Typed states for the displayed outbound observations.
Source: paper_references, paper_reference_links
Paper Citation Record · LEDGER
Ensemble Learning for Heterogeneous Large Language Models with Deep Parallel Collaboration
As of 20 August 2026, this Paper Citation Record lists 0 of 0 outbound references and 5 inbound Pith citation observations for arXiv:2404.12715.
A citation records a reference. It does not transfer a finding from one paper to another.
Coverage vector
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 2026-08-16T04:39:14.051166Z
A source-named dated measurement, never combined with another source.
Source: arxiv_reference, observed 2026-05-16T19:29:34.446281Z
Reference resolution
0 of 0 outbound references displayed
- verified exact0
- verified fuzzy0
- unresolved0
- parse uncertain0
- malformed identifier0
- metadata mismatch0
External citation measurements
No source-named external measurement is stored.
Outbound references
No outbound reference observations are available for this paper version.
Pith citing papers
Observation 4811b10c-5cb9-4b9a-a43e-7fcf1024659a · inbound
Mixture-of-Agents Enhances Large Language Model Capabilities cites this paper.
Mixture-of-Agents Enhances Large Language Model Capabilities Ensemble Learning for Heterogeneous Large Language Models with Deep Parallel Collaboration
Reference 11
- Resolution
- verified exact
- arxiv_id, observed 2026-05-16T19:29:34.448840Z
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 0854f7bf-941b-457e-9c80-7013be8bdfc7 · inbound
Enhancing Answer Reliability Through Inter-Model Consensus of Large Language Models cites this paper.
Enhancing Answer Reliability Through Inter-Model Consensus of Large Language Models Ensemble Learning for Heterogeneous Large Language Models with Deep Parallel Collaboration
Reference 2004
- Resolution
- unresolved
- no resolver link, observed 2026-08-12T13:21:28.081674Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 82fa3219-812f-452b-b444-745fad4d90ba · inbound
KABB: Knowledge-Aware Bayesian Bandits for Dynamic Expert Coordination in Multi-Agent Systems cites this paper.
KABB: Knowledge-Aware Bayesian Bandits for Dynamic Expert Coordination in Multi-Agent Systems Ensemble Learning for Heterogeneous Large Language Models with Deep Parallel Collaboration
Reference 19
- Resolution
- unresolved
- no resolver link, observed 2026-08-08T13:08:22.569826Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation fce17436-6f87-440d-9ae5-f4ac0a97158e · inbound
Position: Enough of Scaling LLMs! Lets Focus on Downscaling cites this paper.
Position: Enough of Scaling LLMs! Lets Focus on Downscaling Ensemble Learning for Heterogeneous Large Language Models with Deep Parallel Collaboration
Reference 13
- Resolution
- unresolved
- no resolver link, observed 2026-08-16T04:39:14.051166Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 423ccf42-dfab-45af-983c-70023554c593 · inbound
Dynamic Collaboration of Multi-Language Models based on Minimal Complete Semantic Units cites this paper.
Dynamic Collaboration of Multi-Language Models based on Minimal Complete Semantic Units Ensemble Learning for Heterogeneous Large Language Models with Deep Parallel Collaboration
Reference 19
- Resolution
- unresolved
- no resolver link, observed 2026-08-05T16:18:45.589412Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.