Paper Citation Record · LEDGER

Reasoning on the Manifold: Bidirectional Consistency for Self-Verification in Diffusion Language Models

As of 6 August 2026, this Paper Citation Record lists 41 of 41 outbound references and 2 inbound Pith citation observations for arXiv:2604.16565.

A citation records a reference. It does not transfer a finding from one paper to another.

pith.paper-citation-record.v1
2604.16565 v3

Coverage vector

measured 41 of 41 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-07-12T19:32:09.325085Z

measured 43 of 43 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-06T06:34:29.942622+00:00

measured 2 of 2 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-07-31T15:52:43.759436Z

measured 0 of 1 external citation measurements

A source-named dated measurement, never combined with another source.

Source: pith, observed 2026-06-30T08:04:28.396736Z

Reference resolution

41 of 41 outbound references displayed

verified exact0
verified fuzzy0
unresolved41
parse uncertain0
malformed identifier0
metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation afd3da28-d41c-4f5d-8953-902523f99cd7 · outbound

This paper cites Communication-efficient learning of deep networks from decentralized data,.

Reasoning on the Manifold: Bidirectional Consistency for Self-Verification in Diffusion Language Models Communication-efficient learning of deep networks from decentralized data,

Reference 1

Resolution: unresolved; no resolver link, observed 2026-07-12T19:32:09.325085Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation e8c6831e-e804-4e32-8361-3ba056c1b96a · outbound

This paper cites Scaffold: Stochastic controlled aver- aging for federated learning,.

Reasoning on the Manifold: Bidirectional Consistency for Self-Verification in Diffusion Language Models Scaffold: Stochastic controlled aver- aging for federated learning,

Reference 2

Resolution: unresolved; no resolver link, observed 2026-07-12T19:32:09.325085Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 6f93dae7-a387-4990-9aaf-1f7035b8a83c · outbound

This paper cites Feddc: Federated learning with non-iid data via local drift decoupling and correction,.

Reasoning on the Manifold: Bidirectional Consistency for Self-Verification in Diffusion Language Models Feddc: Federated learning with non-iid data via local drift decoupling and correction,

Reference 3

Resolution: unresolved; no resolver link, observed 2026-07-12T19:32:09.325085Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 947df7b9-a2af-48dd-81ce-c4f36787787e · outbound

This paper cites Federated learning method based on contrastive representation knowledge distillation,.

Reasoning on the Manifold: Bidirectional Consistency for Self-Verification in Diffusion Language Models Federated learning method based on contrastive representation knowledge distillation,

Reference 4

Resolution: unresolved; no resolver link, observed 2026-07-12T19:32:09.325085Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 1ba0e02b-06a9-4c87-ac9b-66783b8672d9 · outbound

This paper cites Heterogeneous federated learning driven by multi- knowledge distillation,.

Reasoning on the Manifold: Bidirectional Consistency for Self-Verification in Diffusion Language Models Heterogeneous federated learning driven by multi- knowledge distillation,

Reference 5

Resolution: unresolved; no resolver link, observed 2026-07-12T19:32:09.325085Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 14290c5a-3c88-4e42-9e9b-be71f6145a91 · outbound

This paper cites Metafed: Federated learning among federations with cyclic knowl- edge distillation for personalized healthcare,.

Reasoning on the Manifold: Bidirectional Consistency for Self-Verification in Diffusion Language Models Metafed: Federated learning among federations with cyclic knowl- edge distillation for personalized healthcare,

Reference 6

Resolution: unresolved; no resolver link, observed 2026-07-12T19:32:09.325085Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 661ce888-c477-425f-afd5-aa06aeb53577 · outbound

This paper cites Fedgkd: Towards heterogeneous federated learning via global knowledge distillation,.

Reasoning on the Manifold: Bidirectional Consistency for Self-Verification in Diffusion Language Models Fedgkd: Towards heterogeneous federated learning via global knowledge distillation,

Reference 7

Resolution: unresolved; no resolver link, observed 2026-07-12T19:32:09.325085Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation e26fffbb-a986-45cc-909f-39e6579b29e6 · outbound

This paper cites Fedcache: A knowledge cache-driven federated learning architecture for person- alized edge intelligence,.

Reasoning on the Manifold: Bidirectional Consistency for Self-Verification in Diffusion Language Models Fedcache: A knowledge cache-driven federated learning architecture for person- alized edge intelligence,

Reference 8

Resolution: unresolved; no resolver link, observed 2026-07-12T19:32:09.325085Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation ec91900d-e908-4f1b-b042-821533e3297d · outbound

This paper cites Tackling spatial-temporal heterogeneous fed- erated learning with orthogonal regularization,.

Reasoning on the Manifold: Bidirectional Consistency for Self-Verification in Diffusion Language Models Tackling spatial-temporal heterogeneous fed- erated learning with orthogonal regularization,

Reference 9

Resolution: unresolved; no resolver link, observed 2026-07-12T19:32:09.325085Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation a03b3e36-588f-4f18-8c8a-0e000800a899 · outbound

This paper cites Personalized federated learning via gradient-fusion and gradient-decoupling for heteroge- neous data,.

Reasoning on the Manifold: Bidirectional Consistency for Self-Verification in Diffusion Language Models Personalized federated learning via gradient-fusion and gradient-decoupling for heteroge- neous data,

Reference 10

Resolution: unresolved; no resolver link, observed 2026-07-12T19:32:09.325085Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 867537b2-f1c9-4d7c-b225-ccf3b739643d · outbound

This paper cites Ditto: Fair and robust federated learning through personalization,.

Reasoning on the Manifold: Bidirectional Consistency for Self-Verification in Diffusion Language Models Ditto: Fair and robust federated learning through personalization,

Reference 11

Resolution: unresolved; no resolver link, observed 2026-07-12T19:32:09.325085Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation fc20aa00-8c23-4014-a59d-35cf47bee7fc · outbound

This paper cites Personalized federated learning with first or- der model optimization,.

Reasoning on the Manifold: Bidirectional Consistency for Self-Verification in Diffusion Language Models Personalized federated learning with first or- der model optimization,

Reference 12

Resolution: unresolved; no resolver link, observed 2026-07-12T19:32:09.325085Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 651c0f50-44e4-4d83-b75e-080d5b38ee98 · outbound

This paper cites On bridging generic and personalized federated learning for image classification,.

Reasoning on the Manifold: Bidirectional Consistency for Self-Verification in Diffusion Language Models On bridging generic and personalized federated learning for image classification,

Reference 13

Resolution: unresolved; no resolver link, observed 2026-07-12T19:32:09.325085Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 64f18ea0-5103-42c5-b55d-bf1fed452dc2 · outbound

This paper cites Reads: A personalized federated learning framework with fine- grained layer aggregation and decentralized clustering,.

Reasoning on the Manifold: Bidirectional Consistency for Self-Verification in Diffusion Language Models Reads: A personalized federated learning framework with fine- grained layer aggregation and decentralized clustering,

Reference 14

Resolution: unresolved; no resolver link, observed 2026-07-12T19:32:09.325085Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation f672fc10-de13-4ae2-8b46-e2efcaaeef7c · outbound

This paper cites Classter: Mobile shift-robust personalized federated learning via class-wise clustering,.

Reasoning on the Manifold: Bidirectional Consistency for Self-Verification in Diffusion Language Models Classter: Mobile shift-robust personalized federated learning via class-wise clustering,

Reference 15

Resolution: unresolved; no resolver link, observed 2026-07-12T19:32:09.325085Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation afbab040-0710-4bbc-b55d-174b42a3b8e9 · outbound

This paper cites Personalized federated learning on non-iid data via group-based meta- learning,.

Reasoning on the Manifold: Bidirectional Consistency for Self-Verification in Diffusion Language Models Personalized federated learning on non-iid data via group-based meta- learning,

Reference 16

Resolution: unresolved; no resolver link, observed 2026-07-12T19:32:09.325085Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 7747f75c-db54-40c4-84f9-df40623bc93e · outbound

This paper cites Cpper-fl: Clustered parallel training for efficient personalized federated learning,.

Reasoning on the Manifold: Bidirectional Consistency for Self-Verification in Diffusion Language Models Cpper-fl: Clustered parallel training for efficient personalized federated learning,

Reference 17

Resolution: unresolved; no resolver link, observed 2026-07-12T19:32:09.325085Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 22597f5d-f769-454b-8c3b-b6300b2d64d1 · outbound

This paper cites Federated Learning with Personalization Layers.

Reasoning on the Manifold: Bidirectional Consistency for Self-Verification in Diffusion Language Models Federated Learning with Personalization Layers

Reference 18

Resolution: unresolved; no resolver link, observed 2026-07-12T19:32:09.325085Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation b4d267ec-491c-4fa4-8fd8-931fad2888d8 · outbound

This paper cites Adaptive Personalized Federated Learning.

Reasoning on the Manifold: Bidirectional Consistency for Self-Verification in Diffusion Language Models Adaptive Personalized Federated Learning

Reference 19

Resolution: unresolved; no resolver link, observed 2026-07-12T19:32:09.325085Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 56f3bf48-22e9-4d8e-8cb6-d9e3c7e460a1 · outbound

This paper cites Think Locally, Act Globally: Federated Learning with Local and Global Representations.

Reasoning on the Manifold: Bidirectional Consistency for Self-Verification in Diffusion Language Models Think Locally, Act Globally: Federated Learning with Local and Global Representations

Reference 20

Resolution: unresolved; no resolver link, observed 2026-07-12T19:32:09.325085Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 9d7ba306-80fa-4055-ac86-13cd42188d15 · outbound

This paper cites Exploiting shared representations for personalized fed- erated learning,.

Reasoning on the Manifold: Bidirectional Consistency for Self-Verification in Diffusion Language Models Exploiting shared representations for personalized fed- erated learning,

Reference 21

Resolution: unresolved; no resolver link, observed 2026-07-12T19:32:09.325085Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 7cba7142-8341-4fce-a793-6073f4c5f06b · outbound

This paper cites Fedbabu: Toward en- hanced representation for federated image classification,.

Reasoning on the Manifold: Bidirectional Consistency for Self-Verification in Diffusion Language Models Fedbabu: Toward en- hanced representation for federated image classification,

Reference 22

Resolution: unresolved; no resolver link, observed 2026-07-12T19:32:09.325085Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 9cfaa95d-2ebe-4cfa-a75c-417932424578 · outbound

This paper cites Personalized federated learning with feature alignment and classifier collab- oration,.

Reasoning on the Manifold: Bidirectional Consistency for Self-Verification in Diffusion Language Models Personalized federated learning with feature alignment and classifier collab- oration,

Reference 23

Resolution: unresolved; no resolver link, observed 2026-07-12T19:32:09.325085Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 38e0e9ff-d55a-408f-8a8c-58054357326b · outbound

This paper cites pFedSim: Similarity-Aware Model Aggregation Towards Personalized Federated Learning.

Reasoning on the Manifold: Bidirectional Consistency for Self-Verification in Diffusion Language Models pFedSim: Similarity-Aware Model Aggregation Towards Personalized Federated Learning

Reference 24

Resolution: unresolved; no resolver link, observed 2026-07-12T19:32:09.325085Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 31d9939a-24a2-42a1-9ffa-699da0c1f5ee · outbound

This paper cites Towards opti- mal customized architecture for heterogeneous federated learning with contrastive cloud-edge model decoupling,.

Reasoning on the Manifold: Bidirectional Consistency for Self-Verification in Diffusion Language Models Towards opti- mal customized architecture for heterogeneous federated learning with contrastive cloud-edge model decoupling,

Reference 25

Resolution: unresolved; no resolver link, observed 2026-07-12T19:32:09.325085Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 3ed073fa-c204-4279-b656-28a5722e6572 · outbound

This paper cites Personalized federated learn- ing via feature distribution adaptation,.

Reasoning on the Manifold: Bidirectional Consistency for Self-Verification in Diffusion Language Models Personalized federated learn- ing via feature distribution adaptation,

Reference 26

Resolution: unresolved; no resolver link, observed 2026-07-12T19:32:09.325085Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation bbc09070-3996-4ef5-bd13-549b4fc9add3 · outbound

This paper cites Dynamic personalized federated learning with adaptive differential privacy,.

Reasoning on the Manifold: Bidirectional Consistency for Self-Verification in Diffusion Language Models Dynamic personalized federated learning with adaptive differential privacy,

Reference 27

Resolution: unresolved; no resolver link, observed 2026-07-12T19:32:09.325085Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation bcf53523-cbaa-4090-b983-0d1b23897746 · outbound

This paper cites Accelerat- ing federated learning via parameter selection and pre- synchronization in mobile edge-cloud networks,.

Reasoning on the Manifold: Bidirectional Consistency for Self-Verification in Diffusion Language Models Accelerat- ing federated learning via parameter selection and pre- synchronization in mobile edge-cloud networks,

Reference 28

Resolution: unresolved; no resolver link, observed 2026-07-12T19:32:09.325085Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation ee8e3ba4-5c3b-4c4a-9425-7c6ba4b31882 · outbound

This paper cites Fedselect: Personalized federated learning 14 with customized selection of parameters for fine-tuning,.

Reasoning on the Manifold: Bidirectional Consistency for Self-Verification in Diffusion Language Models Fedselect: Personalized federated learning 14 with customized selection of parameters for fine-tuning,

Reference 29

Resolution: unresolved; no resolver link, observed 2026-07-12T19:32:09.325085Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 3dc2197c-9203-4b5d-86d1-d79a26c6d38e · outbound

This paper cites Optimal brain damage,.

Reasoning on the Manifold: Bidirectional Consistency for Self-Verification in Diffusion Language Models Optimal brain damage,

Reference 30

Resolution: unresolved; no resolver link, observed 2026-07-12T19:32:09.325085Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 94c8dd49-f5c4-4e0c-93c4-a2acb81fa6bb · outbound

This paper cites Federated learning over connected modes,.

Reasoning on the Manifold: Bidirectional Consistency for Self-Verification in Diffusion Language Models Federated learning over connected modes,

Reference 31

Resolution: unresolved; no resolver link, observed 2026-07-12T19:32:09.325085Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation a61ef59e-418e-4142-a79d-586d8f1e4a6c · outbound

This paper cites Federated representation learning in the under-parameterized regime,.

Reasoning on the Manifold: Bidirectional Consistency for Self-Verification in Diffusion Language Models Federated representation learning in the under-parameterized regime,

Reference 32

Resolution: unresolved; no resolver link, observed 2026-07-12T19:32:09.325085Z

Source-reported events for the cited work

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Observation f40b1f98-1a9c-4372-ae2b-de35a3aae0d3 · outbound

This paper cites Seqfededt: Ac- celerating sequential federated learning on non-iid data via element-wise decoupled training,.

Reasoning on the Manifold: Bidirectional Consistency for Self-Verification in Diffusion Language Models Seqfededt: Ac- celerating sequential federated learning on non-iid data via element-wise decoupled training,

Reference 33

Resolution: unresolved; no resolver link, observed 2026-07-12T19:32:09.325085Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation fa9a6702-d496-489f-aa9a-7a7668bd88c5 · outbound

This paper cites Second order derivatives for network pruning: Optimal brain surgeon,.

Reasoning on the Manifold: Bidirectional Consistency for Self-Verification in Diffusion Language Models Second order derivatives for network pruning: Optimal brain surgeon,

Reference 34

Resolution: unresolved; no resolver link, observed 2026-07-12T19:32:09.325085Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 103428e3-92a5-4e65-95cc-8dc05f964563 · outbound

This paper cites Llm-pruner: On the structural pruning of large language models,.

Reasoning on the Manifold: Bidirectional Consistency for Self-Verification in Diffusion Language Models Llm-pruner: On the structural pruning of large language models,

Reference 35

Resolution: unresolved; no resolver link, observed 2026-07-12T19:32:09.325085Z

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Unavailable: canonical work link unavailable.

Observation 5d4d7b42-0e45-4335-9acc-e691105d3098 · outbound

This paper cites Loraprune: Pruning meets low-rank parameter-efficient fine-tuning,.

Reasoning on the Manifold: Bidirectional Consistency for Self-Verification in Diffusion Language Models Loraprune: Pruning meets low-rank parameter-efficient fine-tuning,

Reference 36

Resolution: unresolved; no resolver link, observed 2026-07-12T19:32:09.325085Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation d60fa649-6c9b-4230-8d37-6bdf0ad92c47 · outbound

This paper cites Distilling the knowledge in a neural network,.

Reasoning on the Manifold: Bidirectional Consistency for Self-Verification in Diffusion Language Models Distilling the knowledge in a neural network,

Reference 37

Resolution: unresolved; no resolver link, observed 2026-07-12T19:32:09.325085Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 53824e45-a198-44e4-8912-698257705a1d · outbound

This paper cites Importance estimation for neural network pruning,.

Reasoning on the Manifold: Bidirectional Consistency for Self-Verification in Diffusion Language Models Importance estimation for neural network pruning,

Reference 38

Resolution: unresolved; no resolver link, observed 2026-07-12T19:32:09.325085Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 8d08c590-9a87-40f9-98e6-e1ccf70dcc17 · outbound

This paper cites Adaptive federated optimization,.

Reasoning on the Manifold: Bidirectional Consistency for Self-Verification in Diffusion Language Models Adaptive federated optimization,

Reference 39

Resolution: unresolved; no resolver link, observed 2026-07-12T19:32:09.325085Z

Source-reported events for the cited work

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Observation ac315fcb-c5e6-4402-9203-497ed7413693 · outbound

This paper cites Fedala: Adaptive local aggregation for personalized federated learning,.

Reasoning on the Manifold: Bidirectional Consistency for Self-Verification in Diffusion Language Models Fedala: Adaptive local aggregation for personalized federated learning,

Reference 40

Resolution: unresolved; no resolver link, observed 2026-07-12T19:32:09.325085Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation bc7405c4-1791-4668-92c8-3821401db4f3 · outbound

This paper cites He has published in journals and confer- ences including IEEE TRANSACTIONS ONMOBILE COMPUTINGand IEEE INFOCOM.

Reasoning on the Manifold: Bidirectional Consistency for Self-Verification in Diffusion Language Models He has published in journals and confer- ences including IEEE TRANSACTIONS ONMOBILE COMPUTINGand IEEE INFOCOM

Reference 41

Resolution: unresolved; no resolver link, observed 2026-07-12T19:32:09.325085Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Pith citing papers

Observation 9c737e97-c971-4716-a1e6-34adf6ff934d · inbound

Flow Reasoning Models: Scaling Reasoning Through Iterative Self-Refinement cites this paper.

Flow Reasoning Models: Scaling Reasoning Through Iterative Self-Refinement Reasoning on the Manifold: Bidirectional Consistency for Self-Verification in Diffusion Language Models

Reference 26

Resolution: metadata mismatch; local_arxiv, observed 2026-06-30T08:04:28.398515Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

Observation 27cb64f1-8b0a-4e1c-af35-7808cd7ae327 · inbound

Where and When to Commit: Candidate-Aware Decoding for Diffusion Language Models cites this paper.

Where and When to Commit: Candidate-Aware Decoding for Diffusion Language Models Reasoning on the Manifold: Bidirectional Consistency for Self-Verification in Diffusion Language Models

Reference 2021

Resolution: unresolved; no resolver link, observed 2026-07-31T15:52:43.759436Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.