Typed states for the displayed outbound observations.
Source: paper_references, paper_reference_links, observed 2026-08-08T00:41:22.308752Z
Paper Citation Record · LEDGER
SpecDrop: Parameter-Free Category-Conditioned Routing for Modular Specialization
As of 8 August 2026, this Paper Citation Record lists 20 of 20 outbound references and 0 inbound Pith citation observations for arXiv:2608.04084.
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 2026-08-08T06:32:00.761636+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
Reference resolution
20 of 20 outbound references displayed
- verified exact4
- verified fuzzy7
- unresolved8
- parse uncertain0
- malformed identifier1
- metadata mismatch0
External citation measurements
No source-named external measurement is stored.
Outbound references
Observation 2987ac97-32f1-4665-9203-ef642aba7aca · outbound
This paper cites evolutionary dropout.
SpecDrop: Parameter-Free Category-Conditioned Routing for Modular Specialization evolutionary dropout
Reference 1
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-08T00:41:22.700787Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.
Observation 1d44fb9d-eed7-4419-a77b-448c81b58e7a · outbound
This paper cites Mini-ablation decomposition (mechanism necessity, β-plateau, SE-monotonic).Phases 5a/5b/5c jointly decompose the contribution of each axis on the balanced BREEDS partition.
SpecDrop: Parameter-Free Category-Conditioned Routing for Modular Specialization Mini-ablation decomposition (mechanism necessity, β-plateau, SE-monotonic).Phases 5a/5b/5c jointly decompose the contribution of each axis on the balanced BREEDS partition
Reference 2
- Resolution
- verified exact
- raw_fallback, observed 2026-08-08T00:41:22.447891Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.
Observation d5acb1ea-0f85-432e-b361-bcd73f7f86d7 · outbound
This paper cites Hash Layers [Roller et al., 2021].Scaled-down N= 8 experts with FFN hidden 192 each (parameter-matched; the original paper’s smallest configuration is N=16).
SpecDrop: Parameter-Free Category-Conditioned Routing for Modular Specialization Hash Layers [Roller et al., 2021].Scaled-down N= 8 experts with FFN hidden 192 each (parameter-matched; the original paper’s smallest configuration is N=16)
Reference 4
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-08T00:41:22.730384Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.
Observation bb291ddf-f174-452b-9707-002087f0acb5 · outbound
This paper cites Commonsense → Concepts and Relations → Social Commonsense.
SpecDrop: Parameter-Free Category-Conditioned Routing for Modular Specialization Commonsense → Concepts and Relations → Social Commonsense
Reference 6
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-08T00:41:22.715808Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.
Observation 8c9c92dc-0435-480f-b8db-694b4472ab55 · outbound
This paper cites Neuron-Specific Dropout: A Deterministic Regularization Technique to Prevent Neural Networks from Overfitting & Reduce Dependence on Large Training Samples.
SpecDrop: Parameter-Free Category-Conditioned Routing for Modular Specialization Neuron-Specific Dropout: A Deterministic Regularization Technique to Prevent Neural Networks from Overfitting & Reduce Dependence on Large Training Samples
Reference 9
- Resolution
- verified exact
- local_arxiv, observed 2026-08-08T00:41:22.601039Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.
Observation 6b5b6735-f117-475f-8cbc-93fe3a4d0f8d · outbound
This paper cites MaskMoE: Boosting Token-Level Learning via Routing Mask in Mixture-of-Experts.
SpecDrop: Parameter-Free Category-Conditioned Routing for Modular Specialization MaskMoE: Boosting Token-Level Learning via Routing Mask in Mixture-of-Experts
Reference 10
- Resolution
- unresolved
- no resolver link, observed 2026-08-08T00:41:22.260839Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation dfd2b332-4711-47e0-9173-e92a8c98b629 · outbound
This paper cites Auxiliary-Loss-Free Load Balancing Strategy for Mixture-of-Experts.
SpecDrop: Parameter-Free Category-Conditioned Routing for Modular Specialization Auxiliary-Loss-Free Load Balancing Strategy for Mixture-of-Experts
Reference 11
- Resolution
- unresolved
- no resolver link, observed 2026-08-08T00:41:22.265284Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 944ad28c-ee24-42d9-a25f-3c2e55e13d16 · outbound
This paper cites The Illusion of Specialization: Unveiling the Domain-Invariant "Standing Committee" in Mixture-of-Experts Models.
SpecDrop: Parameter-Free Category-Conditioned Routing for Modular Specialization The Illusion of Specialization: Unveiling the Domain-Invariant "Standing Committee" in Mixture-of-Experts Models
Reference 12
- Resolution
- unresolved
- no resolver link, observed 2026-08-08T00:41:22.270034Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 6a9f07e3-1b53-44c3-9c67-629edec530c6 · outbound
This paper cites ST-MoE: Designing Stable and Transferable Sparse Expert Models.
SpecDrop: Parameter-Free Category-Conditioned Routing for Modular Specialization ST-MoE: Designing Stable and Transferable Sparse Expert Models
Reference 13
- Resolution
- unresolved
- no resolver link, observed 2026-08-08T00:41:22.274783Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 0faf70fc-0c2b-43f5-8689-cef9ec794f5f · outbound
This paper cites All results support the main-text claim that the category-asymmetricdeterministicsoft signal is the active ingredient; the Bernoulli variant and the specificAordering are not.
SpecDrop: Parameter-Free Category-Conditioned Routing for Modular Specialization All results support the main-text claim that the category-asymmetricdeterministicsoft signal is the active ingredient; the Bernoulli variant and the specificAordering are not
Reference 14
- Resolution
- verified exact
- raw_fallback, observed 2026-08-08T00:41:22.521082Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.
Observation 7ec5bf1a-d938-4b1d-a7cd-fe4bd9b0b3d9 · outbound
This paper cites own-branch.
SpecDrop: Parameter-Free Category-Conditioned Routing for Modular Specialization own-branch
Reference 18
- Resolution
- malformed identifier
- raw_fallback, observed 2026-08-08T00:41:22.685956Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.
Observation 594bfbde-6031-40ae-9092-b5a3fab3cff9 · outbound
This paper cites no specialization.
SpecDrop: Parameter-Free Category-Conditioned Routing for Modular Specialization no specialization
Reference 20
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-08T00:41:22.671788Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.
Observation eaa011ed-afb9-4346-8cda-656b12577d09 · outbound
This paper cites Mixtral of Experts.
SpecDrop: Parameter-Free Category-Conditioned Routing for Modular Specialization Mixtral of Experts
Reference 1991
- Resolution
- unresolved
- no resolver link, observed 2026-08-08T00:41:22.239055Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation c2433688-1c4c-4442-a014-c6bea26815e8 · outbound
This paper cites Branch-Train-Merge: Embarrassingly Parallel Training of Expert Language Models.
SpecDrop: Parameter-Free Category-Conditioned Routing for Modular Specialization Branch-Train-Merge: Embarrassingly Parallel Training of Expert Language Models
Reference 2009
- Resolution
- unresolved
- no resolver link, observed 2026-08-08T00:41:22.247867Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 54ab2b6e-1582-4b31-b96c-cde32a9df93b · outbound
This paper cites Mixture of Cluster-conditional LoRA Experts for Vision-language Instruction Tuning.
SpecDrop: Parameter-Free Category-Conditioned Routing for Modular Specialization Mixture of Cluster-conditional LoRA Experts for Vision-language Instruction Tuning
Reference 2017
- Resolution
- unresolved
- no resolver link, observed 2026-08-08T00:41:22.234004Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation e4bb8080-c7dc-41e9-97e3-f99dd9ac9460 · outbound
This paper cites LoRAMoE: Alleviating world knowledge forgetting in large language models via MoE-style plugin.
SpecDrop: Parameter-Free Category-Conditioned Routing for Modular Specialization LoRAMoE: Alleviating world knowledge forgetting in large language models via MoE-style plugin
Reference 2021
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-08T00:41:22.775753Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.
Observation 83c60b54-afe1-45fc-b92a-3af177ce8a9a · outbound
This paper cites PathNet: Evolution Channels Gradient Descent in Super Neural Networks.
SpecDrop: Parameter-Free Category-Conditioned Routing for Modular Specialization PathNet: Evolution Channels Gradient Descent in Super Neural Networks
Reference 2022
- Resolution
- unresolved
- no resolver link, observed 2026-08-08T00:41:22.229086Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 38a3b88c-76d0-4911-bf32-77afed8e0db6 · outbound
This paper cites Modeling task relation- ships in multi-task learning with multi-gate mixture-of-experts.
SpecDrop: Parameter-Free Category-Conditioned Routing for Modular Specialization Modeling task relation- ships in multi-task learning with multi-gate mixture-of-experts
Reference 2023
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-08T00:41:22.746549Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.
Observation 8b1877f5-6015-4e02-87ff-2048bb2f26ea · outbound
This paper cites Learning multiple layers of features from tiny images.
SpecDrop: Parameter-Free Category-Conditioned Routing for Modular Specialization Learning multiple layers of features from tiny images
Reference 2024
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-08T00:41:22.761412Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.
Observation 211ec7a2-d3d0-4146-a624-a2b12a92dc33 · outbound
This paper cites Tianlong Chen, Zhenyu Zhang, Ajay Jaiswal, Shiwei Liu, and Zhangyang Wang.
SpecDrop: Parameter-Free Category-Conditioned Routing for Modular Specialization Tianlong Chen, Zhenyu Zhang, Ajay Jaiswal, Shiwei Liu, and Zhangyang Wang
Reference 2025
- Resolution
- verified exact
- doi, observed 2026-08-08T00:41:22.345346Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.
Pith citing papers
No inbound Pith citation observations are available.