Typed states for the displayed outbound observations.
Source: paper_references, paper_reference_links
Paper Citation Record · LEDGER
On Expert Estimation in Hierarchical Mixture of Experts: Beyond Softmax Gating Functions
As of 10 August 2026, this Paper Citation Record lists 0 of 0 outbound references and 5 inbound Pith citation observations for arXiv:2410.02935.
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 2026-08-10T06:31:04.303077+00:00
Pith citing papers itemized under the disclosed page cap.
Source: paper_references, paper_reference_links, observed 2026-08-09T19:40:10.056730Z
A source-named dated measurement, never combined with another source.
Source: arxiv_reference, observed 2026-05-12T06:31:25.544138Z
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 baf56675-9f9b-45f7-8540-65b729d3bb66 · inbound
Sigmoid Self-Attention has Lower Sample Complexity than Softmax Self-Attention: A Mixture-of-Experts Perspective cites this paper.
Sigmoid Self-Attention has Lower Sample Complexity than Softmax Self-Attention: A Mixture-of-Experts Perspective On Expert Estimation in Hierarchical Mixture of Experts: Beyond Softmax Gating Functions
Reference 37
- Resolution
- unresolved
- no resolver link, observed 2026-08-09T19:40:10.056730Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation e0688f60-6cdb-4d54-93da-f3f4a8909779 · inbound
On Zero-Initialized Attention: Optimal Prompt and Gating Factor Estimation cites this paper.
On Zero-Initialized Attention: Optimal Prompt and Gating Factor Estimation On Expert Estimation in Hierarchical Mixture of Experts: Beyond Softmax Gating Functions
Reference 41
- Resolution
- unresolved
- no resolver link, observed 2026-08-09T10:14:21.554987Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 60323d11-a397-4b73-91be-53d3b81ac2ae · inbound
On Bayesian Softmax-Gated Mixture-of-Experts Models cites this paper.
On Bayesian Softmax-Gated Mixture-of-Experts Models On Expert Estimation in Hierarchical Mixture of Experts: Beyond Softmax Gating Functions
Reference 57
- Resolution
- metadata mismatch
- arxiv_id, observed 2026-05-11T14:11:05.385897Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.
Observation dfa0522d-bc16-4c44-8771-52b68ef54811 · inbound
Hierarchical Mixture-of-Experts with Two-Stage Optimization cites this paper.
Hierarchical Mixture-of-Experts with Two-Stage Optimization On Expert Estimation in Hierarchical Mixture of Experts: Beyond Softmax Gating Functions
Reference 31
- Resolution
- verified exact
- arxiv_id, observed 2026-05-12T02:01:15.424680Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.
Observation 7cd435f5-c26c-45de-9836-700267239f1d · inbound
FLAME: Adaptive Mixture-of-Experts for Continual Multimodal Multi-Task Learning cites this paper.
FLAME: Adaptive Mixture-of-Experts for Continual Multimodal Multi-Task Learning On Expert Estimation in Hierarchical Mixture of Experts: Beyond Softmax Gating Functions
Reference 42
- Resolution
- verified exact
- arxiv_id, observed 2026-05-12T06:31:25.555289Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.