Typed states for the displayed outbound observations.
Source: paper_references, paper_reference_links, observed 2026-08-16T00:21:10.243859Z
Paper Citation Record · LEDGER
As of 17 August 2026, this Paper Citation Record lists 48 of 48 outbound references and 0 inbound Pith citation observations for arXiv:2608.12127.
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 2026-08-16T00:21:10.243859Z
One-hop event checks from named stored sources.
Source: scholarly_work_events, retraction_status_cache, observed 2026-08-17T06:30:58.91139+00:00
Pith citing papers itemized under the disclosed page cap.
Source: paper_references, paper_reference_links
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 d8dcb762-09de-4537-8ece-a74c6e0a1fb4 · outbound
SCOPE-Router: Cost-Aware Open-Set VLM Routing for Execution-Oriented Tasks RouterBench: A Benchmark for Multi-LLM Routing System
Reference 1
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation b062a010-6b4a-44e2-b997-10d41a55182c · outbound
SCOPE-Router: Cost-Aware Open-Set VLM Routing for Execution-Oriented Tasks Vl-routerbench: A benchmark for vision-language model routing, 2026
Reference 2
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.
Observation aa926c5b-d3e5-4eb5-85ba-8211e48c7563 · outbound
SCOPE-Router: Cost-Aware Open-Set VLM Routing for Execution-Oriented Tasks Routerarena: An open platform for comprehensive comparison of llm routers, 2025
Reference 3
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation f9709bf9-15cf-4d48-9d29-6efb647adca7 · outbound
SCOPE-Router: Cost-Aware Open-Set VLM Routing for Execution-Oriented Tasks RouteLLM: Learning to Route LLMs with Preference Data
Reference 4
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 2047e7a7-78d4-4195-94db-6e26c8bb8392 · outbound
SCOPE-Router: Cost-Aware Open-Set VLM Routing for Execution-Oriented Tasks CARROT: A Cost Aware Rate Optimal Router
Reference 5
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 4519b724-aa76-4e29-be41-154f6c225935 · outbound
SCOPE-Router: Cost-Aware Open-Set VLM Routing for Execution-Oriented Tasks Agent-as-a-Router: Agentic Model Routing for Coding Tasks
Reference 6
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 1084bd2f-8d3e-4eb7-878c-6f789800d69b · outbound
SCOPE-Router: Cost-Aware Open-Set VLM Routing for Execution-Oriented Tasks RouterDC: Query-Based Router by Dual Contrastive Learning for Assembling Large Language Models
Reference 7
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 49e22d3e-a91f-4f40-80ad-8a7cac7b6916 · outbound
SCOPE-Router: Cost-Aware Open-Set VLM Routing for Execution-Oriented Tasks Universal Model Routing for Efficient LLM Inference
Reference 8
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 3a6f4211-4697-43d0-981b-a3087f09bfdf · outbound
SCOPE-Router: Cost-Aware Open-Set VLM Routing for Execution-Oriented Tasks xrouter: Training cost-aware llms orchestration system via reinforcement learning, 2025
Reference 9
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation e030e4f4-ed9c-4c89-9f04-9367af792e33 · outbound
SCOPE-Router: Cost-Aware Open-Set VLM Routing for Execution-Oriented Tasks Mmr-bench: A comprehensive benchmark for multimodal llm routing, 2026
Reference 10
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 75662645-46f1-4a9a-a3c6-5714e5b7a2c1 · outbound
SCOPE-Router: Cost-Aware Open-Set VLM Routing for Execution-Oriented Tasks Icl-router: In-context learned model representations for llm routing, 2025
Reference 11
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation d81457c4-60f3-4d0c-8c87-c04a293cd379 · outbound
SCOPE-Router: Cost-Aware Open-Set VLM Routing for Execution-Oriented Tasks Routing to the Expert: Efficient Reward-guided Ensemble of Large Language Models
Reference 12
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 98571946-15ae-4acd-b929-6eeec38d60f8 · outbound
SCOPE-Router: Cost-Aware Open-Set VLM Routing for Execution-Oriented Tasks Llmrouterbench: A massive benchmark and unified framework for llm routing, 2026
Reference 13
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 8d7892b3-2f02-49bd-8ce7-4145c5402861 · outbound
SCOPE-Router: Cost-Aware Open-Set VLM Routing for Execution-Oriented Tasks RouteProfile: Graph-Based Profiling for Cold-Start LLM Routing
Reference 14
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.
Observation 9eb7661e-8d9e-4ed3-a336-33e9c18c8b32 · outbound
SCOPE-Router: Cost-Aware Open-Set VLM Routing for Execution-Oriented Tasks Bge m3-embedding: Multi- lingual, multi-functionality, multi-granularity text embeddings through self-knowledge distillation, 2024
Reference 15
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.
Observation fe8467d8-33c4-47be-a41d-908c8f5f7783 · outbound
SCOPE-Router: Cost-Aware Open-Set VLM Routing for Execution-Oriented Tasks Dinov2: Learning robust visual features without supervision, 2023
Reference 16
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.
Observation f4e41704-9956-4090-a050-cf3ecc3dbb4a · outbound
SCOPE-Router: Cost-Aware Open-Set VLM Routing for Execution-Oriented Tasks Program Synthesis with Large Language Models
Reference 17
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 25a262ee-153f-4e0b-81e5-543069b99457 · outbound
SCOPE-Router: Cost-Aware Open-Set VLM Routing for Execution-Oriented Tasks BigCodeBench: Benchmarking Code Generation with Diverse Function Calls and Complex Instructions
Reference 18
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation ac5334a2-91f4-401b-916e-a9a8aee88368 · outbound
SCOPE-Router: Cost-Aware Open-Set VLM Routing for Execution-Oriented Tasks Measuring Coding Challenge Competence With APPS
Reference 19
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation d65b3180-0e38-41bb-a986-44fe7ff57793 · outbound
SCOPE-Router: Cost-Aware Open-Set VLM Routing for Execution-Oriented Tasks LiveCodeBench: Holistic and Contamination Free Evaluation of Large Language Models for Code
Reference 20
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 2dfc2e30-b410-49d9-b6ab-732962a3233c · outbound
SCOPE-Router: Cost-Aware Open-Set VLM Routing for Execution-Oriented Tasks MathVista: Evaluating Mathematical Reasoning of Foundation Models in Visual Contexts
Reference 21
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 6b27cc63-0643-47f4-8c2c-caad8bffb184 · outbound
SCOPE-Router: Cost-Aware Open-Set VLM Routing for Execution-Oriented Tasks ChartQA: A Benchmark for Question Answering about Charts with Visual and Logical Reasoning
Reference 22
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 89c787b6-5db2-448c-b117-331499064d0f · outbound
SCOPE-Router: Cost-Aware Open-Set VLM Routing for Execution-Oriented Tasks MMMU: A Massive Multi-discipline Multimodal Understanding and Reasoning Benchmark for Expert AGI
Reference 23
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 0ef0920a-7005-448d-a670-1897aa51d4e4 · outbound
SCOPE-Router: Cost-Aware Open-Set VLM Routing for Execution-Oriented Tasks Ocrbench: on the hidden mystery of ocr in large multimodal models.Science China Information Sciences, 67(12), December 2024
Reference 24
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 59785d13-fe4c-4b73-babc-a55d929a9b1f · outbound
SCOPE-Router: Cost-Aware Open-Set VLM Routing for Execution-Oriented Tasks DocVQA: A Dataset for VQA on Document Images
Reference 25
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation d7e61a31-b2ee-4320-9b20-92e77d016462 · outbound
SCOPE-Router: Cost-Aware Open-Set VLM Routing for Execution-Oriented Tasks A Diagram Is Worth A Dozen Images
Reference 26
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation cee2195a-012f-4b3b-8a82-b77f28380d67 · outbound
SCOPE-Router: Cost-Aware Open-Set VLM Routing for Execution-Oriented Tasks Grok-1.5 vision preview
Reference 27
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.
Observation 384ce454-e7cd-452c-85e1-713fb9f40324 · outbound
SCOPE-Router: Cost-Aware Open-Set VLM Routing for Execution-Oriented Tasks BrowseComp-Plus: A More Fair and Transparent Evaluation Benchmark of Deep-Research Agent
Reference 28
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation d12a94af-9761-49e5-a40b-5772a1df7d20 · outbound
SCOPE-Router: Cost-Aware Open-Set VLM Routing for Execution-Oriented Tasks Qwen3-VL Technical Report
Reference 29
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 77149de9-c8e7-42a4-b57c-7c53061ec3fb · outbound
SCOPE-Router: Cost-Aware Open-Set VLM Routing for Execution-Oriented Tasks Qwen3.5: Towards native multimodal agents, February 2026
Reference 30
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 9b1b7ab7-9e29-4efd-aa5e-71003a3d94bc · outbound
SCOPE-Router: Cost-Aware Open-Set VLM Routing for Execution-Oriented Tasks Gemini 2.5 Flash Model Card
Reference 31
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.
Observation ffad6aec-cc83-4148-a389-b1a62ea84494 · outbound
SCOPE-Router: Cost-Aware Open-Set VLM Routing for Execution-Oriented Tasks Gemini 3 Flash Model Card
Reference 32
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.
Observation f98c862a-56dc-436e-8cf4-b0bb06ab0725 · outbound
SCOPE-Router: Cost-Aware Open-Set VLM Routing for Execution-Oriented Tasks Gemini 3.5 Flash Model Card
Reference 33
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.
Observation 8334221f-789b-45ee-bc03-2b8bbf160ce7 · outbound
SCOPE-Router: Cost-Aware Open-Set VLM Routing for Execution-Oriented Tasks Introducing GPT-5.4, March 2026
Reference 34
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.
Observation fadc4aa1-8780-48d7-9c92-9221c3f245b8 · outbound
SCOPE-Router: Cost-Aware Open-Set VLM Routing for Execution-Oriented Tasks Introducing GPT-5.4 mini and nano, March 2026
Reference 35
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.
Observation a1bf3d0d-ecae-48fa-8203-f2970cdb6f85 · outbound
SCOPE-Router: Cost-Aware Open-Set VLM Routing for Execution-Oriented Tasks System card: Claude Haiku 4.5
Reference 36
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.
Observation 6d5c32d1-00e4-4ffd-8c82-6a1026e204f4 · outbound
SCOPE-Router: Cost-Aware Open-Set VLM Routing for Execution-Oriented Tasks System card: Claude Sonnet 4.6
Reference 37
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.
Observation 627b3577-aaaa-407a-a361-d1a5ca49f5eb · outbound
SCOPE-Router: Cost-Aware Open-Set VLM Routing for Execution-Oriented Tasks System card: Claude Opus 4.6
Reference 38
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.
Observation af142e7d-0060-4cc8-a89a-276e5b07898b · outbound
SCOPE-Router: Cost-Aware Open-Set VLM Routing for Execution-Oriented Tasks MiniMax Sparse Attention
Reference 39
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 515f4aa8-1917-4384-9572-017e6581271d · outbound
SCOPE-Router: Cost-Aware Open-Set VLM Routing for Execution-Oriented Tasks Unresolved cited work
Reference 40
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.
Observation ea27ef0a-5a90-4f20-9a2c-3847f3095017 · outbound
SCOPE-Router: Cost-Aware Open-Set VLM Routing for Execution-Oriented Tasks MacQueen
Reference 41
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 51481ec0-c190-46a2-a8f3-c425df214248 · outbound
SCOPE-Router: Cost-Aware Open-Set VLM Routing for Execution-Oriented Tasks Conditional logit analysis of qualitative choice behavior
Reference 42
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 75051a63-0dd8-48fe-83d0-91ff64a6ba71 · outbound
SCOPE-Router: Cost-Aware Open-Set VLM Routing for Execution-Oriented Tasks Rumelhart, Geoffrey E
Reference 43
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 1992f520-ff7a-4241-a203-c3fbf886227c · outbound
SCOPE-Router: Cost-Aware Open-Set VLM Routing for Execution-Oriented Tasks Rifkin and Aldebaro Klautau
Reference 44
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.
Observation 1f085e25-1e71-4663-a78d-cac55cae5481 · outbound
SCOPE-Router: Cost-Aware Open-Set VLM Routing for Execution-Oriented Tasks Pp-ocrv6: From 1.5m to 34.5m parameters, surpassing billion-scale vlms on ocr tasks,
Reference 45
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.
Observation b5cdc979-4ee6-4d45-9914-1b0159960cd4 · outbound
SCOPE-Router: Cost-Aware Open-Set VLM Routing for Execution-Oriented Tasks Qwen3 Embedding: Advancing Text Embedding and Reranking Through Foundation Models
Reference 46
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation c22d01b8-9066-4a78-8975-4692f8d295d3 · outbound
SCOPE-Router: Cost-Aware Open-Set VLM Routing for Execution-Oriented Tasks GPT-5.5 System Card
Reference 47
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.
Observation c9aebf86-ae6c-4fb9-b1ba-6b7f69e40a42 · outbound
SCOPE-Router: Cost-Aware Open-Set VLM Routing for Execution-Oriented Tasks PP-OCRv6: From 1.5M to 34.5M Parameters, Surpassing Billion-Scale VLMs on OCR Tasks
Reference 2026
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
No inbound Pith citation observations are available.