flow of Reasoning: Training LLMs for Divergent Reasoning with Minimal Examples
Reference 2022
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Unavailable: canonical work link unavailable.
Observation 38d8f79e-e8f2-492b-8647-fd294ba3e52b · outbound
TSRouter: Dynamic Modality-Model Selection for Time Series Reasoning Qwen3-VL Technical Report
Reference 2023
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Unavailable: canonical work link unavailable.
Observation 16d03c42-6903-4f86-abba-d6780f0b0e98 · outbound
TSRouter: Dynamic Modality-Model Selection for Time Series Reasoning Large Language Monkeys: Scaling Inference Compute with Repeated Sampling
Reference 2024
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation c865e19c-c78c-4253-81f7-b53482cb0993 · outbound
TSRouter: Dynamic Modality-Model Selection for Time Series Reasoning Graph of thoughts: Solving elaborate problems with large language models
Reference 2025
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Unavailable: canonical work link unavailable.
Observation b4a218ac-051f-442a-ad70-85b44b4e1470 · outbound
TSRouter: Dynamic Modality-Model Selection for Time Series Reasoning Under- standing different design choices in training large time series models.arXiv preprint arXiv:2406.14045,
Reference 2026
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 6bb4c2ac-6f26-4673-925f-54846524fc96 · inbound
LLMRouter: Unified Infrastructure for Developing, Evaluating, and Deploying LLM Routers TSRouter: Dynamic Modality-Model Selection for Time Series Reasoning
Reference 293
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.