Paper Citation Record · LEDGER

Beyond Anti-Forgetting: Multimodal Continual Instruction Tuning with Positive Forward Transfer

As of 7 August 2026, this Paper Citation Record lists 0 of 0 outbound references and 6 inbound Pith citation observations for arXiv:2401.09181.

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

pith.paper-citation-record.v1
2401.09181 v3

Coverage vector

measured 0 of 0 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links

measured 6 of 6 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 6 of 6 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-08-07T00:40:37.753947Z

measured 0 of 1 external citation measurements

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

Source: arxiv_reference, observed 2026-07-03T16:58:42.923072Z

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 53839b31-a610-46ac-8eb2-f38d92a3e47c · inbound

Modality-Inconsistent Continual Learning of Multimodal Large Language Models cites this paper.

Modality-Inconsistent Continual Learning of Multimodal Large Language Models Beyond Anti-Forgetting: Multimodal Continual Instruction Tuning with Positive Forward Transfer

Reference 46

Resolution: verified exact; arxiv_id, observed 2026-05-23T06:52:40.180912Z

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 1ef53172-c372-4af3-8368-058f5d317777 · inbound

Continual Learning for Generative AI: From LLMs to MLLMs and Beyond cites this paper.

Continual Learning for Generative AI: From LLMs to MLLMs and Beyond Beyond Anti-Forgetting: Multimodal Continual Instruction Tuning with Positive Forward Transfer

Reference 266

Resolution: unresolved; no resolver link, observed 2026-08-07T00:40:37.753947Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 8a6d457c-7ddd-4ad3-acb6-5cd5015ec0ee · inbound

Continual Gradient Low-Rank Projection Fine-Tuning for LLMs cites this paper.

Continual Gradient Low-Rank Projection Fine-Tuning for LLMs Beyond Anti-Forgetting: Multimodal Continual Instruction Tuning with Positive Forward Transfer

Reference 51

Resolution: unresolved; no resolver link, observed 2026-08-06T20:35:06.163556Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 052a47a6-b79e-45d1-be4f-4fd0707f34b2 · inbound

Harmonious Parameter Adaptation in Continual Visual Instruction Tuning for Safety-Aligned MLLMs cites this paper.

Harmonious Parameter Adaptation in Continual Visual Instruction Tuning for Safety-Aligned MLLMs Beyond Anti-Forgetting: Multimodal Continual Instruction Tuning with Positive Forward Transfer

Reference 36

Resolution: unresolved; no resolver link, observed 2026-08-03T20:25:11.650798Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 1df56ca2-6d5d-44ae-b8ab-aef5d02acdb1 · inbound

When the Same Musical Knowledge Forgets Differently: A Clean Probe of Pathway-Dependent Forgetting cites this paper.

When the Same Musical Knowledge Forgets Differently: A Clean Probe of Pathway-Dependent Forgetting Beyond Anti-Forgetting: Multimodal Continual Instruction Tuning with Positive Forward Transfer

Reference 42

Resolution: verified exact; arxiv_id, observed 2026-07-03T16:58:42.924886Z

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 09afd6ee-be56-4718-911b-8020a59191da · inbound

Domain-Aware Scaling Laws Uncover Data Synergy cites this paper.

Domain-Aware Scaling Laws Uncover Data Synergy Beyond Anti-Forgetting: Multimodal Continual Instruction Tuning with Positive Forward Transfer

Reference 37

Resolution: unresolved; no resolver link, observed 2026-07-14T07:24:27.255815Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.