Paper Citation Record · LEDGER

Continual Learning for Generative AI: From LLMs to MLLMs and Beyond

As of 7 August 2026, this Paper Citation Record lists 100 of 278 outbound references and 5 inbound Pith citation observations for arXiv:2506.13045.

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

pith.paper-citation-record.v1
2506.13045 v4

Coverage vector

measured 100 of 278 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-07T00:40:23.729973Z

measured 105 of 105 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-07T06:34:17.273281+00:00

measured 5 of 5 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-08-06T19:31:27.300705Z

measured 0 of 1 external citation measurements

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

Source: arxiv_reference, observed 2026-06-30T08:04:28.956439Z

Reference resolution

100 of 278 outbound references displayed

verified exact0
verified fuzzy0
unresolved100
parse uncertain0
malformed identifier0
metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation 748c114a-191a-4acc-90c7-655f02f4ca58 · outbound

This paper cites GPT-4 Technical Report.

Continual Learning for Generative AI: From LLMs to MLLMs and Beyond GPT-4 Technical Report

Reference 1

Resolution: unresolved; no resolver link, observed 2026-08-07T00:40:14.644296Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 4118cd73-20a8-4f58-b0cf-9452dea1f93e · outbound

This paper cites an unresolved cited work.

Continual Learning for Generative AI: From LLMs to MLLMs and Beyond Unresolved cited work

Reference 2

Resolution: unresolved; no resolver link, observed 2026-08-07T00:40:14.719150Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 08eda019-dd7f-4712-baae-21c9d19cab51 · outbound

This paper cites an unresolved cited work.

Continual Learning for Generative AI: From LLMs to MLLMs and Beyond Unresolved cited work

Reference 3

Resolution: unresolved; no resolver link, observed 2026-08-07T00:40:14.834450Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation bfd37ff6-eabd-4e87-8a7c-ef755c0d1e31 · outbound

This paper cites an unresolved cited work.

Continual Learning for Generative AI: From LLMs to MLLMs and Beyond Unresolved cited work

Reference 4

Resolution: unresolved; no resolver link, observed 2026-08-07T00:40:14.946399Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation e755928f-ca8b-41e9-a94f-df5762cf908f · outbound

This paper cites an unresolved cited work.

Continual Learning for Generative AI: From LLMs to MLLMs and Beyond Unresolved cited work

Reference 5

Resolution: unresolved; no resolver link, observed 2026-08-07T00:40:15.027230Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 93c684bf-1b91-4773-9724-a20868021b45 · outbound

This paper cites an unresolved cited work.

Continual Learning for Generative AI: From LLMs to MLLMs and Beyond Unresolved cited work

Reference 6

Resolution: unresolved; no resolver link, observed 2026-08-07T00:40:15.134539Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 954786b4-f701-4cb7-a6a4-0963ceb96c59 · outbound

This paper cites Qwen-VL: A Versatile Vision-Language Model for Understanding, Localization, Text Reading, and Beyond.

Continual Learning for Generative AI: From LLMs to MLLMs and Beyond Qwen-VL: A Versatile Vision-Language Model for Understanding, Localization, Text Reading, and Beyond

Reference 7

Resolution: unresolved; no resolver link, observed 2026-08-07T00:40:15.222276Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 51122505-9366-4b47-b88a-44dfc62d74c7 · outbound

This paper cites an unresolved cited work.

Continual Learning for Generative AI: From LLMs to MLLMs and Beyond Unresolved cited work

Reference 8

Resolution: unresolved; no resolver link, observed 2026-08-07T00:40:15.302171Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation fad56e56-f1e0-45ad-a642-0acdc6f04e3a · outbound

This paper cites Qwen2.5-VL Technical Report.

Continual Learning for Generative AI: From LLMs to MLLMs and Beyond Qwen2.5-VL Technical Report

Reference 9

Resolution: unresolved; no resolver link, observed 2026-08-07T00:40:15.397521Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation c0f54d5c-14d3-4563-8893-8c450a7853c4 · outbound

This paper cites Hallucination of Multimodal Large Language Models: A Survey.

Continual Learning for Generative AI: From LLMs to MLLMs and Beyond Hallucination of Multimodal Large Language Models: A Survey

Reference 10

Resolution: unresolved; no resolver link, observed 2026-08-07T00:40:15.516125Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation b5454bf1-fd95-4f10-bdec-ce6784eee5e0 · outbound

This paper cites an unresolved cited work.

Continual Learning for Generative AI: From LLMs to MLLMs and Beyond Unresolved cited work

Reference 11

Resolution: unresolved; no resolver link, observed 2026-08-07T00:40:15.594203Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 1508f7f1-7999-4efa-9e92-e1d158f3f0b3 · outbound

This paper cites an unresolved cited work.

Continual Learning for Generative AI: From LLMs to MLLMs and Beyond Unresolved cited work

Reference 12

Resolution: unresolved; no resolver link, observed 2026-08-07T00:40:15.677586Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation a5328ab0-2904-47bd-9d24-396becdf44b9 · outbound

This paper cites an unresolved cited work.

Continual Learning for Generative AI: From LLMs to MLLMs and Beyond Unresolved cited work

Reference 13

Resolution: unresolved; no resolver link, observed 2026-08-07T00:40:15.763678Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 8b4bb1c3-8b0e-42ff-b2f6-6557b91d9197 · outbound

This paper cites Lifelong Reinforcement Learning with Modulating Masks.

Continual Learning for Generative AI: From LLMs to MLLMs and Beyond Lifelong Reinforcement Learning with Modulating Masks

Reference 14

Resolution: unresolved; no resolver link, observed 2026-08-07T00:40:15.914354Z

Source-reported events for the cited work

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Observation 9672c0d4-b22b-436f-8c68-e99fc5e87b85 · outbound

This paper cites FinTral: A Family of GPT-4 Level Multimodal Financial Large Language Models.

Continual Learning for Generative AI: From LLMs to MLLMs and Beyond FinTral: A Family of GPT-4 Level Multimodal Financial Large Language Models

Reference 15

Resolution: unresolved; no resolver link, observed 2026-08-07T00:40:16.025380Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 70e3c51f-0afc-493e-9197-fea1f9e58e43 · outbound

This paper cites DeepSeek LLM: Scaling Open-Source Language Models with Longtermism.

Continual Learning for Generative AI: From LLMs to MLLMs and Beyond DeepSeek LLM: Scaling Open-Source Language Models with Longtermism

Reference 16

Resolution: unresolved; no resolver link, observed 2026-08-07T00:40:16.148926Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation f9e6ac21-8631-4ac3-80ae-a4f90631814e · outbound

This paper cites RT-2: Vision-Language-Action Models Transfer Web Knowledge to Robotic Control.

Continual Learning for Generative AI: From LLMs to MLLMs and Beyond RT-2: Vision-Language-Action Models Transfer Web Knowledge to Robotic Control

Reference 17

Resolution: unresolved; no resolver link, observed 2026-08-07T00:40:16.259589Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation fb03829a-9cf4-4944-ad1a-a2de22396e41 · outbound

This paper cites an unresolved cited work.

Continual Learning for Generative AI: From LLMs to MLLMs and Beyond Unresolved cited work

Reference 18

Resolution: unresolved; no resolver link, observed 2026-08-07T00:40:16.378440Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation c2feff39-16e6-4b66-8839-81b01bc822e6 · outbound

This paper cites Empowering Large Language Model for Continual Video Question Answering with Collaborative Prompting.

Continual Learning for Generative AI: From LLMs to MLLMs and Beyond Empowering Large Language Model for Continual Video Question Answering with Collaborative Prompting

Reference 19

Resolution: unresolved; no resolver link, observed 2026-08-07T00:40:16.492956Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation d363f274-379c-4690-8a04-3f1b8d42dabc · outbound

This paper cites CluMo: Cluster-based Modality Fusion Prompt for Continual Learning in Visual Question Answering.

Continual Learning for Generative AI: From LLMs to MLLMs and Beyond CluMo: Cluster-based Modality Fusion Prompt for Continual Learning in Visual Question Answering

Reference 20

Resolution: unresolved; no resolver link, observed 2026-08-07T00:40:16.603197Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 429028f9-ee9d-419f-b899-e5dd0d0f437c · outbound

This paper cites Task-Attentive Transformer Architecture for Continual Learning of Vision-and-Language Tasks Using Knowledge Distillation.

Continual Learning for Generative AI: From LLMs to MLLMs and Beyond Task-Attentive Transformer Architecture for Continual Learning of Vision-and-Language Tasks Using Knowledge Distillation

Reference 21

Resolution: unresolved; no resolver link, observed 2026-08-07T00:40:16.694520Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation ab0a39a1-948c-4af8-8a5d-a96000ad60be · outbound

This paper cites Continual LLaVA: Continual Instruction Tuning in Large Vision-Language Models.

Continual Learning for Generative AI: From LLMs to MLLMs and Beyond Continual LLaVA: Continual Instruction Tuning in Large Vision-Language Models

Reference 22

Resolution: unresolved; no resolver link, observed 2026-08-07T00:40:16.807608Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 175206ea-5e8c-4731-9d0b-762f731bf5fb · outbound

This paper cites an unresolved cited work.

Continual Learning for Generative AI: From LLMs to MLLMs and Beyond Unresolved cited work

Reference 23

Resolution: unresolved; no resolver link, observed 2026-08-07T00:40:16.901574Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 55853938-041d-475b-a39c-993e964dae0f · outbound

This paper cites an unresolved cited work.

Continual Learning for Generative AI: From LLMs to MLLMs and Beyond Unresolved cited work

Reference 24

Resolution: unresolved; no resolver link, observed 2026-08-07T00:40:16.984642Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 4895f3b0-2d74-44f3-8345-78878645bbaf · outbound

This paper cites an unresolved cited work.

Continual Learning for Generative AI: From LLMs to MLLMs and Beyond Unresolved cited work

Reference 25

Resolution: unresolved; no resolver link, observed 2026-08-07T00:40:17.073401Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation dfc248f3-af8c-45cd-8c52-f9f778caaddd · outbound

This paper cites an unresolved cited work.

Continual Learning for Generative AI: From LLMs to MLLMs and Beyond Unresolved cited work

Reference 26

Resolution: unresolved; no resolver link, observed 2026-08-07T00:40:17.178111Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation ef71d889-30e5-445f-9436-009e82f16ba1 · outbound

This paper cites Overcoming Catastrophic Forgetting by Exemplar Selection in Task-oriented Dialogue System.

Continual Learning for Generative AI: From LLMs to MLLMs and Beyond Overcoming Catastrophic Forgetting by Exemplar Selection in Task-oriented Dialogue System

Reference 27

Resolution: unresolved; no resolver link, observed 2026-08-07T00:40:17.289614Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation d99c106e-7c8f-46a0-8c7a-81ac032f95bc · outbound

This paper cites an unresolved cited work.

Continual Learning for Generative AI: From LLMs to MLLMs and Beyond Unresolved cited work

Reference 28

Resolution: unresolved; no resolver link, observed 2026-08-07T00:40:17.400460Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 0cff34c7-dafc-49db-99ac-11a1256c228a · outbound

This paper cites Towards Effective and Efficient Continual Pre-training of Large Language Models.

Continual Learning for Generative AI: From LLMs to MLLMs and Beyond Towards Effective and Efficient Continual Pre-training of Large Language Models

Reference 29

Resolution: unresolved; no resolver link, observed 2026-08-07T00:40:17.481210Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 9eb17c07-7c54-4c5a-85ce-c007f17d8b11 · outbound

This paper cites SEFE: Superficial and Essential Forgetting Eliminator for Multimodal Continual Instruction Tuning.

Continual Learning for Generative AI: From LLMs to MLLMs and Beyond SEFE: Superficial and Essential Forgetting Eliminator for Multimodal Continual Instruction Tuning

Reference 30

Resolution: unresolved; no resolver link, observed 2026-08-07T00:40:17.556570Z

Source-reported events for the cited work

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Observation 77ca1757-28c2-420c-b7e1-869d8b605141 · outbound

This paper cites an unresolved cited work.

Continual Learning for Generative AI: From LLMs to MLLMs and Beyond Unresolved cited work

Reference 31

Resolution: unresolved; no resolver link, observed 2026-08-07T00:40:17.637192Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation f623d9b4-1130-43c0-8603-55747791ccc7 · outbound

This paper cites MiniGPT-v2: large language model as a unified interface for vision-language multi-task learning.

Continual Learning for Generative AI: From LLMs to MLLMs and Beyond MiniGPT-v2: large language model as a unified interface for vision-language multi-task learning

Reference 32

Resolution: unresolved; no resolver link, observed 2026-08-07T00:40:17.873778Z

Source-reported events for the cited work

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Observation e893c920-03f8-4d7c-9de4-dfdc3f3951f4 · outbound

This paper cites an unresolved cited work.

Continual Learning for Generative AI: From LLMs to MLLMs and Beyond Unresolved cited work

Reference 33

Resolution: unresolved; no resolver link, observed 2026-08-07T00:40:17.982395Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 5ba7b8e9-cd30-4bbb-9b4b-4a787056305a · outbound

This paper cites an unresolved cited work.

Continual Learning for Generative AI: From LLMs to MLLMs and Beyond Unresolved cited work

Reference 34

Resolution: unresolved; no resolver link, observed 2026-08-07T00:40:18.081202Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation a80f302d-4d88-4a5f-b01f-d33c787cb22a · outbound

This paper cites an unresolved cited work.

Continual Learning for Generative AI: From LLMs to MLLMs and Beyond Unresolved cited work

Reference 35

Resolution: unresolved; no resolver link, observed 2026-08-07T00:40:18.185390Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 077f0b6a-046c-4a10-9c57-654d4156c6b8 · outbound

This paper cites an unresolved cited work.

Continual Learning for Generative AI: From LLMs to MLLMs and Beyond Unresolved cited work

Reference 36

Resolution: unresolved; no resolver link, observed 2026-08-07T00:40:18.272523Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 7a4b0fdc-8592-405f-8240-3790dd164bf2 · outbound

This paper cites an unresolved cited work.

Continual Learning for Generative AI: From LLMs to MLLMs and Beyond Unresolved cited work

Reference 37

Resolution: unresolved; no resolver link, observed 2026-08-07T00:40:18.347973Z

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Observation b53a6f26-bafe-4057-8939-3ac93358c424 · outbound

This paper cites an unresolved cited work.

Continual Learning for Generative AI: From LLMs to MLLMs and Beyond Unresolved cited work

Reference 38

Resolution: unresolved; no resolver link, observed 2026-08-07T00:40:18.425559Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation ae325670-0fee-49d8-b258-77e1afc648bb · outbound

This paper cites SFT Memorizes, RL Generalizes: A Comparative Study of Foundation Model Post-training.

Continual Learning for Generative AI: From LLMs to MLLMs and Beyond SFT Memorizes, RL Generalizes: A Comparative Study of Foundation Model Post-training

Reference 39

Resolution: unresolved; no resolver link, observed 2026-08-07T00:40:18.548330Z

Source-reported events for the cited work

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Observation 878c2401-3932-41dd-ab59-7a35e9808fe1 · outbound

This paper cites an unresolved cited work.

Continual Learning for Generative AI: From LLMs to MLLMs and Beyond Unresolved cited work

Reference 40

Resolution: unresolved; no resolver link, observed 2026-08-07T00:40:18.635832Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 20f69cf9-a1c2-4766-b937-84ebbe622cfb · outbound

This paper cites InstructBLIP: Towards General-purpose Vision-Language Models with Instruction Tuning.

Continual Learning for Generative AI: From LLMs to MLLMs and Beyond InstructBLIP: Towards General-purpose Vision-Language Models with Instruction Tuning

Reference 41

Resolution: unresolved; no resolver link, observed 2026-08-07T00:40:18.709351Z

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Observation 19e4f4a5-9252-445c-8857-a9f83f759e45 · outbound

This paper cites an unresolved cited work.

Continual Learning for Generative AI: From LLMs to MLLMs and Beyond Unresolved cited work

Reference 42

Resolution: unresolved; no resolver link, observed 2026-08-07T00:40:18.798534Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 50e33863-9bb7-4563-bb69-0b148de06f02 · outbound

This paper cites an unresolved cited work.

Continual Learning for Generative AI: From LLMs to MLLMs and Beyond Unresolved cited work

Reference 43

Resolution: unresolved; no resolver link, observed 2026-08-07T00:40:18.910721Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 07f72488-b4a6-4ad8-898f-b6a71901126a · outbound

This paper cites an unresolved cited work.

Continual Learning for Generative AI: From LLMs to MLLMs and Beyond Unresolved cited work

Reference 44

Resolution: unresolved; no resolver link, observed 2026-08-07T00:40:18.993754Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 65c594af-b7d0-464e-9286-ff26d07fff3f · outbound

This paper cites an unresolved cited work.

Continual Learning for Generative AI: From LLMs to MLLMs and Beyond Unresolved cited work

Reference 45

Resolution: unresolved; no resolver link, observed 2026-08-07T00:40:19.051987Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation fe603198-5c7e-49a5-b721-f5158cd9b6c5 · outbound

This paper cites A Survey on In-context Learning.

Continual Learning for Generative AI: From LLMs to MLLMs and Beyond A Survey on In-context Learning

Reference 46

Resolution: unresolved; no resolver link, observed 2026-08-07T00:40:19.127630Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 50dcc7d6-d006-4294-9336-54494aa5690f · outbound

This paper cites an unresolved cited work.

Continual Learning for Generative AI: From LLMs to MLLMs and Beyond Unresolved cited work

Reference 47

Resolution: unresolved; no resolver link, observed 2026-08-07T00:40:19.247224Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation e4d5cc64-2ce2-4280-9d27-344b813c0664 · outbound

This paper cites An Image is Worth 16x16 Words: Transformers for Image Recognition at Scale.

Continual Learning for Generative AI: From LLMs to MLLMs and Beyond An Image is Worth 16x16 Words: Transformers for Image Recognition at Scale

Reference 48

Resolution: unresolved; no resolver link, observed 2026-08-07T00:40:19.363857Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 34943bd4-0330-4053-ac8b-d10b5c2eebad · outbound

This paper cites an unresolved cited work.

Continual Learning for Generative AI: From LLMs to MLLMs and Beyond Unresolved cited work

Reference 49

Resolution: unresolved; no resolver link, observed 2026-08-07T00:40:19.514286Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation dd83fc7b-e672-429a-ab9f-5e381c581ec1 · outbound

This paper cites TaSL: Continual Dialog State Tracking via Task Skill Localization and Consolidation.

Continual Learning for Generative AI: From LLMs to MLLMs and Beyond TaSL: Continual Dialog State Tracking via Task Skill Localization and Consolidation

Reference 50

Resolution: unresolved; no resolver link, observed 2026-08-07T00:40:19.606370Z

Source-reported events for the cited work

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Observation 55341a8d-e7eb-4894-b3d6-19f26172326f · outbound

This paper cites Recurrent Knowledge Identification and Fusion for Language Model Continual Learning.

Continual Learning for Generative AI: From LLMs to MLLMs and Beyond Recurrent Knowledge Identification and Fusion for Language Model Continual Learning

Reference 51

Resolution: unresolved; no resolver link, observed 2026-08-07T00:40:19.719838Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 1b5e4fca-23bb-4798-b706-ccae4584fd73 · outbound

This paper cites Gradient Localization Improves Lifelong Pretraining of Language Models.

Continual Learning for Generative AI: From LLMs to MLLMs and Beyond Gradient Localization Improves Lifelong Pretraining of Language Models

Reference 52

Resolution: unresolved; no resolver link, observed 2026-08-07T00:40:19.922565Z

Source-reported events for the cited work

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Observation 13e261a0-12d3-48a3-a014-f124eb5b9efb · outbound

This paper cites an unresolved cited work.

Continual Learning for Generative AI: From LLMs to MLLMs and Beyond Unresolved cited work

Reference 53

Resolution: unresolved; no resolver link, observed 2026-08-07T00:40:20.060801Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 6f8e011f-2ebc-440a-8cc9-c75fec9a2434 · outbound

This paper cites an unresolved cited work.

Continual Learning for Generative AI: From LLMs to MLLMs and Beyond Unresolved cited work

Reference 54

Resolution: unresolved; no resolver link, observed 2026-08-07T00:40:20.196782Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation a6b583d0-7c78-4c1d-841f-39f2295107b8 · outbound

This paper cites an unresolved cited work.

Continual Learning for Generative AI: From LLMs to MLLMs and Beyond Unresolved cited work

Reference 55

Resolution: unresolved; no resolver link, observed 2026-08-07T00:40:20.308064Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 63024dd3-0e31-4646-b6ee-9c34bbfb24ee · outbound

This paper cites Retrieval-Augmented Generation for Large Language Models: A Survey.

Continual Learning for Generative AI: From LLMs to MLLMs and Beyond Retrieval-Augmented Generation for Large Language Models: A Survey

Reference 56

Resolution: unresolved; no resolver link, observed 2026-08-07T00:40:20.476217Z

Source-reported events for the cited work

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Observation 96d8380d-dc7a-4d0d-83b4-111658ec0acc · outbound

This paper cites Dynamic Mixture of Curriculum LoRA Experts for Continual Multimodal Instruction Tuning.

Continual Learning for Generative AI: From LLMs to MLLMs and Beyond Dynamic Mixture of Curriculum LoRA Experts for Continual Multimodal Instruction Tuning

Reference 57

Resolution: unresolved; no resolver link, observed 2026-08-07T00:40:20.613277Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 34d20c37-8c5d-47f0-b6a3-3af6aca0c267 · outbound

This paper cites SEED-X: Multimodal Models with Unified Multi-granularity Comprehension and Generation.

Continual Learning for Generative AI: From LLMs to MLLMs and Beyond SEED-X: Multimodal Models with Unified Multi-granularity Comprehension and Generation

Reference 58

Resolution: unresolved; no resolver link, observed 2026-08-07T00:40:20.678848Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 3b7b9d9f-f74f-4eaa-aaa1-cc9b59646267 · outbound

This paper cites Continual Learning for Task-oriented Dialogue System with Iterative Network Pruning, Expanding and Masking.

Continual Learning for Generative AI: From LLMs to MLLMs and Beyond Continual Learning for Task-oriented Dialogue System with Iterative Network Pruning, Expanding and Masking

Reference 59

Resolution: unresolved; no resolver link, observed 2026-08-07T00:40:20.748927Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 232424b1-de5c-46bb-bae4-f553d23b703c · outbound

This paper cites an unresolved cited work.

Continual Learning for Generative AI: From LLMs to MLLMs and Beyond Unresolved cited work

Reference 60

Resolution: unresolved; no resolver link, observed 2026-08-07T00:40:20.782285Z

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Continual Learning for Generative AI: From LLMs to MLLMs and Beyond Unresolved cited work

Reference 61

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Continual Learning for Generative AI: From LLMs to MLLMs and Beyond The Llama 3 Herd of Models

Reference 62

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Continual Learning for Generative AI: From LLMs to MLLMs and Beyond DeepSeek-R1: Incentivizing Reasoning Capability in LLMs via Reinforcement Learning

Reference 63

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Continual Learning for Generative AI: From LLMs to MLLMs and Beyond HiDe-LLaVA: Hierarchical Decoupling for Continual Instruction Tuning of Multimodal Large Language Model

Reference 64

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This paper cites Federated Continual Instruction Tuning.

Continual Learning for Generative AI: From LLMs to MLLMs and Beyond Federated Continual Instruction Tuning

Reference 65

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Continual Learning for Generative AI: From LLMs to MLLMs and Beyond DESIRE: Dynamic Knowledge Consolidation for Rehearsal-Free Continual Learning

Reference 66

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Continual Learning for Generative AI: From LLMs to MLLMs and Beyond Efficient Continual Pre-training by Mitigating the Stability Gap

Reference 67

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Continual Learning for Generative AI: From LLMs to MLLMs and Beyond Q-Tuning: Queue-based Prompt Tuning for Lifelong Few-shot Language Learning

Reference 68

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Observation 7c594d43-1aa7-4147-8322-d05287c928d0 · outbound

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Continual Learning for Generative AI: From LLMs to MLLMs and Beyond Improving Vision-Language-Action Model with Online Reinforcement Learning

Reference 69

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Continual Learning for Generative AI: From LLMs to MLLMs and Beyond ConceptGuard: Continual Personalized Text-to-Image Generation with Forgetting and Confusion Mitigation

Reference 70

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Observation 919e91c0-e72d-476d-a769-8a95247bdc05 · outbound

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Continual Learning for Generative AI: From LLMs to MLLMs and Beyond Unresolved cited work

Reference 71

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Observation 55052ecf-4710-42ca-a5de-5902d08e9e76 · outbound

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Continual Learning for Generative AI: From LLMs to MLLMs and Beyond PolyTask: Learning Unified Policies through Behavior Distillation

Reference 72

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Observation d359c03a-7aad-4982-9c5a-49b1d273e160 · outbound

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Continual Learning for Generative AI: From LLMs to MLLMs and Beyond SLIM: Let LLM Learn More and Forget Less with Soft LoRA and Identity Mixture

Reference 73

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Observation 3d5251cd-c1e1-4461-bc16-17fa09e9c00f · outbound

This paper cites an unresolved cited work.

Continual Learning for Generative AI: From LLMs to MLLMs and Beyond Unresolved cited work

Reference 74

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Observation 2499a6b0-ac18-4471-ab79-133415da982d · outbound

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Continual Learning for Generative AI: From LLMs to MLLMs and Beyond Temporal Difference Learning for Model Predictive Control

Reference 75

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Observation bd5ef001-8abe-4b2a-9ab6-58a65bf3bb4a · outbound

This paper cites an unresolved cited work.

Continual Learning for Generative AI: From LLMs to MLLMs and Beyond Unresolved cited work

Reference 76

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Observation d0b42821-790e-4063-9c0b-b96a429b82e5 · outbound

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Continual Learning for Generative AI: From LLMs to MLLMs and Beyond Continual Instruction Tuning for Large Multimodal Models

Reference 77

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Observation 13276fd9-a719-4c39-9a87-80eef63e53fa · outbound

This paper cites an unresolved cited work.

Continual Learning for Generative AI: From LLMs to MLLMs and Beyond Unresolved cited work

Reference 78

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Observation 7524521f-ab4c-446c-8cc3-ef01e6cc4a0a · outbound

This paper cites an unresolved cited work.

Continual Learning for Generative AI: From LLMs to MLLMs and Beyond Unresolved cited work

Reference 79

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Observation 9f9da976-3e4d-41e0-a6a2-854ec19017af · outbound

This paper cites an unresolved cited work.

Continual Learning for Generative AI: From LLMs to MLLMs and Beyond Unresolved cited work

Reference 80

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Observation 156ebcd2-40f0-4df7-ba1a-6b6ce5958c8e · outbound

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Continual Learning for Generative AI: From LLMs to MLLMs and Beyond Don't Half-listen: Capturing Key-part Information in Continual Instruction Tuning

Reference 81

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Observation 8cc59c59-53e9-4dff-aeec-32c6719b89f6 · outbound

This paper cites an unresolved cited work.

Continual Learning for Generative AI: From LLMs to MLLMs and Beyond Unresolved cited work

Reference 82

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Observation 3d90a124-4980-4cc2-9a9e-39cda47cd312 · outbound

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Continual Learning for Generative AI: From LLMs to MLLMs and Beyond Distilling the Knowledge in a Neural Network

Reference 83

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Observation de86234c-e47f-4792-829f-7f099887553c · outbound

This paper cites an unresolved cited work.

Continual Learning for Generative AI: From LLMs to MLLMs and Beyond Unresolved cited work

Reference 84

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Observation afdb7e76-f217-4e7c-b5ab-c81f6239cb70 · outbound

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Continual Learning for Generative AI: From LLMs to MLLMs and Beyond Training Compute-Optimal Large Language Models

Reference 85

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Observation 3158efd7-6655-4206-b8c9-3dc2aa0fe1f0 · outbound

This paper cites an unresolved cited work.

Continual Learning for Generative AI: From LLMs to MLLMs and Beyond Unresolved cited work

Reference 86

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Observation c3e684aa-20ca-4332-ae13-324b5a4dd030 · outbound

This paper cites an unresolved cited work.

Continual Learning for Generative AI: From LLMs to MLLMs and Beyond Unresolved cited work

Reference 87

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Observation 2c3e1cee-cfd4-4017-b0f8-a7a1cc484f08 · outbound

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Continual Learning for Generative AI: From LLMs to MLLMs and Beyond CL-MoE: Enhancing Multimodal Large Language Model with Dual Momentum Mixture-of-Experts for Continual Visual Question Answering

Reference 88

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Observation 62652338-5352-47fd-a5e0-2445b83d45f6 · outbound

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Continual Learning for Generative AI: From LLMs to MLLMs and Beyond Mitigating Catastrophic Forgetting in Large Language Models with Self-Synthesized Rehearsal

Reference 89

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Observation d6bfc525-93bb-4e1f-8493-512a1572b10d · outbound

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Continual Learning for Generative AI: From LLMs to MLLMs and Beyond Towards Practical Tool Usage for Continually Learning LLMs

Reference 90

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Observation abfd72d6-2822-4766-bc55-b4e5c8237438 · outbound

This paper cites an unresolved cited work.

Continual Learning for Generative AI: From LLMs to MLLMs and Beyond Unresolved cited work

Reference 91

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Observation 30cfe9fa-d60d-46ed-8ef1-802904d1693a · outbound

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Continual Learning for Generative AI: From LLMs to MLLMs and Beyond Vision-R1: Incentivizing Reasoning Capability in Multimodal Large Language Models

Reference 92

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Observation 926282d5-a1f7-4f77-8489-13eab0551947 · outbound

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Continual Learning for Generative AI: From LLMs to MLLMs and Beyond Keeping Yourself is Important in Downstream Tuning Multimodal Large Language Model

Reference 93

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Observation 4f5cc45e-8a91-4853-8278-83229e352999 · outbound

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Continual Learning for Generative AI: From LLMs to MLLMs and Beyond Learn from Downstream and Be Yourself in Multimodal Large Language Model Fine-Tuning

Reference 94

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Observation bc930cf2-44be-4801-af6d-e5c2ec6e4bf5 · outbound

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Continual Learning for Generative AI: From LLMs to MLLMs and Beyond When Continue Learning Meets Multimodal Large Language Model: A Survey

Reference 95

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Observation df8482fb-8f45-4f36-bd79-d3b52ef94e80 · outbound

This paper cites an unresolved cited work.

Continual Learning for Generative AI: From LLMs to MLLMs and Beyond Unresolved cited work

Reference 96

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Observation ae5eee20-0eb3-4a8c-87d2-cbebd125ef19 · outbound

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Continual Learning for Generative AI: From LLMs to MLLMs and Beyond Unresolved cited work

Reference 97

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Observation 94d19f2f-fd78-421c-8ed6-2e0fae5e4370 · outbound

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Continual Learning for Generative AI: From LLMs to MLLMs and Beyond Unresolved cited work

Reference 98

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Observation f1694415-d5da-401d-8927-c0b7affb3f8e · outbound

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Continual Learning for Generative AI: From LLMs to MLLMs and Beyond Hierarchical-Task-Aware Multi-modal Mixture of Incremental LoRA Experts for Embodied Continual Learning

Reference 99

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Observation 4eb9bb66-0b05-425b-afd9-8acb2139ed37 · outbound

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Continual Learning for Generative AI: From LLMs to MLLMs and Beyond Unresolved cited work

Reference 100

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Pith citing papers

Observation c475cba2-0e4b-4003-bb6b-22a47838e224 · inbound

Reinforcement Fine-Tuning Naturally Mitigates Forgetting in Continual Post-Training cites this paper.

Reinforcement Fine-Tuning Naturally Mitigates Forgetting in Continual Post-Training Continual Learning for Generative AI: From LLMs to MLLMs and Beyond

Reference 10

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Observation 414babc3-5c7e-47fb-b12f-3ad4a3aee7eb · inbound

Agentic Software Engineering: Foundational Pillars and a Research Roadmap cites this paper.

Agentic Software Engineering: Foundational Pillars and a Research Roadmap Continual Learning for Generative AI: From LLMs to MLLMs and Beyond

Reference 11

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Observation 7098192c-f3da-4059-9c36-7960ef4cb363 · inbound

C-NAV: Towards Self-Evolving Continual Object Navigation in Open World cites this paper.

C-NAV: Towards Self-Evolving Continual Object Navigation in Open World Continual Learning for Generative AI: From LLMs to MLLMs and Beyond

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Observation 41150240-ffa3-44d3-925b-6e39fb74f005 · inbound

Dynamic Cross-Modal Prompt Generation for Multimodal Continual Instruction Tuning cites this paper.

Dynamic Cross-Modal Prompt Generation for Multimodal Continual Instruction Tuning Continual Learning for Generative AI: From LLMs to MLLMs and Beyond

Reference 11

Resolution: verified exact; arxiv_id, observed 2026-05-12T07:21:25.190405Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation 9fc26e2e-1d13-46bb-89bc-554d412208ff · inbound

Towards Continual Motion-Language Agents: LoRA Variants for Incremental Motion Understanding and Generation cites this paper.

Towards Continual Motion-Language Agents: LoRA Variants for Incremental Motion Understanding and Generation Continual Learning for Generative AI: From LLMs to MLLMs and Beyond

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Source-reported events for the cited work

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