Typed states for the displayed outbound observations.
Source: paper_references, paper_reference_links, observed 2026-07-13T18:42:33.178622Z
Paper Citation Record · LEDGER
As of 23 August 2026, this Paper Citation Record lists 53 of 53 outbound references and 1 inbound Pith citation observation for arXiv:2603.24690.
A citation records a reference. It does not transfer a finding from one paper to another.
Typed states for the displayed outbound observations.
Source: paper_references, paper_reference_links, observed 2026-07-13T18:42:33.178622Z
One-hop event checks from named stored sources.
Source: scholarly_work_events, retraction_status_cache, observed 2026-08-23T06:30:58.430688+00:00
Pith citing papers itemized under the disclosed page cap.
Source: paper_references, paper_reference_links, observed 2026-07-07T19:32:20.095114Z
A source-named dated measurement, never combined with another source.
Source: pith, observed 2026-07-07T19:34:06.409175Z
53 of 53 outbound references displayed
External citation measurements
No source-named external measurement is stored.
Observation aa471f00-4758-4517-ad3c-00dad4735a79 · outbound
UniICL: Systematizing Unified Multimodal In-context Learning through a Capability-Oriented Taxonomy Flamingo: a visual language model for few-shot learning
Reference 1
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Observation aa6fcbb4-dfd2-4cef-b9fa-b121ec75b9e9 · outbound
UniICL: Systematizing Unified Multimodal In-context Learning through a Capability-Oriented Taxonomy OpenFlamingo: An Open-Source Framework for Training Large Autoregressive Vision-Language Models
Reference 2
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Observation 9ce49761-6b9a-41eb-86da-532f94f675f2 · outbound
UniICL: Systematizing Unified Multimodal In-context Learning through a Capability-Oriented Taxonomy Qwen3-VL Technical Report
Reference 3
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Observation af49630d-8532-43b9-867c-ebc8731dcfdc · outbound
UniICL: Systematizing Unified Multimodal In-context Learning through a Capability-Oriented Taxonomy Language models are few-shot learners
Reference 4
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Observation 4e4c3c86-497f-4d38-8dde-9db7334448fd · outbound
UniICL: Systematizing Unified Multimodal In-context Learning through a Capability-Oriented Taxonomy Can multimodal large language models truly perform multimodal in-context learning? In2025 IEEE/CVF Winter Conference on Applications of Computer Vision (W ACV), pages 6000–6010
Reference 5
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Observation 7d7656c1-c31b-4bf7-9a25-fdb16806f88a · outbound
UniICL: Systematizing Unified Multimodal In-context Learning through a Capability-Oriented Taxonomy Levels of processing: A framework for memory research.Journal of verbal learning and verbal behavior, 1972
Reference 6
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Observation 8b2d24ca-37a9-4fb6-aa3e-e5a509426dfb · outbound
UniICL: Systematizing Unified Multimodal In-context Learning through a Capability-Oriented Taxonomy Emerging Properties in Unified Multimodal Pretraining
Reference 7
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Observation cde3d691-1321-435b-a7c4-5c13014a06ae · outbound
UniICL: Systematizing Unified Multimodal In-context Learning through a Capability-Oriented Taxonomy DreamLLM: Synergistic Multimodal Comprehension and Creation
Reference 8
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Observation 22658d71-2463-4b6f-95a0-a2c44cdcec12 · outbound
UniICL: Systematizing Unified Multimodal In-context Learning through a Capability-Oriented Taxonomy Distributed hierarchical processing in the primate cerebral cortex
Reference 9
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Observation ea590123-6760-4a52-851c-594a4a392e70 · outbound
UniICL: Systematizing Unified Multimodal In-context Learning through a Capability-Oriented Taxonomy Geneval: An object-focused framework for evaluating text-to-image alignment.Advances in Neural Information Processing Systems, 2023
Reference 10
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Observation 175285c7-56dd-4630-b3aa-8ba9c27fa61a · outbound
UniICL: Systematizing Unified Multimodal In-context Learning through a Capability-Oriented Taxonomy Processing capacity defined by relational complexity: Implications for comparative, developmental, and cognitive psychology.Behavioral and brain sciences, 1998
Reference 11
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Observation 9e3b0ec1-8fb0-4d8f-bc0b-86754c7b0ac4 · outbound
UniICL: Systematizing Unified Multimodal In-context Learning through a Capability-Oriented Taxonomy Clipscore: A reference-free evaluation metric for image captioning
Reference 12
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Observation 0829e7d9-7d9b-45d9-ae28-c5f2f7dca782 · outbound
UniICL: Systematizing Unified Multimodal In-context Learning through a Capability-Oriented Taxonomy GLM-4.5V and GLM-4.1V-Thinking: Towards Versatile Multimodal Reasoning with Scalable Reinforcement Learning
Reference 13
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Observation 50cf13b9-172d-4447-a5c4-71bed2421ef8 · outbound
UniICL: Systematizing Unified Multimodal In-context Learning through a Capability-Oriented Taxonomy Detect anything via next point prediction, 2025
Reference 14
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Observation cb655419-7889-4d8a-8c6b-a8cf82f86e78 · outbound
UniICL: Systematizing Unified Multimodal In-context Learning through a Capability-Oriented Taxonomy Generating images with multimodal language models
Reference 15
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Observation c4e35e50-9b82-4d56-8af8-771747724d36 · outbound
UniICL: Systematizing Unified Multimodal In-context Learning through a Capability-Oriented Taxonomy What matters when building vision-language models?NeurIPS, 2024
Reference 16
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Observation 97b6a8ae-8cff-4efe-98ed-4afc998a3148 · outbound
UniICL: Systematizing Unified Multimodal In-context Learning through a Capability-Oriented Taxonomy Mimic-it: Multi-modal in-context instruction tuning
Reference 17
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Observation 3646c887-112f-4be0-81c2-320e1a1840ae · outbound
UniICL: Systematizing Unified Multimodal In-context Learning through a Capability-Oriented Taxonomy Otter: A multi-modal model with in-context instruction tuning.T-PAMI, 2025
Reference 18
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Observation 550ffadb-107e-407b-b96e-bdf27594fbd8 · outbound
UniICL: Systematizing Unified Multimodal In-context Learning through a Capability-Oriented Taxonomy SEED-Bench: Benchmarking Multimodal LLMs with Generative Comprehension
Reference 19
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Observation dc169f5e-f476-49e4-80e2-ffd041c20d23 · outbound
UniICL: Systematizing Unified Multimodal In-context Learning through a Capability-Oriented Taxonomy Blip-2: Bootstrapping language-image pre-training with frozen image encoders and large language models
Reference 20
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Observation f23a9da6-1c21-4915-937b-c76d173fd673 · outbound
UniICL: Systematizing Unified Multimodal In-context Learning through a Capability-Oriented Taxonomy M2iv: Towards efficient and fine-grained multimodal in-context learning in large vision-language models.arXiv e-prints, pages arXiv–2504,
Reference 21
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Observation cf74c5d0-24db-4404-a096-300d1c350b18 · outbound
UniICL: Systematizing Unified Multimodal In-context Learning through a Capability-Oriented Taxonomy Visualcloze: A universal image generation framework via visual in-context learning
Reference 22
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Observation ac02e138-4057-49c5-99f7-f192d580cac3 · outbound
UniICL: Systematizing Unified Multimodal In-context Learning through a Capability-Oriented Taxonomy UniWorld-V1: High-Resolution Semantic Encoders for Unified Visual Understanding and Generation
Reference 23
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Observation 98a085e4-e67c-4371-b71f-e5a00d8faa15 · outbound
UniICL: Systematizing Unified Multimodal In-context Learning through a Capability-Oriented Taxonomy Mmbench: Is your multi-modal model an all-around player? InECCV, 2024
Reference 24
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Observation 1ede21f4-6e36-41cd-b56e-703fbd024205 · outbound
UniICL: Systematizing Unified Multimodal In-context Learning through a Capability-Oriented Taxonomy The flan collection: Designing data and methods for effective instruction tuning
Reference 25
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Observation 821d1b88-4924-4ece-ad05-93aad78325b6 · outbound
UniICL: Systematizing Unified Multimodal In-context Learning through a Capability-Oriented Taxonomy Fantastically ordered prompts and where to find them: Overcoming few-shot prompt order sensitivity
Reference 26
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Observation ad177161-bbcc-4adb-bdac-f0a44642bd0e · outbound
UniICL: Systematizing Unified Multimodal In-context Learning through a Capability-Oriented Taxonomy Hpsv3: Towards wide-spectrum human preference score
Reference 27
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Observation dd10b1a6-d4a9-4cf0-a7c0-b93cbb99a353 · outbound
UniICL: Systematizing Unified Multimodal In-context Learning through a Capability-Oriented Taxonomy In-context Learning and Induction Heads
Reference 28
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Observation bf778a14-ca72-4c44-b9ec-0122a1de2d74 · outbound
UniICL: Systematizing Unified Multimodal In-context Learning through a Capability-Oriented Taxonomy What factors affect multi-modal in-context learning? an in-depth exploration.Advances in Neural Information Processing Systems, 2024
Reference 29
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Observation 9f1ce7c2-8d07-4dcd-9910-bad04b5284ec · outbound
UniICL: Systematizing Unified Multimodal In-context Learning through a Capability-Oriented Taxonomy Gated Attention for Large Language Models: Non-linearity, Sparsity, and Attention-Sink-Free
Reference 30
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Observation bd889ec9-24ed-4b6b-adc3-583c5bed9414 · outbound
UniICL: Systematizing Unified Multimodal In-context Learning through a Capability-Oriented Taxonomy SAM 2: Segment Anything in Images and Videos
Reference 31
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Observation 9a148b61-a768-420d-9ce5-8937b57faeeb · outbound
UniICL: Systematizing Unified Multimodal In-context Learning through a Capability-Oriented Taxonomy Laion-5b: An open large-scale dataset for training next generation image-text models.NeurIPS, 2022
Reference 32
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Observation 57a8c9a8-455f-4352-bdb8-57d8ab4a7aec · outbound
UniICL: Systematizing Unified Multimodal In-context Learning through a Capability-Oriented Taxonomy DINOv3
Reference 33
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Observation 4f99a9fe-14e3-459c-bd7e-33a2a93876ea · outbound
UniICL: Systematizing Unified Multimodal In-context Learning through a Capability-Oriented Taxonomy Emu: Generative Pretraining in Multimodality
Reference 34
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Observation f4cff1d0-fb9e-453f-8d6d-7aa21ac13e36 · outbound
UniICL: Systematizing Unified Multimodal In-context Learning through a Capability-Oriented Taxonomy Generative multimodal models are in-context learners
Reference 35
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Observation d672e8d4-fe0b-4ecb-9978-63ef903fbd5b · outbound
UniICL: Systematizing Unified Multimodal In-context Learning through a Capability-Oriented Taxonomy Codi-2: In-context interleaved and interactive any-to-any generation
Reference 36
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Observation 6619c410-9a38-4de8-8ace-5eb04f19addd · outbound
UniICL: Systematizing Unified Multimodal In-context Learning through a Capability-Oriented Taxonomy Determinantal point processes for machine learning.stat, 2013
Reference 37
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Observation a469517b-ad58-47a2-ad05-d6706c7ae686 · outbound
UniICL: Systematizing Unified Multimodal In-context Learning through a Capability-Oriented Taxonomy Chameleon: Mixed-Modal Early-Fusion Foundation Models
Reference 38
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Observation a0c5863c-4ab9-49d5-b9e8-50aa99d2a707 · outbound
UniICL: Systematizing Unified Multimodal In-context Learning through a Capability-Oriented Taxonomy Qwen2.5-vl, January 2025
Reference 39
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Observation bdbf2c55-925e-46f8-8b79-6b9f46f1df32 · outbound
UniICL: Systematizing Unified Multimodal In-context Learning through a Capability-Oriented Taxonomy Transformers learn in-context by gradient descent
Reference 40
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Observation 72272e35-bc7a-4e93-98b7-74e476b2700d · outbound
UniICL: Systematizing Unified Multimodal In-context Learning through a Capability-Oriented Taxonomy Ovis-U1 Technical Report
Reference 41
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Observation a3fda085-5bfd-478c-b002-20cc6cce6f78 · outbound
UniICL: Systematizing Unified Multimodal In-context Learning through a Capability-Oriented Taxonomy InternVL3.5: Advancing Open-Source Multimodal Models in Versatility, Reasoning, and Efficiency
Reference 42
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Observation 6383ef36-0853-428f-987d-c3f59c9dba6f · outbound
UniICL: Systematizing Unified Multimodal In-context Learning through a Capability-Oriented Taxonomy Emu3: Next-Token Prediction is All You Need
Reference 43
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Observation 73c2d116-16b0-4735-81f8-8977947c9cf2 · outbound
UniICL: Systematizing Unified Multimodal In-context Learning through a Capability-Oriented Taxonomy Super-naturalinstructions: Generalization via declarative instructions on 1600+ nlp tasks
Reference 44
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Observation 62a2d729-a2de-4553-aff2-31f78d05960f · outbound
UniICL: Systematizing Unified Multimodal In-context Learning through a Capability-Oriented Taxonomy Q-Align: Teaching LMMs for Visual Scoring via Discrete Text-Defined Levels
Reference 45
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Observation f3fd0217-5e95-4c5c-8797-377cb7c6a6dc · outbound
UniICL: Systematizing Unified Multimodal In-context Learning through a Capability-Oriented Taxonomy An Explanation of In-context Learning as Implicit Bayesian Inference
Reference 46
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Observation 13d7c64c-63e9-42c8-bb53-4e2a0a1a3ad2 · outbound
UniICL: Systematizing Unified Multimodal In-context Learning through a Capability-Oriented Taxonomy Mmmu: A massive multi-discipline multimodal understanding and reasoning benchmark for expert agi
Reference 47
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Observation 937d8872-13d5-494c-b4d3-060343842ae0 · outbound
UniICL: Systematizing Unified Multimodal In-context Learning through a Capability-Oriented Taxonomy Nexus-Gen: Unified Image Understanding, Generation, and Editing via Prefilled Autoregression in Shared Embedding Space
Reference 48
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Observation 02ec4337-884a-41a9-a60d-fba9b641e025 · outbound
UniICL: Systematizing Unified Multimodal In-context Learning through a Capability-Oriented Taxonomy Qwen3 Embedding: Advancing Text Embedding and Reranking Through Foundation Models
Reference 49
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Observation 69aa318b-a947-4cbe-a5c6-4cea9f9c0510 · outbound
UniICL: Systematizing Unified Multimodal In-context Learning through a Capability-Oriented Taxonomy Recognize anything: A strong image tagging model
Reference 50
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Observation cc5a4c69-2201-4625-91c6-b326f0c9c601 · outbound
UniICL: Systematizing Unified Multimodal In-context Learning through a Capability-Oriented Taxonomy MMICL: Empowering Vision-language Model with Multi-Modal In-Context Learning
Reference 51
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Observation 04efb5d9-1e1d-49c3-ad90-63191f9bfbb5 · outbound
UniICL: Systematizing Unified Multimodal In-context Learning through a Capability-Oriented Taxonomy Judging llm-as-a-judge with mt-bench and chatbot arena.NeurIPS, 2023
Reference 52
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Observation ced217b6-825d-472f-9eb2-4d0ad76de108 · outbound
UniICL: Systematizing Unified Multimodal In-context Learning through a Capability-Oriented Taxonomy VL-ICL Bench: The Devil in the Details of Multimodal In-Context Learning
Reference 53
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Observation c075f7a1-ad10-4891-9855-286a7582edd3 · inbound
ChatImage: Navigating Long-Form LLM Answers through Interactive Images UniICL: Systematizing Unified Multimodal In-context Learning through a Capability-Oriented Taxonomy
Reference 39
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