Typed states for the displayed outbound observations.
Source: paper_references, paper_reference_links, observed 2026-08-11T14:36:11.326499Z
Paper Citation Record · LEDGER
As of 15 August 2026, this Paper Citation Record lists 63 of 63 outbound references and 0 inbound Pith citation observations for arXiv:2412.11836.
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 2026-08-11T14:36:11.326499Z
One-hop event checks from named stored sources.
Source: scholarly_work_events, retraction_status_cache, observed 2026-08-15T06:32:42.880941+00:00
Pith citing papers itemized under the disclosed page cap.
Source: paper_references, paper_reference_links
A source-named dated measurement, never combined with another source.
Source: cited_works
63 of 63 outbound references displayed
External citation measurements
No source-named external measurement is stored.
Observation 5dcf5570-694a-4036-b6d5-5615c9cdee6d · outbound
UnMA-CapSumT: Unified and Multi-Head Attention-driven Caption Summarization Transformer Bottom -up and top-down attention for image captioning and visual question answering,
Reference 1
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.
Observation 33740153-13c8-4e31-874f-f34eac01de6c · outbound
UnMA-CapSumT: Unified and Multi-Head Attention-driven Caption Summarization Transformer Entangled transformer for image captioning,
Reference 2
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.
Observation 73756992-8194-44f4-a512-386375f61be3 · outbound
UnMA-CapSumT: Unified and Multi-Head Attention-driven Caption Summarization Transformer Automatic alt -text: Computer-generated image descriptions for blind users on a social network service,
Reference 3
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.
Observation ced5a1ab-4368-433e-aec3-ac86a62ceae0 · outbound
UnMA-CapSumT: Unified and Multi-Head Attention-driven Caption Summarization Transformer Vizwiz grand challenge: Answering visual questions from blind people,
Reference 4
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.
Observation e84212a4-f758-4a50-8066-a480211d8b1a · outbound
UnMA-CapSumT: Unified and Multi-Head Attention-driven Caption Summarization Transformer VQA: Visual question answering,
Reference 5
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.
Observation 6ef1c2ca-6847-4cfb-aab5-110a52965764 · outbound
UnMA-CapSumT: Unified and Multi-Head Attention-driven Caption Summarization Transformer SCA-CNN: Spatial and Channel-wise Attention in Convolutional Networks for Image Captioning
Reference 6
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.
Observation 7b8fdcae-c1bc-4df8-bd3d-62c7cd817a29 · outbound
UnMA-CapSumT: Unified and Multi-Head Attention-driven Caption Summarization Transformer Image captioning using DenseNet network and adaptive attention,
Reference 7
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.
Observation 406f6488-6303-497d-ba87-9d154d94274a · outbound
UnMA-CapSumT: Unified and Multi-Head Attention-driven Caption Summarization Transformer High-Order Interaction Learning for Image Captioning,
Reference 8
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.
Observation 73381eec-3e93-40bb-b050-0e0da7c19983 · outbound
UnMA-CapSumT: Unified and Multi-Head Attention-driven Caption Summarization Transformer Stylenet: Generating attractive visual captions with styles,
Reference 9
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.
Observation 76aeddb8-c4bb-4af0-9c11-cefcc9a24299 · outbound
UnMA-CapSumT: Unified and Multi-Head Attention-driven Caption Summarization Transformer Similar Scenes arouse Similar Emotions: Parallel Data Augmentation for Stylized Image Captioning,
Reference 10
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.
Observation b933ddea-0d31-4893-a4ea-7d8c0d89f4ef · outbound
UnMA-CapSumT: Unified and Multi-Head Attention-driven Caption Summarization Transformer “Factual
Reference 11
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.
Observation 0475a42e-e94d-42c9-a58e-4b4f914bae1b · outbound
UnMA-CapSumT: Unified and Multi-Head Attention-driven Caption Summarization Transformer MSap: Multi -Style Image Captioning With Unpaired Stylized Text,
Reference 12
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.
Observation 754592c0-fa9b-45cb-a784-480c6f4b1ead · outbound
UnMA-CapSumT: Unified and Multi-Head Attention-driven Caption Summarization Transformer SummaRuNNer: A Recurrent Neural Network based Sequence Model for Extractive Summarization of Documents,
Reference 13
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.
Observation 0559f682-77f9-45f5-8379-ff86f584968e · outbound
UnMA-CapSumT: Unified and Multi-Head Attention-driven Caption Summarization Transformer Abstractive Text Summarization Using Sequence-to-Sequence RNNs and Beyond
Reference 14
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 41e1617a-e91b-45ba-be05-de0e16934956 · outbound
UnMA-CapSumT: Unified and Multi-Head Attention-driven Caption Summarization Transformer From image descriptions to visual denotations: New similarity metrics for semantic inference over event descriptions,
Reference 15
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.
Observation ab859f51-3b72-4e25-954d-5c04434c4879 · outbound
UnMA-CapSumT: Unified and Multi-Head Attention-driven Caption Summarization Transformer Corpus -guided sentence generation of natural images,
Reference 16
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.
Observation 1fd48cea-baf8-45c0-ad6d-90b16d55aef4 · outbound
UnMA-CapSumT: Unified and Multi-Head Attention-driven Caption Summarization Transformer Generating image descriptions from computer vision detections,
Reference 17
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.
Observation 5ea2c62a-ba3b-4d27-8f7a-483bdaacc863 · outbound
UnMA-CapSumT: Unified and Multi-Head Attention-driven Caption Summarization Transformer Every picture tells a story: Generating sentences from images,
Reference 18
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.
Observation d9800e96-5bc3-463b-81fa-6af29f13f755 · outbound
UnMA-CapSumT: Unified and Multi-Head Attention-driven Caption Summarization Transformer Framing image description as a ranking task: Data, models and evaluation metrics,
Reference 19
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.
Observation b7a817f2-0297-4ab8-9bf8-0519ec504459 · outbound
UnMA-CapSumT: Unified and Multi-Head Attention-driven Caption Summarization Transformer Deep Captioning with Multimodal Recurrent Neural Networks (m-RNN)
Reference 20
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.
Observation 9c432f49-8056-4a10-a98f-115817353b86 · outbound
UnMA-CapSumT: Unified and Multi-Head Attention-driven Caption Summarization Transformer Show and Tell: A Neural Image Caption Generator,
Reference 21
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.
Observation 7e7d3542-c492-42d8-ba3a-2c7bd26e8ca3 · outbound
UnMA-CapSumT: Unified and Multi-Head Attention-driven Caption Summarization Transformer Guiding the long -short term memory model for image caption generation,
Reference 22
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.
Observation 8b686616-17d0-4ce0-9fe2-603bd47c2106 · outbound
UnMA-CapSumT: Unified and Multi-Head Attention-driven Caption Summarization Transformer Long-Term Recurrent Convolutional Networks for Visual Recognition and Description,
Reference 23
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.
Observation 82b70d48-3428-46fb-b820-62c3ac98ef5a · outbound
UnMA-CapSumT: Unified and Multi-Head Attention-driven Caption Summarization Transformer Image Captioning with Deep Bidirectional LSTMs,
Reference 24
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.
Observation 5385956a-552c-4749-8034-d4e30a327ef9 · outbound
UnMA-CapSumT: Unified and Multi-Head Attention-driven Caption Summarization Transformer Knowing When to Look: Adaptive Attention via A Visual Sentinel for Image Captioning
Reference 25
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 345def87-d7ed-485f-9fa0-666af389ba29 · outbound
UnMA-CapSumT: Unified and Multi-Head Attention-driven Caption Summarization Transformer Automated Image Caption Generation Framework using Adaptive Attention and Bi-LSTM,
Reference 26
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.
Observation d09275ac-15c7-4c24-aae9-1dad69abcfa9 · outbound
UnMA-CapSumT: Unified and Multi-Head Attention-driven Caption Summarization Transformer Exploring region relationships implicitly: Image captioning with visual relationship attention,
Reference 27
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.
Observation 22b7618a-a8a4-4f26-afe7-4e2ad326f445 · outbound
UnMA-CapSumT: Unified and Multi-Head Attention-driven Caption Summarization Transformer Image captioning with semantic attention,
Reference 28
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.
Observation d77e436a-9321-40e2-a9cc-cc86901e7698 · outbound
UnMA-CapSumT: Unified and Multi-Head Attention-driven Caption Summarization Transformer DAA: Dual LSTMs with adaptive attention for image captioning,
Reference 29
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.
Observation 03224d93-cc52-4926-a6a4-692e450a64ad · outbound
UnMA-CapSumT: Unified and Multi-Head Attention-driven Caption Summarization Transformer Task -Adaptive Attention for Image Captioning,
Reference 30
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.
Observation 108922a8-c154-4c2c-9afa-ac7d4715a6e9 · outbound
UnMA-CapSumT: Unified and Multi-Head Attention-driven Caption Summarization Transformer A New Attention -Based LSTM for Image Captioning,
Reference 31
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.
Observation e5de7fc4-29a8-46e5-961b-37513e79eb8f · outbound
UnMA-CapSumT: Unified and Multi-Head Attention-driven Caption Summarization Transformer Semstyle: Learning to generate stylised image captions using unaligned text,
Reference 32
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.
Observation c8162142-c764-4cb3-aa13-41d35d8b6ea3 · outbound
UnMA-CapSumT: Unified and Multi-Head Attention-driven Caption Summarization Transformer MemCap: Memorizing Style Knowledge for Image Captioning,
Reference 33
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.
Observation 0da9e6ae-c127-46eb-9d2b-83efda56a66e · outbound
UnMA-CapSumT: Unified and Multi-Head Attention-driven Caption Summarization Transformer SentiCap: Generating Image Descriptions with Sentiments,
Reference 34
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.
Observation a3c0135e-fea8-4499-9037-7684d658dcbd · outbound
UnMA-CapSumT: Unified and Multi-Head Attention-driven Caption Summarization Transformer Engaging Image Captioning Via Personality
Reference 35
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.
Observation 1874a31d-42f9-4070-9c14-2930a52b7351 · outbound
UnMA-CapSumT: Unified and Multi-Head Attention-driven Caption Summarization Transformer Image Captioning with Inherent Sentiment,
Reference 36
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.
Observation a537017d-5d0b-4776-bbd1-e5fc6ccc864e · outbound
UnMA-CapSumT: Unified and Multi-Head Attention-driven Caption Summarization Transformer Assessing shallow sentence scoring techniques and combinations for single and multi -document summarization,
Reference 37
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.
Observation 56e78d23-1f88-44ad-bda1-fd540323820b · outbound
UnMA-CapSumT: Unified and Multi-Head Attention-driven Caption Summarization Transformer Summarization of changes in dynamic text collections using latent dirichlet allocation model,
Reference 38
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.
Observation 1aa3fc4a-b0db-43d3-9c23-af939f9a694c · outbound
UnMA-CapSumT: Unified and Multi-Head Attention-driven Caption Summarization Transformer Fully abstractive approach to guided summarization,
Reference 39
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.
Observation da0cebe7-cb25-43e9-85fa-fbd112c39daa · outbound
UnMA-CapSumT: Unified and Multi-Head Attention-driven Caption Summarization Transformer A bayesian method to incorporate background knowledge during automatic text summarization,
Reference 40
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.
Observation 20c4642e-cead-4692-aaf1-361652a98d13 · outbound
UnMA-CapSumT: Unified and Multi-Head Attention-driven Caption Summarization Transformer Multi-document abstractive summarization using ilp based multi- sentence compression,
Reference 41
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.
Observation ea938668-5ea7-4883-afb0-bfd7a3a8a533 · outbound
UnMA-CapSumT: Unified and Multi-Head Attention-driven Caption Summarization Transformer A Neural Attention Model for Abstractive Sentence Summarization,
Reference 42
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.
Observation 12042d4a-1d45-4e75-9e77-d38f42b9c74d · outbound
UnMA-CapSumT: Unified and Multi-Head Attention-driven Caption Summarization Transformer Get To The Point: Summarization with Pointer-Generator Networks
Reference 43
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation e2b8f66f-c7e6-41cc-8af8-9d954a6c6ee9 · outbound
UnMA-CapSumT: Unified and Multi-Head Attention-driven Caption Summarization Transformer A Unified Model for Extractive and Abstractive Summarization using Inconsistency Loss,
Reference 44
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.
Observation 83847568-d1a2-4862-8d34-5c73e2586f0b · outbound
UnMA-CapSumT: Unified and Multi-Head Attention-driven Caption Summarization Transformer Abstractive Text Summarization with Multi-Head Attention,
Reference 45
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.
Observation f31f7f4a-d289-49f6-a958-b87adf3572fe · outbound
UnMA-CapSumT: Unified and Multi-Head Attention-driven Caption Summarization Transformer Dual Encoding for Abstractive Text Summarization,
Reference 46
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.
Observation 9811558c-4640-4523-93b5-50752940949e · outbound
UnMA-CapSumT: Unified and Multi-Head Attention-driven Caption Summarization Transformer Transformers and Pointer -Generator Networks for Abstractive Summarization,
Reference 47
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.
Observation 089aa2d2-9225-44d1-96b8-dcbd8ca95a6b · outbound
UnMA-CapSumT: Unified and Multi-Head Attention-driven Caption Summarization Transformer Attention is all you need,
Reference 48
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.
Observation 8e325db5-da09-4cfb-92b1-85dcefa2b212 · outbound
UnMA-CapSumT: Unified and Multi-Head Attention-driven Caption Summarization Transformer Faster R -CNN: Towards Real -Time Object Detection with Region Proposal Networks,
Reference 49
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.
Observation e104252a-d3f6-4ed9-86c8-bd1b1914b898 · outbound
UnMA-CapSumT: Unified and Multi-Head Attention-driven Caption Summarization Transformer Rethinking the Inception Architecture for Computer Vision,
Reference 50
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.
Observation 5e309434-f6e0-4d60-8c99-cbddadbca44d · outbound
UnMA-CapSumT: Unified and Multi-Head Attention-driven Caption Summarization Transformer Multi-task Sequence to Sequence Learning
Reference 51
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 6cae5062-235b-4406-b893-5946ea0e7a14 · outbound
UnMA-CapSumT: Unified and Multi-Head Attention-driven Caption Summarization Transformer Enriching Word Vectors with Subword Information
Reference 52
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 3108421a-ec0f-4d30-bdf3-93b674cf8a3a · outbound
UnMA-CapSumT: Unified and Multi-Head Attention-driven Caption Summarization Transformer Neural Machine Translation by Jointly Learning to Align and Translate
Reference 53
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 8b0095c1-55e1-48c6-b54c-c2a77eecdb8c · outbound
UnMA-CapSumT: Unified and Multi-Head Attention-driven Caption Summarization Transformer Frustratingly Short Attention Spans in Neural Language Modeling
Reference 54
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 8881e44a-09cd-42bd-88c7-04f9f25b7727 · outbound
UnMA-CapSumT: Unified and Multi-Head Attention-driven Caption Summarization Transformer "Bleu: a method for automatic evaluation of machine,
Reference 55
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.
Observation 8655df51-9866-471b-917d-9e0ad80521d6 · outbound
UnMA-CapSumT: Unified and Multi-Head Attention-driven Caption Summarization Transformer Meteor: An automatic Metric for MT Evaluation with Improved Correlation with Human Judgments,
Reference 56
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.
Observation daf48de2-ca23-4cf0-b01c-5c43d8937fd1 · outbound
UnMA-CapSumT: Unified and Multi-Head Attention-driven Caption Summarization Transformer Adam: A Method for Stochastic Optimization
Reference 57
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation d136edbe-af6d-4c0e-ad07-036ae801d9f5 · outbound
UnMA-CapSumT: Unified and Multi-Head Attention-driven Caption Summarization Transformer Guiding Long-Short Term Memory for Image Caption Generation
Reference 58
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation edd66cae-c832-4555-8578-81dfcc8d6827 · outbound
UnMA-CapSumT: Unified and Multi-Head Attention-driven Caption Summarization Transformer Multimodal Neural Language Models,
Reference 59
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.
Observation edec3636-92a0-4326-8948-9a33998384ae · outbound
UnMA-CapSumT: Unified and Multi-Head Attention-driven Caption Summarization Transformer Stimulus -driven and concept -driven analysis for image caption generation,
Reference 60
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.
Observation e96a5079-addf-4e18-a5f1-4d1694cab461 · outbound
UnMA-CapSumT: Unified and Multi-Head Attention-driven Caption Summarization Transformer Learning joint relationship attention network for image captioning,
Reference 61
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.
Observation 17f63919-fb5b-4918-8536-1997f245ab32 · outbound
UnMA-CapSumT: Unified and Multi-Head Attention-driven Caption Summarization Transformer Detach and Attach: Stylized Image Captioning without Paired Stylized Dataset,
Reference 62
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.
Observation 52339b4d-69e0-4388-93a6-d780ad4cc7fc · outbound
UnMA-CapSumT: Unified and Multi-Head Attention-driven Caption Summarization Transformer Learning Cooperative Neural Modules for Stylized Image Captioning,
Reference 63
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.
No inbound Pith citation observations are available.