Paper Citation Record · LEDGER

Algorithm Design for Continual Learning in IoT Networks

As of 22 August 2026, this Paper Citation Record lists 19 of 19 outbound references and 0 inbound Pith citation observations for arXiv:2412.16830.

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

pith.paper-citation-record.v1
2412.16830 v2

Coverage vector

measured 19 of 19 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-11T10:26:24.198897Z

measured 19 of 19 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-22T06:32:14.747728+00:00

measured 0 of 0 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links

measured 0 of 1 external citation measurements

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

Source: cited_works

Reference resolution

19 of 19 outbound references displayed

verified exact0
verified fuzzy14
unresolved5
parse uncertain0
malformed identifier0
metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation 5dd7db1e-55e3-4102-9e8b-eb0d42d5801a · outbound

This paper cites Continual lifelong learning with neural networks: A review,.

Algorithm Design for Continual Learning in IoT Networks Continual lifelong learning with neural networks: A review,

Reference 1

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T10:26:24.713375Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

Observation 891a84a4-31ef-4426-88d2-552c41f30258 · outbound

This paper cites A comprehensive surv ey of continual learning: theory, method and application,.

Algorithm Design for Continual Learning in IoT Networks A comprehensive surv ey of continual learning: theory, method and application,

Reference 2

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T10:26:24.688591Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

Observation 75d570ec-b557-4514-9cbc-584854cdb62b · outbound

This paper cites Task difﬁculty awar e param- eter allocation & regularization for lifelong learning,.

Algorithm Design for Continual Learning in IoT Networks Task difﬁculty awar e param- eter allocation & regularization for lifelong learning,

Reference 3

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T10:26:24.666733Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

Observation f7db41fe-4669-4393-b221-603231fa6ea6 · outbound

This paper cites A Statistical Theory of Regularization-Based Continual Learning.

Algorithm Design for Continual Learning in IoT Networks A Statistical Theory of Regularization-Based Continual Learning

Reference 4

Resolution: unresolved; no resolver link, observed 2026-08-11T10:26:24.094873Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 682c7985-7545-4963-8869-272b4016faa4 · outbound

This paper cites Overcoming catastrophic forgetting in neural networks,.

Algorithm Design for Continual Learning in IoT Networks Overcoming catastrophic forgetting in neural networks,

Reference 5

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T10:26:24.639956Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

Observation e7d5cf7c-4536-43cd-92d6-ebbc9c1cbce0 · outbound

This paper cites Lifelong Learning with Dynamically Expandable Networks.

Algorithm Design for Continual Learning in IoT Networks Lifelong Learning with Dynamically Expandable Networks

Reference 6

Resolution: unresolved; no resolver link, observed 2026-08-11T10:26:24.115655Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 5dc1ed98-ff2c-4b6e-9c81-f467ffe5560c · outbound

This paper cites Topology-aware em bedding memory for continual learning on expanding networks,.

Algorithm Design for Continual Learning in IoT Networks Topology-aware em bedding memory for continual learning on expanding networks,

Reference 7

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T10:26:24.619517Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

Observation 59d7b1e1-11b9-4eaf-a67c-bc9cdc6864a8 · outbound

This paper cites Theory on Mixture-of-Experts in Continual Learning.

Algorithm Design for Continual Learning in IoT Networks Theory on Mixture-of-Experts in Continual Learning

Reference 8

Resolution: unresolved; no resolver link, observed 2026-08-11T10:26:24.128526Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation b9330010-cf0f-4b72-831f-90caf0f598b8 · outbound

This paper cites Gradient episodic memory f or continual learning,.

Algorithm Design for Continual Learning in IoT Networks Gradient episodic memory f or continual learning,

Reference 9

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T10:26:24.591778Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

Observation 8e4b0110-881a-416a-9daf-7c16f1adf2fe · outbound

This paper cites A uniﬁed approach to domain incremen tal learning with memory: Theory and algorithm,.

Algorithm Design for Continual Learning in IoT Networks A uniﬁed approach to domain incremen tal learning with memory: Theory and algorithm,

Reference 10

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T10:26:24.567049Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

Observation 22292f5c-7d62-48da-8afe-1921f27b95c1 · outbound

This paper cites Bilat eral memory consolidation for continual learning,.

Algorithm Design for Continual Learning in IoT Networks Bilat eral memory consolidation for continual learning,

Reference 11

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T10:26:24.546877Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

Observation 8ddb6367-ce14-43f8-ad2a-fb0ceeff2df3 · outbound

This paper cites The Effect of Task Ordering in Continual Learning.

Algorithm Design for Continual Learning in IoT Networks The Effect of Task Ordering in Continual Learning

Reference 12

Resolution: unresolved; no resolver link, observed 2026-08-11T10:26:24.153521Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation f2d6c4f2-afbf-4c90-a6ef-3ec8c12748ca · outbound

This paper cites How catastrophic can catastrophic forgetting be in linear regr ession?.

Algorithm Design for Continual Learning in IoT Networks How catastrophic can catastrophic forgetting be in linear regr ession?

Reference 13

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T10:26:24.525138Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

Observation 48a0155c-a7a2-4922-aa88-94edc4ba48f4 · outbound

This paper cites Theory on forgett ing and generalization of continual learning,.

Algorithm Design for Continual Learning in IoT Networks Theory on forgett ing and generalization of continual learning,

Reference 14

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T10:26:24.499796Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

Observation ac9896e9-b6f2-48ec-9c68-bddba8a231d9 · outbound

This paper cites Conti nual learning for real-world autonomous systems: Algorithms, c hallenges and frameworks,.

Algorithm Design for Continual Learning in IoT Networks Conti nual learning for real-world autonomous systems: Algorithms, c hallenges and frameworks,

Reference 15

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T10:26:24.475188Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

Observation 96aeb0d9-200a-4617-93de-9f8d6ce1ecdb · outbound

This paper cites an unresolved cited work.

Algorithm Design for Continual Learning in IoT Networks Unresolved cited work

Reference 16

Resolution: unresolved; raw_fallback, observed 2026-08-11T10:26:24.455188Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

Observation 687253ea-1aed-4584-8319-f7eae3746aa4 · outbound

This paper cites Hao and L.

Algorithm Design for Continual Learning in IoT Networks Hao and L

Reference 17

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T10:26:24.434931Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

Observation 9d1a0012-8d02-4bdc-9e18-1bb692dede8e · outbound

This paper cites Hamiltonian paths in large clustered routing problems,.

Algorithm Design for Continual Learning in IoT Networks Hamiltonian paths in large clustered routing problems,

Reference 18

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T10:26:24.413680Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

Observation 9dd31394-2055-4753-8294-9c5f04e8d3df · outbound

This paper cites A historical note on the 3/2- approximation algorithm for the metric traveling salesman problem,.

Algorithm Design for Continual Learning in IoT Networks A historical note on the 3/2- approximation algorithm for the metric traveling salesman problem,

Reference 19

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T10:26:24.386165Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

Pith citing papers

No inbound Pith citation observations are available.