Typed states for the displayed outbound observations.
Source: paper_references, paper_reference_links, observed 2026-08-11T22:33:34.044047Z
Paper Citation Record · LEDGER
As of 13 August 2026, this Paper Citation Record lists 43 of 43 outbound references and 0 inbound Pith citation observations for arXiv:2608.09155.
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 2026-08-11T22:33:34.044047Z
One-hop event checks from named stored sources.
Source: scholarly_work_events, retraction_status_cache, observed 2026-08-13T06:32:02.005865+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
43 of 43 outbound references displayed
External citation measurements
No source-named external measurement is stored.
Observation ac197617-1763-4d9b-8176-6f760ef10be1 · outbound
Beyond Tier Labels: Role- and Deployment-Dependent Model Substitution in Multi-Call LLM Workflows Federate the router: Learning language model routers with sparse and decentralized evaluations.arXiv preprint arXiv:2601.22318, 2026
Reference 1
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.
Observation 1add7325-7945-4c6a-8292-c5b186054659 · outbound
Beyond Tier Labels: Role- and Deployment-Dependent Model Substitution in Multi-Call LLM Workflows Frugalgpt: How to use large language models while reducing cost and improving performance.Transactions on Machine Learning Research, 2024
Reference 2
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.
Observation 81a348da-ac5b-4c51-b921-aa1b0e96c758 · outbound
Beyond Tier Labels: Role- and Deployment-Dependent Model Substitution in Multi-Call LLM Workflows Agentverse: Facilitating multi-agent collaboration and exploring emergent behaviors
Reference 3
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.
Observation f86e588a-362f-4b73-844a-40767ac7d0ba · outbound
Beyond Tier Labels: Role- and Deployment-Dependent Model Substitution in Multi-Call LLM Workflows Optima: Optimizing Effectiveness and Efficiency for LLM-Based Multi-Agent System
Reference 4
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 3f57c78b-816b-439c-81d8-f820adc69d61 · outbound
Beyond Tier Labels: Role- and Deployment-Dependent Model Substitution in Multi-Call LLM Workflows A unified approach to routing and cascading for llms
Reference 5
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.
Observation 8de4d255-638f-4790-ad31-bcd5898cea43 · outbound
Beyond Tier Labels: Role- and Deployment-Dependent Model Substitution in Multi-Call LLM Workflows Cascade-aware multi-agent routing: Spatio-temporal sidecars and geometry-switching
Reference 6
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.
Observation 6ae37354-598f-41e1-9a36-6db7ef39acdd · outbound
Beyond Tier Labels: Role- and Deployment-Dependent Model Substitution in Multi-Call LLM Workflows Pay for hints, not answers: LLM shepherding for cost-efficient inference.arXiv preprint arXiv:2601.22132, 2026
Reference 7
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 286a725c-a7b7-48f0-8a00-a6b0aacb835d · outbound
Beyond Tier Labels: Role- and Deployment-Dependent Model Substitution in Multi-Call LLM Workflows Glam: Efficient scaling of language models with mixture-of-experts
Reference 8
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.
Observation efcfe9d0-ae78-4aed-bfae-da9fcc280b1e · outbound
Beyond Tier Labels: Role- and Deployment-Dependent Model Substitution in Multi-Call LLM Workflows Improving factuality and reasoning in language models through multiagent debate
Reference 9
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.
Observation daf2c92d-2d9d-4617-b4c1-edd2cb7b95d9 · outbound
Beyond Tier Labels: Role- and Deployment-Dependent Model Substitution in Multi-Call LLM Workflows Switch transformers: Scaling to trillion parameter models with simple and efficient sparsity.Journal of Machine Learning Research, 23(120):1–39, 2022
Reference 10
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation ba382b86-5414-4ed4-b9c3-87335b5530a9 · outbound
Beyond Tier Labels: Role- and Deployment-Dependent Model Substitution in Multi-Call LLM Workflows GraphPlanner: Graph Memory-Augmented Agentic Routing for Multi-Agent LLMs
Reference 11
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.
Observation ea0cf12a-bbbc-4cfc-a23d-699d0a24f2ae · outbound
Beyond Tier Labels: Role- and Deployment-Dependent Model Substitution in Multi-Call LLM Workflows AgentScope: A Flexible yet Robust Multi-Agent Platform
Reference 12
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation feff5887-b145-47ec-a76a-2926a5f0b640 · outbound
Beyond Tier Labels: Role- and Deployment-Dependent Model Substitution in Multi-Call LLM Workflows Metagpt: Meta programming for a multi-agent collaborative framework
Reference 13
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.
Observation 5cb4cb0d-1909-4869-a4ad-a40560160234 · outbound
Beyond Tier Labels: Role- and Deployment-Dependent Model Substitution in Multi-Call LLM Workflows RouterBench: A Benchmark for Multi-LLM Routing System
Reference 14
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 970e2d6c-fd26-43cd-bb5f-447937e157d3 · outbound
Beyond Tier Labels: Role- and Deployment-Dependent Model Substitution in Multi-Call LLM Workflows Llm-blender: Ensembling large language models with pairwise ranking and generative fusion
Reference 15
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.
Observation 2eeddfa1-c891-4985-b27c-21256be24f80 · outbound
Beyond Tier Labels: Role- and Deployment-Dependent Model Substitution in Multi-Call LLM Workflows How Robust Are Router-LLMs? Analysis of the Fragility of LLM Routing Capabilities
Reference 16
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation cb2fc3af-932a-45f5-8f6f-07e05e41c633 · outbound
Beyond Tier Labels: Role- and Deployment-Dependent Model Substitution in Multi-Call LLM Workflows Camel: Communicative agents for “mind” exploration of large scale language model society.Advances in Neural Information Processing Systems, 36, 2023
Reference 17
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.
Observation d73c2637-bfeb-4c4c-bd79-2c62dde6ed2a · outbound
Beyond Tier Labels: Role- and Deployment-Dependent Model Substitution in Multi-Call LLM Workflows More agents is all you need.Transactions on Machine Learning Research, 2024
Reference 18
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.
Observation 9d5a8237-155d-4f44-a068-253750a01cd3 · outbound
Beyond Tier Labels: Role- and Deployment-Dependent Model Substitution in Multi-Call LLM Workflows Rethinking Predictive Modeling for LLM Routing: When Simple kNN Beats Complex Learned Routers
Reference 19
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation bac9d8cc-ccce-4041-b02c-3a6b5aee6d50 · outbound
Beyond Tier Labels: Role- and Deployment-Dependent Model Substitution in Multi-Call LLM Workflows CASTER: Breaking the cost-performance barrier in multi-agent orchestration via context-aware strategy for task efficient routing.arXiv preprint arXiv:2601.19793, 2026
Reference 20
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.
Observation 0eefe847-f059-4f17-80cf-f13bf8617b66 · outbound
Beyond Tier Labels: Role- and Deployment-Dependent Model Substitution in Multi-Call LLM Workflows A dynamic LLM-powered agent network for task-oriented agent collaboration
Reference 21
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.
Observation db10553d-9e73-4dcc-8774-e53f40425e70 · outbound
Beyond Tier Labels: Role- and Deployment-Dependent Model Substitution in Multi-Call LLM Workflows Multi-agent ai systems need transparency.Nature Machine Intelligence, 8:1, 2026
Reference 22
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.
Observation 56182dc5-b108-4b8b-88bf-535a06c50b0c · outbound
Beyond Tier Labels: Role- and Deployment-Dependent Model Substitution in Multi-Call LLM Workflows Routellm: Learning to route llms with preference data
Reference 23
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.
Observation e62c98a5-3dde-4783-9372-51616ad23185 · outbound
Beyond Tier Labels: Role- and Deployment-Dependent Model Substitution in Multi-Call LLM Workflows One Head, Many Models: Cross-Attention Routing for Cost-Aware LLM Selection
Reference 24
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 716398dd-0cf4-43eb-bed2-5bc33f68cbb5 · outbound
Beyond Tier Labels: Role- and Deployment-Dependent Model Substitution in Multi-Call LLM Workflows Chatdev: Communicative agents for software development
Reference 25
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.
Observation 28e2819a-31e1-4b27-b8e1-007592e99251 · outbound
Beyond Tier Labels: Role- and Deployment-Dependent Model Substitution in Multi-Call LLM Workflows Scaling large language model-based multi-agent collaboration
Reference 26
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.
Observation fbb2a76e-7453-4fdd-82fa-ac977abd96cb · outbound
Beyond Tier Labels: Role- and Deployment-Dependent Model Substitution in Multi-Call LLM Workflows Mixture-of-Depths: Dynamically allocating compute in transformer-based language models
Reference 27
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 967eedfc-2855-47e1-b679-f9a1c3b69150 · outbound
Beyond Tier Labels: Role- and Deployment-Dependent Model Substitution in Multi-Call LLM Workflows Archon: An Architecture Search Framework for Inference-Time Techniques
Reference 28
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 28863d41-eba4-4349-852b-d778a5f3cd9a · outbound
Beyond Tier Labels: Role- and Deployment-Dependent Model Substitution in Multi-Call LLM Workflows Confident adaptive language modeling
Reference 29
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.
Observation 4906ec8a-60da-477a-874c-181bd4452ef8 · outbound
Beyond Tier Labels: Role- and Deployment-Dependent Model Substitution in Multi-Call LLM Workflows C3PO: Optimized large language model cascades with probabilistic cost constraints for reasoning
Reference 30
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.
Observation f7598d24-a6a7-49c5-b9d9-ccd2ded19c86 · outbound
Beyond Tier Labels: Role- and Deployment-Dependent Model Substitution in Multi-Call LLM Workflows Mixture-of-agents enhances large language model capabilities
Reference 31
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.
Observation 3e19ff36-9905-4e8e-82fb-77d07f628acd · outbound
Beyond Tier Labels: Role- and Deployment-Dependent Model Substitution in Multi-Call LLM Workflows Agentdropout: Dynamic agent elimination for token-efficient and high- performance llm-based multi-agent collaboration
Reference 32
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.
Observation 1ed15409-ac28-4a3f-8d8b-e30190441431 · outbound
Beyond Tier Labels: Role- and Deployment-Dependent Model Substitution in Multi-Call LLM Workflows Webb, Suchol Mondal, and Ida Momennejad
Reference 33
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.
Observation 84709f3d-7665-4b16-9515-905d13f5cac6 · outbound
Beyond Tier Labels: Role- and Deployment-Dependent Model Substitution in Multi-Call LLM Workflows AutoGen: Enabling Next-Gen LLM Applications via Multi-Agent Conversation
Reference 34
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation fde1ae0d-594c-4aed-b8b3-0ff7b72e9f93 · outbound
Beyond Tier Labels: Role- and Deployment-Dependent Model Substitution in Multi-Call LLM Workflows Magic: Investigation of large language model powered multi-agent in cognition, adaptability, rationality and collaboration
Reference 35
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.
Observation 7b1802aa-983e-45db-97c2-326200fb5129 · outbound
Beyond Tier Labels: Role- and Deployment-Dependent Model Substitution in Multi-Call LLM Workflows R2-Router: A New Paradigm for LLM Routing with Reasoning
Reference 36
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation b533536f-594c-40c7-bf4a-0d490fea508a · outbound
Beyond Tier Labels: Role- and Deployment-Dependent Model Substitution in Multi-Call LLM Workflows Bamas: Structuring budget-aware multi-agent systems
Reference 37
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.
Observation 8683b790-bb33-41de-827c-822ba7583240 · outbound
Beyond Tier Labels: Role- and Deployment-Dependent Model Substitution in Multi-Call LLM Workflows MasRouter: Learning to Route LLMs for Multi-Agent Systems
Reference 38
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation c2d5d88c-688a-4af1-a683-ae3e9eca9756 · outbound
Beyond Tier Labels: Role- and Deployment-Dependent Model Substitution in Multi-Call LLM Workflows When Does Multi-Agent RL Improve LLM Workflows? Workflow, Scale, and Policy-Sharing Tradeoffs
Reference 39
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.
Observation 1dcfb22f-6757-4094-9126-e0dc82064947 · outbound
Beyond Tier Labels: Role- and Deployment-Dependent Model Substitution in Multi-Call LLM Workflows Reinforcement Learning for LLM-based Multi-Agent Systems through Orchestration Traces
Reference 40
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.
Observation ef91f18a-9d13-4163-a740-e2d7aaaf7c4c · outbound
Beyond Tier Labels: Role- and Deployment-Dependent Model Substitution in Multi-Call LLM Workflows RerouteGuard: Understanding and mitigating adversarial risks for LLM routing.arXiv preprint arXiv:2601.21380, 2026
Reference 41
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 79ce183f-e1ed-4ab0-913e-cdadc682eed3 · outbound
Beyond Tier Labels: Role- and Deployment-Dependent Model Substitution in Multi-Call LLM Workflows Agent-as-a-Router: Agentic Model Routing for Coding Tasks
Reference 42
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.
Observation f011349b-36ec-46b6-9cf1-448a728e7dd5 · outbound
Beyond Tier Labels: Role- and Deployment-Dependent Model Substitution in Multi-Call LLM Workflows entropy”, “variance
Reference 43
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.
No inbound Pith citation observations are available.