Typed states for the displayed outbound observations.
Source: paper_references, paper_reference_links, observed 2026-08-11T12:55:40.574784Z
Paper Citation Record · LEDGER
As of 21 August 2026, this Paper Citation Record lists 62 of 62 outbound references and 3 inbound Pith citation observations for arXiv:2412.13716.
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 2026-08-11T12:55:40.574784Z
One-hop event checks from named stored sources.
Source: scholarly_work_events, retraction_status_cache, observed 2026-08-20T06:33:59.587034+00:00
Pith citing papers itemized under the disclosed page cap.
Source: paper_references, paper_reference_links, observed 2026-08-09T10:16:49.178190Z
A source-named dated measurement, never combined with another source.
Source: pith, observed 2026-08-07T10:23:02.033144Z
62 of 62 outbound references displayed
External citation measurements
No source-named external measurement is stored.
Observation adf20a5d-0e1e-4f6a-b885-ba74e95b579d · outbound
Model Decides How to Tokenize: Adaptive DNA Sequence Tokenization with MxDNA BERT: Pre-training of Deep Bidirectional Transformers for Language Understanding
Reference 1
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 96ccb9b7-169a-4329-a7a2-becced86e07b · outbound
Model Decides How to Tokenize: Adaptive DNA Sequence Tokenization with MxDNA Language models are few-shot learners
Reference 2
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation c1023c1d-a123-4f3b-bb74-137c2ceae6bb · outbound
Model Decides How to Tokenize: Adaptive DNA Sequence Tokenization with MxDNA LLaMA: Open and Efficient Foundation Language Models
Reference 3
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 0343c83b-b6d0-4b3d-bc8d-be602420b5fa · outbound
Model Decides How to Tokenize: Adaptive DNA Sequence Tokenization with MxDNA Dnabert: pre-trained bidirectional encoder representations from transformers model for dna-language in genome
Reference 4
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation a053cc48-3d4f-4380-bb47-2574e3b41884 · outbound
Model Decides How to Tokenize: Adaptive DNA Sequence Tokenization with MxDNA DNABERT-2: Efficient Foundation Model and Benchmark For Multi-Species Genome
Reference 5
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 2f04952a-743f-47fc-a4f3-34d724ef55a2 · outbound
Model Decides How to Tokenize: Adaptive DNA Sequence Tokenization with MxDNA de Almeida, Hassan Sirelkha- tim, Guillaume Richard, Marcin Skwark, Karim Beguir, Marie Lopez, and Thomas Pierrot
Reference 6
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.
Observation c0c5fb7b-d119-4441-af72-091f61a2c035 · outbound
Model Decides How to Tokenize: Adaptive DNA Sequence Tokenization with MxDNA Hyenadna: Long-range genomic sequence modeling at single nucleotide resolution
Reference 7
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 227e9583-5913-4b88-8371-903bf7d71271 · outbound
Model Decides How to Tokenize: Adaptive DNA Sequence Tokenization with MxDNA Linguistically inspired roadmap for building biologically reliable protein language models
Reference 8
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.
Observation 98b275a4-823e-4690-beb0-49a3e7cdd0dd · outbound
Model Decides How to Tokenize: Adaptive DNA Sequence Tokenization with MxDNA Toward Understanding BERT-Like Pre-Training for DNA Foundation Models
Reference 9
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.
Observation 20b01f65-b8a3-4628-bffd-85c2448147b8 · outbound
Model Decides How to Tokenize: Adaptive DNA Sequence Tokenization with MxDNA Byte Pair Encoding is Suboptimal for Language Model Pretraining
Reference 10
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 63408308-2bc7-4487-a93c-60b8ed154614 · outbound
Model Decides How to Tokenize: Adaptive DNA Sequence Tokenization with MxDNA Superbizarre Is Not Superb: Derivational Morphology Improves BERT's Interpretation of Complex Words
Reference 11
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation d2ca6f03-68c3-4879-8781-7837c5c3c6f5 · outbound
Model Decides How to Tokenize: Adaptive DNA Sequence Tokenization with MxDNA Unconstrained generation of synthetic antibody–antigen structures to guide machine learning methodology for antibody specificity prediction
Reference 12
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.
Observation 71f7cc33-6739-461b-8d5f-f62a93a255ca · outbound
Model Decides How to Tokenize: Adaptive DNA Sequence Tokenization with MxDNA A compact vocabulary of paratope-epitope interactions enables predictability of antibody-antigen binding
Reference 13
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.
Observation 36ee5187-cba8-48f4-bcda-1a611208da56 · outbound
Model Decides How to Tokenize: Adaptive DNA Sequence Tokenization with MxDNA Central dogma of molecular biology
Reference 14
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 2f0f97b8-d4a5-4471-b934-5d16c6230897 · outbound
Model Decides How to Tokenize: Adaptive DNA Sequence Tokenization with MxDNA Outrageously Large Neural Networks: The Sparsely-Gated Mixture-of-Experts Layer
Reference 15
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 0be5b152-b60c-4ffe-a73b-2efec330b66b · outbound
Model Decides How to Tokenize: Adaptive DNA Sequence Tokenization with MxDNA Switch transformers: Scaling to trillion parameter models with simple and efficient sparsity
Reference 16
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 614806e1-d8ae-459c-a26c-ca2c343a7208 · outbound
Model Decides How to Tokenize: Adaptive DNA Sequence Tokenization with MxDNA Mixtral of Experts
Reference 17
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 59bf2de7-2fa0-445f-a393-bf9d95f32e84 · outbound
Model Decides How to Tokenize: Adaptive DNA Sequence Tokenization with MxDNA Deformable convolutional networks
Reference 18
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.
Observation 3fd807a2-0241-41a0-9e43-bda2870f2af3 · outbound
Model Decides How to Tokenize: Adaptive DNA Sequence Tokenization with MxDNA Deformable convnets v2: More deformable, better results
Reference 19
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.
Observation 7cd9417a-3c93-47a4-9d97-1cdc3e36638d · outbound
Model Decides How to Tokenize: Adaptive DNA Sequence Tokenization with MxDNA Genomic benchmarks: a collection of datasets for genomic sequence classification
Reference 20
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.
Observation 3e10a6ba-ab17-4c77-81e1-f55599267160 · outbound
Model Decides How to Tokenize: Adaptive DNA Sequence Tokenization with MxDNA Character-aware neural language models
Reference 21
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.
Observation 0663aba8-d91f-414f-9846-b3f1d3ec83d0 · outbound
Model Decides How to Tokenize: Adaptive DNA Sequence Tokenization with MxDNA Character-level language modeling with deeper self-attention
Reference 22
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 49f8210d-6aac-49de-a5ca-af7749ae835c · outbound
Model Decides How to Tokenize: Adaptive DNA Sequence Tokenization with MxDNA Caduceus: Bi-Directional Equivariant Long-Range DNA Sequence Modeling
Reference 23
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 033151c5-1dd7-4ce3-a2db-d91108a6f9e8 · outbound
Model Decides How to Tokenize: Adaptive DNA Sequence Tokenization with MxDNA Class-based n-gram models of natural language
Reference 24
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 1725b71f-4503-475e-847f-fb45b583d6c2 · outbound
Model Decides How to Tokenize: Adaptive DNA Sequence Tokenization with MxDNA Character n-gram tokenization for european language text retrieval
Reference 25
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.
Observation de6cf4ef-d973-4008-bfc2-1e2d04b3c3fc · outbound
Model Decides How to Tokenize: Adaptive DNA Sequence Tokenization with MxDNA Dnagpt: A generalized pretrained tool for multiple dna sequence analysis tasks
Reference 26
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.
Observation 5caeed51-0007-4ee3-8c0b-f20ee2a148db · outbound
Model Decides How to Tokenize: Adaptive DNA Sequence Tokenization with MxDNA Neural Machine Translation of Rare Words with Subword Units
Reference 27
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 54dd53c3-596c-4607-a572-cb7f98321f25 · outbound
Model Decides How to Tokenize: Adaptive DNA Sequence Tokenization with MxDNA High-coverage whole-genome sequencing of the expanded 1000 genomes project cohort including 602 trios
Reference 28
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.
Observation 548b1e24-3082-4dd6-9b57-bea456d7c720 · outbound
Model Decides How to Tokenize: Adaptive DNA Sequence Tokenization with MxDNA Mamba: Linear-Time Sequence Modeling with Selective State Spaces
Reference 29
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 38540933-d599-49ab-a736-31daa58ac41f · outbound
Model Decides How to Tokenize: Adaptive DNA Sequence Tokenization with MxDNA Neural discrete representation learning
Reference 30
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 17c9714b-a969-45b1-98ea-be6f86316724 · outbound
Model Decides How to Tokenize: Adaptive DNA Sequence Tokenization with MxDNA VQDNA: Unleashing the Power of Vector Quantization for Multi-Species Genomic Sequence Modeling
Reference 31
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 2f7b6a10-c70c-44e0-ae2b-7f594e9e7ca3 · outbound
Model Decides How to Tokenize: Adaptive DNA Sequence Tokenization with MxDNA Evaluation of grch38 and de novo haploid genome assemblies demonstrates the enduring quality of the reference assembly
Reference 32
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 7750e028-29f0-48fb-9929-64c90753e852 · outbound
Model Decides How to Tokenize: Adaptive DNA Sequence Tokenization with MxDNA Hyena hierarchy: Towards larger convolutional language models
Reference 33
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 6ee214f2-8e14-4205-8d03-e96064ea4e51 · outbound
Model Decides How to Tokenize: Adaptive DNA Sequence Tokenization with MxDNA Generative pretraining from pixels
Reference 34
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation eebd56d4-7f5b-4461-95d3-602fc33e4280 · outbound
Model Decides How to Tokenize: Adaptive DNA Sequence Tokenization with MxDNA An Image is Worth 16x16 Words: Transformers for Image Recognition at Scale
Reference 35
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation c1f83ec1-12a6-4d32-aef1-40d4cbe5cf71 · outbound
Model Decides How to Tokenize: Adaptive DNA Sequence Tokenization with MxDNA Zero-shot text-to-image generation
Reference 36
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Unavailable: canonical work link unavailable.
Observation f4ce9722-1672-46cf-82d2-fa03f107322f · outbound
Model Decides How to Tokenize: Adaptive DNA Sequence Tokenization with MxDNA BEiT: BERT Pre-Training of Image Transformers
Reference 37
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation c411ea1e-98a0-40df-9cb7-be68020efbe0 · outbound
Model Decides How to Tokenize: Adaptive DNA Sequence Tokenization with MxDNA Bottom-up and top-down attention for image captioning and visual question answering
Reference 38
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 398af155-0664-4a74-bfaf-e41756590a1f · outbound
Model Decides How to Tokenize: Adaptive DNA Sequence Tokenization with MxDNA Multimodal pretraining unmasked: A meta-analysis and a unified framework of vision-and-language berts
Reference 39
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.
Observation 223283a5-be74-4f15-a3b9-acf5aad8ee96 · outbound
Model Decides How to Tokenize: Adaptive DNA Sequence Tokenization with MxDNA Faster r-cnn: Towards real-time object detection with region proposal networks
Reference 40
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 10e95a37-320b-4efe-af4c-28803fea135b · outbound
Model Decides How to Tokenize: Adaptive DNA Sequence Tokenization with MxDNA Subobject-level Image Tokenization
Reference 41
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation b3fb685d-9bdb-44b7-8288-55b186f82c8f · outbound
Model Decides How to Tokenize: Adaptive DNA Sequence Tokenization with MxDNA Vision Transformers with Natural Language Semantics
Reference 42
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 28f38dbc-8ca1-434d-b37c-d74f6d035824 · outbound
Model Decides How to Tokenize: Adaptive DNA Sequence Tokenization with MxDNA Segment anything
Reference 43
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation e07a8e91-60fd-47d8-935f-dd48942f3649 · outbound
Model Decides How to Tokenize: Adaptive DNA Sequence Tokenization with MxDNA Scaling physics-informed hard constraints with mixture-of-experts
Reference 44
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation f4494061-488f-40dd-81dd-7e3c85f032c4 · outbound
Model Decides How to Tokenize: Adaptive DNA Sequence Tokenization with MxDNA Conformer: Convolution-augmented Transformer for Speech Recognition
Reference 45
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 10284f4a-1580-4a51-a7d4-bb92a635595d · outbound
Model Decides How to Tokenize: Adaptive DNA Sequence Tokenization with MxDNA Cvt: Introducing convolutions to vision transformers
Reference 46
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 6526c71e-6e77-4a94-9f98-06b6a6f9eca4 · outbound
Model Decides How to Tokenize: Adaptive DNA Sequence Tokenization with MxDNA Early convolutions help transformers see better
Reference 47
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.
Observation 61363b4a-b239-42ee-9a90-004c907fff9c · outbound
Model Decides How to Tokenize: Adaptive DNA Sequence Tokenization with MxDNA Effective gene expression prediction from sequence by integrating long-range interactions
Reference 48
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 112ee4f8-b003-45db-9c15-855991b4a09c · outbound
Model Decides How to Tokenize: Adaptive DNA Sequence Tokenization with MxDNA Roformer: Enhanced transformer with rotary position embedding
Reference 49
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 0ca6c11d-4ab1-46c3-85ca-9b11ae2bd8a4 · outbound
Model Decides How to Tokenize: Adaptive DNA Sequence Tokenization with MxDNA GLU Variants Improve Transformer
Reference 50
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation b0c40b5d-6265-486e-a649-53051191d6db · outbound
Model Decides How to Tokenize: Adaptive DNA Sequence Tokenization with MxDNA Palm: Scaling language modeling with pathways
Reference 51
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 962c133b-2c4d-4c85-8368-35fcb6ff3d42 · outbound
Model Decides How to Tokenize: Adaptive DNA Sequence Tokenization with MxDNA Flashattention: Fast and memory-efficient exact attention with io-awareness
Reference 52
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 86ba2652-d4fe-469f-87f2-280e2a026a0b · outbound
Model Decides How to Tokenize: Adaptive DNA Sequence Tokenization with MxDNA FlashAttention-2: Faster Attention with Better Parallelism and Work Partitioning
Reference 53
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation dcf7c438-aa73-448e-a718-ca7a873fc761 · outbound
Model Decides How to Tokenize: Adaptive DNA Sequence Tokenization with MxDNA PyTorch 2: Faster Machine Learning Through Dynamic Python Bytecode Transformation and Graph Compilation
Reference 54
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.
Observation b0e6f61c-6360-4a71-9d15-aac413da8ee4 · outbound
Model Decides How to Tokenize: Adaptive DNA Sequence Tokenization with MxDNA PyTorch Lightning, March 2019
Reference 55
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.
Observation cad24a14-2895-4245-91d5-4ea2287dd92e · outbound
Model Decides How to Tokenize: Adaptive DNA Sequence Tokenization with MxDNA Unresolved cited work
Reference 56
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 0b20f5e8-61b2-419a-8486-4f2b454cfdef · outbound
Model Decides How to Tokenize: Adaptive DNA Sequence Tokenization with MxDNA pybind11 – seamless operability between c++11 and python, 2017
Reference 57
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation be6885a0-f91a-42ce-a694-804c7596a59d · outbound
Model Decides How to Tokenize: Adaptive DNA Sequence Tokenization with MxDNA Pedregosa, G
Reference 58
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation a0ab5825-0e40-4ab8-886b-0bf3d0249f86 · outbound
Model Decides How to Tokenize: Adaptive DNA Sequence Tokenization with MxDNA Harris, K
Reference 59
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 35b57e7f-6ac5-4714-99e2-bc0174190c76 · outbound
Model Decides How to Tokenize: Adaptive DNA Sequence Tokenization with MxDNA Unresolved cited work
Reference 60
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.
Observation 067297f9-871f-44e9-a133-37c46ab24599 · outbound
Model Decides How to Tokenize: Adaptive DNA Sequence Tokenization with MxDNA 1-mer” stands for single nucleotide. “Ovlp 6-mer
Reference 61
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.
Observation 2eb340a1-b443-4b4d-86e2-cc2b084d7f47 · outbound
Model Decides How to Tokenize: Adaptive DNA Sequence Tokenization with MxDNA Unresolved cited work
Reference 510
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.
Observation 54c58040-082d-4fc1-bfc6-72ae83cfd73b · inbound
Omni-DNA: A Unified Genomic Foundation Model for Cross-Modal and Multi-Task Learning Model Decides How to Tokenize: Adaptive DNA Sequence Tokenization with MxDNA
Reference 28
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 68266149-a31b-4fca-8003-04989623e289 · inbound
Multimodal Medical Code Tokenizer Model Decides How to Tokenize: Adaptive DNA Sequence Tokenization with MxDNA
Reference 43
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation ebe9fc7f-fa4f-4d2b-a32e-00191f17e3d9 · inbound
Agentomics-ML: Autonomous Machine Learning Experimentation Agent for Genomic and Transcriptomic Data Model Decides How to Tokenize: Adaptive DNA Sequence Tokenization with MxDNA
Reference 12
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.