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Paper Citation Record · LEDGER

PILOT: A Pre-Trained Model-Based Continual Learning Toolbox

As of 14 August 2026, this Paper Citation Record lists 0 of 0 outbound references and 11 inbound Pith citation observations for arXiv:2309.07117.

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

pith.paper-citation-record.v1
2309.07117 v3

Coverage vector

measured 0 of 0 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links

measured 11 of 11 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-14T06:32:32.682623+00:00

measured 11 of 11 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-08-11T16:45:44.788078Z

measured 0 of 1 external citation measurements

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

Source: arxiv_reference, observed 2026-06-29T08:23:15.399441Z

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 fedbf0a7-ad13-4979-9e31-303b89f332b9 · inbound

Sparse Orthogonal Parameters Tuning for Continual Learning cites this paper.

Sparse Orthogonal Parameters Tuning for Continual Learning PILOT: A Pre-Trained Model-Based Continual Learning Toolbox

Reference 26

Resolution
verified exact
arxiv_id, observed 2026-05-23T18:08:18.736983Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

source=arxiv_source observed=2026-05-23T18:06:35.511653Z digest=sha256:cee1f68e86bd7afb0b8f62ebc3ec54dc77dbd10a76037ac141dd7eae706842d5

Observation 34a5d01c-c8e4-45f6-aac7-c14682479013 · inbound

Enhancing Multimodal Large Language Models Complex Reason via Similarity Computation cites this paper.

Enhancing Multimodal Large Language Models Complex Reason via Similarity Computation PILOT: A Pre-Trained Model-Based Continual Learning Toolbox

Reference 33

Resolution
unresolved
no resolver link, observed 2026-08-11T16:45:44.788078Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-11T16:45:44.788078Z digest=sha256:50c4d3ff170dbc6c871748e102bdb0c45e40e5a7cfb2b279766c5b1ed7dc4ca7

Observation f98d639a-d8b0-428a-b505-fc70402f0afe · inbound

PEARL: Input-Agnostic Prompt Enhancement with Negative Feedback Regulation for Class-Incremental Learning cites this paper.

PEARL: Input-Agnostic Prompt Enhancement with Negative Feedback Regulation for Class-Incremental Learning PILOT: A Pre-Trained Model-Based Continual Learning Toolbox

Reference 33

Resolution
unresolved
no resolver link, observed 2026-08-11T15:34:40.617751Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-11T15:34:40.617751Z digest=sha256:693798f7510dfa340bc65ea30c933bf61810da96a15549711f2202b10e62d952

Observation 4c2bcfeb-eaf0-478e-aaf4-355b54b7154d · inbound

Make Domain Shift a Catastrophic Forgetting Alleviator in Class-Incremental Learning cites this paper.

Make Domain Shift a Catastrophic Forgetting Alleviator in Class-Incremental Learning PILOT: A Pre-Trained Model-Based Continual Learning Toolbox

Reference 32

Resolution
unresolved
no resolver link, observed 2026-08-10T23:03:25.803384Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-10T23:03:25.803384Z digest=sha256:2de553de0031e7988f279bf8284f60dd6b0f522aa8207b465a6425313af52f95

Observation 3e003aee-e140-4620-9351-ba0e5ebb1ce1 · inbound

ZeroFlow: Overcoming Catastrophic Forgetting is Easier than You Think cites this paper.

ZeroFlow: Overcoming Catastrophic Forgetting is Easier than You Think PILOT: A Pre-Trained Model-Based Continual Learning Toolbox

Reference 1992

Resolution
unresolved
no resolver link, observed 2026-08-10T22:41:42.411905Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-10T22:41:42.411905Z digest=sha256:fb1c1733d9dd84f2ec53fb2cd924402b362de093be513e6ceb0a1f7219074387

Observation 6c78e687-07f8-48a0-9ebf-0f19c267154c · inbound

CL-LoRA: Continual Low-Rank Adaptation for Rehearsal-Free Class-Incremental Learning cites this paper.

CL-LoRA: Continual Low-Rank Adaptation for Rehearsal-Free Class-Incremental Learning PILOT: A Pre-Trained Model-Based Continual Learning Toolbox

Reference 43

Resolution
unresolved
no resolver link, observed 2026-08-07T12:21:39.095713Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T12:21:39.095713Z digest=sha256:914f8f0c9dce4d410a238eb943bec27cfc85922f59deb13db842249635f95dcf

Observation b8979206-399c-4d09-a6e6-4d51435ba96e · inbound

MoTE: Mixture of Task-specific Experts for Pre-Trained ModelBased Class-incremental Learning cites this paper.

MoTE: Mixture of Task-specific Experts for Pre-Trained ModelBased Class-incremental Learning PILOT: A Pre-Trained Model-Based Continual Learning Toolbox

Reference 20

Resolution
unresolved
no resolver link, observed 2026-08-07T15:30:50.578163Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T15:30:50.578163Z digest=sha256:0b0bca1184f744dcda7a88d32c496d34cb2c89ae7cd3df71fbec6c9e4f7c34b3

Observation b708700e-7397-4fb7-89e1-4b94f2e77d54 · inbound

Forward-Only Continual Learning cites this paper.

Forward-Only Continual Learning PILOT: A Pre-Trained Model-Based Continual Learning Toolbox

Reference 40

Resolution
unresolved
no resolver link, observed 2026-08-05T12:31:25.974686Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-05T12:31:25.974686Z digest=sha256:27d0c9ee524bf70a1fc3e9578447aed7084be4216a9a2505c859295ff5207b99

Observation 60434c58-a586-4eed-a0c1-273d00bb8ff9 · inbound

LDEPrompt: Layer-importance guided Dual Expandable Prompt Pool for Pre-trained Model-based Class-Incremental Learning cites this paper.

LDEPrompt: Layer-importance guided Dual Expandable Prompt Pool for Pre-trained Model-based Class-Incremental Learning PILOT: A Pre-Trained Model-Based Continual Learning Toolbox

Reference 26

Resolution
verified exact
arxiv_id, observed 2026-05-11T09:50:58.387116Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

source=pdf_text observed=2026-05-10T15:49:45.918354Z digest=sha256:802313725cd296c2e10a7138580f713307885ea7f5e092c16ca0d6cbca6d3627

Observation c10d7c52-0cdc-41fb-85bf-4dc23727d0bc · inbound

Quantum-Gated Task-interaction Knowledge Distillation for Pre-trained Model-based Class-Incremental Learning cites this paper.

Quantum-Gated Task-interaction Knowledge Distillation for Pre-trained Model-based Class-Incremental Learning PILOT: A Pre-Trained Model-Based Continual Learning Toolbox

Reference 29

Resolution
verified exact
arxiv_id, observed 2026-05-11T08:20:58.156251Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

source=pdf_text observed=2026-05-10T16:43:09.418230Z digest=sha256:38cce900bd6fd98203a0f57bceb01e8d015c5f77035accd177a1ca9fb179ed7f

Observation cec7a006-8661-4a40-8bd9-cd89ee641458 · inbound

Non-Forgetting Knowledge Allocation with Bi-level Competition for Class-Incremental Learning cites this paper.

Non-Forgetting Knowledge Allocation with Bi-level Competition for Class-Incremental Learning PILOT: A Pre-Trained Model-Based Continual Learning Toolbox

Reference 28

Resolution
metadata mismatch
arxiv_id, observed 2026-06-29T08:23:15.403512Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

source=pdf_text observed=2026-06-29T08:17:58.625226Z digest=sha256:ed5337274cc898353031a7d970e3ddfd8ff33f9bdee685fc9645f0aaf252a85c