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CrossAttention

Syntologyentry name in harvested coderead from the graph 2026-09-24

CrossAttention appears in the code Syntology harvested for 85 papers, as 88 distinct code bodies found in 88 places (a place is one code body under one paper). At least one of them ran in 72 of the papers; 5 of the code bodies carry a behaviour fingerprint.

What this page is not. Routines are grouped here by the exact string of their function or class name. Nothing asserts that two samples named CrossAttention do the same thing, share code, or are comparable; the name is a string, not an identity. Behaviour outputs (what a fingerprinted sample returned on the shared battery) are not in this export and are not shown here; the graph at syntology.ai holds them. "Ran" means executed on a synthesized fixture, not that the code is correct or reproduces a paper.

Samples Syntology

Syntology ran 74 of the 88 distinct code bodies named CrossAttention; 14 are unverified. One tile per status, in the site's fixed vocabulary, each code body counted once:

0ran · honoured contract
0ran · violated contract
0ran · our draft was wrong
0ran · fixture could not drive it
74ran
14unverified
5fingerprinted

Licence is a property of each copy, so it is counted per place: 43 of the 88 places are pointer only (Syntology does not serve that copy's text). This site shows no code text for any sample; every row below links to the file in its repository where the record names one.

“Ran” means the sample executed on a synthesized input; it does not mean the output is correct. “Honoured” and “violated” refer to a contract Syntology drafted from the code itself; “our draft was wrong” and “fixture could not drive it” are failures of Syntology's instrument, not of the code, and those samples did run. The ran count above is every status except unverified, the same rule as each paper page.

Papers

85 papers shown of 85, newest first; 88 places in the table. A paper with no recorded date is placed by the month its arXiv id encodes, shown in the Date column as YYYY-MM (from id). One row per place: a paper whose repository defines the name more than once appears more than once, and the same code body held for several papers appears once under each, with the same status. Titles and dates are the archive's archive 2025-07-28 for papers in the archive, and the graph's for 19 papers added by Syntology; 4 papers have no page here and are shown by arXiv id only. Status and fingerprint are Syntology's record of each code body; licence is recorded for each place. The File cell ends with the code body's code_sha256, Syntology's identity for that exact code: an agent fetches the stored sample with Syntology's MCP tool get_code(code_sha256="…") (how to connect); click an identity to copy that call.

PaperDateFileStatus SyntologyLicence
RecPFN: Prior-Fitted Networks for In-Context-Based Recommendations added by Syntology 2026-08 (from id) SAP-samples/tabular-ai-recpfn/src/architecture/recpfn.py 8153b54d2abfc622 unverified Apache-2.0 (permissive)
Hybrid-Adaptive Thread Tuning to Mitigate Simulation Execution Bottlenecks in High-Performance Reinforcement Learning Inference added by Syntology 2026-08 (from id) suchenjm/AutoThread/python_algorithm/PINN.py 83d537ec97c49bd0 ran · metamorphic tier: invariant MIT (permissive)
Text2Sign: A Single-GPU Diffusion Baseline for Text-to-Sign Language Video Generation added by Syntology 2026-07 (from id) xiaruize0911/text2sign/pipeline.py c3d09298e5fbcef2 ran fingerprinted no licence file found · pointer only
PACT: Self-Evolving Physical Safety Alignment for Diffusion Policies in Embodied Manipulation added by Syntology 2026-06 (from id) thu-ml/RDT2/models/rdt/model.py 071967d102ce1b68 unverified Apache-2.0 (permissive)
TS-ICL: A Flexible Time-Indexed Foundation Model for Time Series via In-Context Learning added by Syntology 2026-06 (from id) EDF-Lab/ts-icl/src/tsicl/model/network/ts_icl.py dbad070fabb35fcb ran · metamorphic tier: deterministic licence not identified · pointer only
Envisioning Beyond the Few: Disentangled Semantics and Primitives for Few-Shot Atypical Layout-to-Image Generation added by Syntology 2026-05 (from id) iCVTEAM/DSP/models/dsp/layers.py a820b721e43b1ab9 ran · metamorphic tier: invariant MIT (permissive)
PQDT: Pseudo-Query Dual Transformer for Robust Point Cloud Restoration added by Syntology 2026-05 (from id) ins-uni-bonn/PQDT/pqdt/models/pq_transformer.py 607eff327c3cb5c5 ran · metamorphic tier: deterministic no licence file found · pointer only
λSPLIT: SELF-SUPERVISED CONTENT-AWARE SPECTRAL UNMIXING FOR FLUORESCENCE MICROSCOPY added by Syntology 2026-03 (from id) preetam22n/DeepTrans-HSU/Trans_mod.py 38e30b6b7893e8d0 ran · metamorphic tier: invariant no licence file found · pointer only
FILT3R: Latent State Adaptive Kalman Filter for Streaming 3D Reconstruction added by Syntology 2026-03 (from id) jinotter3/FILT3R/src/dust3r/model.py 775287cd7a9a7949 ran fingerprinted licence not identified · pointer only
Learning Transferable Sensor Models via Language-Informed Pretraining added by Syntology 2026-03 (from id) yuc0805/SLIP/modeling_slip.py d936fd21ebf8cc5b ran no licence file found · pointer only
Escaping the BLEU Trap: A Signal-Grounded Framework with Decoupled Semantic Guidance for EEG-to-Text Decoding added by Syntology 2026-03 (from id) xmed-lab/SemKey/model/semkey_parallel.py 8ad54fe671ae56e3 ran MIT (permissive)
Cortex-Grounded Diffusion Models for Brain Image Generation added by Syntology 2026-01 (from id) ai-med/Cor2Vox/model/BrownianBridge/BrownianBridgeModel_c2v.py d4fae2e24ad5c07e ran GPL-3.0 (copyleft) · pointer only
Cross360: 360°Monocular Depth Estimation via Cross Projections Across Scales added by Syntology 2026-01 (from id) huangkun101230/Cross360/Networks/network.py 544581ee39313b81 ran no licence file found · pointer only
TIMEPERCEIVER: An Encoder-Decoder Framework for Generalized Time-Series Forecasting added by Syntology 2025-12 (from id) efficient-learning-lab/TimePerceiver/models/TimePerceiver.py ba95d81f47fd8823 ran · metamorphic tier: invariant MIT (permissive)
AnyUp: Universal Feature Upsampling added by Syntology 2025-10 (from id) wimmerth/anyup/anyup/model.py 05254353888b6fff ran CC-BY-4.0 · pointer only
Latent Representation Learning in Heavy-Ion Collisions with MaskPoint Transformer added by Syntology 2025-10 (from id) Giovanni-Sforza/MaskPoint-AMPT/models/MaskPoint.py eecd5279cc0854b7 ran · metamorphic tier: invariant BSD-3-Clause (permissive)
Language Model Based Text-to-Audio Generation: Anti-Causally Aligned Collaborative Residual Transformers added by Syntology 2025-10 (from id) wjc2830/Siren/src/siren/model.py cda35aded4b4d4c8 unverified no licence file found · pointer only
ReferSplat: Referring Segmentation in 3D Gaussian Splatting added by Syntology 2025-08 (from id) heshuting555/ReferSplat/scene/cross_attention.py a116fcfa48d9680f unverified no licence file found · pointer only
Beyond Isolated Words: Diffusion Brush for Handwritten Text-Line Generation added by Syntology 2025-08 (from id) dailenson/DiffBrush/models/unet.py aaf73d2a3d84cc5b ran MIT (permissive)
Modulated Diffusion: Accelerating Generative Modeling with Modulated Quantization 18 Jun 2025 WeizhiGao/MoDiff/qdiff/quant_model.py edbc6b070aba0b51 ran · metamorphic tier: deterministic no licence file found · pointer only
Weakly-Supervised Affordance Grounding Guided by Part-Level Semantic Priors 30 May 2025 woyut/wsag-plsp/codes/models/decoder_affordance.py 02f1b10113bdeb6d ran · metamorphic tier: invariant no licence file found · pointer only
ZPressor: Bottleneck-Aware Compression for Scalable Feed-Forward 3DGS 29 May 2025 ziplab/ZPressor/zpressor/zpressor.py 154432c6c478da51 ran MIT (permissive)
LLaMA-Omni2: LLM-based Real-time Spoken Chatbot with Autoregressive Streaming Speech Synthesis 5 May 2025 rainbowluocs/openomni/openomni/model/speech_generator_ar/speech_generator.py d5a46d215b2b4700 ran · metamorphic tier: deterministic no licence file found · pointer only
arXiv:2504.20860 2025-04 (from id) mainaksingha01/FedMVP/model/FedMVP.py 172f846498770187 ran · metamorphic tier: invariant MIT (permissive)
SeCap: Self-Calibrating and Adaptive Prompts for Cross-view Person Re-Identification in Aerial-Ground Networks 10 Mar 2025 wangshining681/SeCap-AGPReID/fastreid/modeling/backbones/vision_transformer_multiview_SeCap.py 4ea2e6c979e1783b ran · metamorphic tier: deterministic GPL-3.0 (copyleft) · pointer only
Generative Modeling and Data Augmentation for Power System Production Simulation 10 Dec 2024 Becklishious/NeurIPS2024/TS-Diffusion/Models/interpretable_diffusion/gaussian_diffusion.py 70413232706855f0 ran · metamorphic tier: deterministic no licence file found · pointer only
FlexDiT: Dynamic Token Density Control for Diffusion Transformer 8 Dec 2024 changsn/FlexDiT/models.py ba088b40a6c22823 ran no licence file found · pointer only
Scene Graph Generation with Role-Playing Large Language Models 20 Oct 2024 guikunchen/sdsgg/maskrcnn_benchmark/modeling/roi_heads/relation_head/roi_relation_predictors.py c3b3f92371d4c055 ran MIT (permissive)
MonoWAD: Weather-Adaptive Diffusion Model for Robust Monocular 3D Object Detection 23 Jul 2024 VisualAIKHU/MonoWAD/visualDet3D/networks/detectors/MonoWAD.py 056357c296407ea2 unverified MIT (permissive)
Towards Latent Masked Image Modeling for Self-Supervised Visual Representation Learning 22 Jul 2024 yibingwei-1/LatentMIM/models_lmim.py 0aa2506ff4669ad9 ran no licence file found · pointer only
CountGD: Multi-Modal Open-World Counting 5 Jul 2024 niki-amini-naieni/countx/models_counting_network.py 4cb253256cb32632 ran · metamorphic tier: invariant MIT (permissive)
Cambrian-1: A Fully Open, Vision-Centric Exploration of Multimodal LLMs 24 Jun 2024 cambrian-mllm/cambrian/cambrian/model/vision_sampler.py 7f1838302ff8b2bc ran Apache-2.0 (permissive)
LDMol: Text-to-Molecule Diffusion Model with Structurally Informative Latent Space 28 May 2024 jinhojsk515/ldmol/models.py 97fc89954c17d8f4 ran · metamorphic tier: deterministic Apache-2.0 (permissive)
Diff-BGM: A Diffusion Model for Video Background Music Generation 20 May 2024 sizhelee/Diff-BGM/diffbgm/stable_diffusion/model/unet.py ecb181d8f481c786 ran no licence file found · pointer only
Structured Click Control in Transformer-based Interactive Segmentation 7 May 2024 hahamyt/scc/isegm/model/modeling/gatlayers.py df5cfe9ca081ba57 ran · metamorphic tier: deterministic GPL-3.0 (copyleft) · pointer only
Towards Highly Realistic Artistic Style Transfer via Stable Diffusion with Step-aware and Layer-aware Prompt 17 Apr 2024 Jamie-Cheung/LSAST/cldm/cldm.py edd0dbdde64951f7 ran · metamorphic tier: deterministic Apache-2.0 (permissive)
More Room for Language: Investigating the Effect of Retrieval on Language Models 16 Apr 2024 ltgoslo/more-room-for-language/pretraining/model.py bb2cd17b7a096164 ran GPL-3.0 (copyleft) · pointer only
Masked Autoencoders for Microscopy are Scalable Learners of Cellular Biology 16 Apr 2024 recursionpharma/maes_microscopy/mae_modules.py 80cfc8ee2b854473 unverified licence not identified · pointer only
Weakly-supervised Audio Separation via Bi-modal Semantic Similarity 2 Apr 2024 microsoft/bimodalaudioseparation/models/cond_unet_attn.py 837dd2dcaeaaded4 ran MIT (permissive)
From Similarity to Superiority: Channel Clustering for Time Series Forecasting 31 Mar 2024 graph-and-geometric-learning/timeseriesccm/models/layers.py cfa6cff859120675 unverified no licence file found · pointer only
LAKE-RED: Camouflaged Images Generation by Latent Background Knowledge Retrieval-Augmented Diffusion 30 Mar 2024 PanchengZhao/LAKE-RED/ldm/ldm/models/diffusion/ddpm.py ff2c454a70dac1f9 ran · metamorphic tier: deterministic Apache-2.0 (permissive)
EquiAV: Leveraging Equivariance for Audio-Visual Contrastive Learning 14 Mar 2024 jongsuk1/equiav/models/pt_EquiAV.py d4d9aba462915ffd ran · metamorphic tier: deterministic MIT (permissive)
Beyond Text: Frozen Large Language Models in Visual Signal Comprehension 12 Mar 2024 zh460045050/V2L-Tokenizer/models/models_v2l.py 43b458c02b16d6b9 ran · metamorphic tier: invariant no licence file found · pointer only
UPS: Efficiently Building Foundation Models for PDE Solving via Cross-Modal Adaptation 11 Mar 2024 sjunhongshen/unifiedpdesolvers/embedder.py ad5b233df0fa6774 ran MIT (permissive)
DEADiff: An Efficient Stylization Diffusion Model with Disentangled Representations 11 Mar 2024 Tianhao-Qi/DEADiff_code/ldm/modules/new_attention.py e602decd5226f079 unverified Apache-2.0 (permissive)
MoST: Motion Style Transformer between Diverse Action Contents 10 Mar 2024 Boeun-Kim/MoST/model/networks.py 1a6a8c5cc76b3eb9 ran MIT (permissive)
UniTS: A Unified Multi-Task Time Series Model 29 Feb 2024 mims-harvard/UniTS/models/UniTS.py ef2961b050617953 ran · metamorphic tier: invariant MIT (permissive)
SeD: Semantic-Aware Discriminator for Image Super-Resolution 29 Feb 2024 lbc12345/sed/models/sed.py b46f5f90925902c0 ran no licence file found · pointer only
Perceiving Longer Sequences With Bi-Directional Cross-Attention Transformers 19 Feb 2024 mrkshllr/bixt/timm/models/bixt.py 406496ff28d67b77 ran · metamorphic tier: deterministic licence not identified · pointer only
NfgTransformer: Equivariant Representation Learning for Normal-form Games 2024-02 (from id) google-deepmind/nfg_transformer/nfg_transformer/network.py 32711727edad3841 unverified Apache-2.0 (permissive)
MIGC: Multi-Instance Generation Controller for Text-to-Image Synthesis 8 Feb 2024 limuloo/migc/migc/migc_arch.py c14fdb4777f76063 ran · metamorphic tier: invariant fingerprinted licence not identified · pointer only
4M: Massively Multimodal Masked Modeling 11 Dec 2023 apple/ml-4m/fourm/models/fm.py 92c05b09aa8b432d ran · metamorphic tier: deterministic Apache-2.0 (permissive)
Object-Centric Learning with Slot Mixture Module 8 Nov 2023 airi-institute/smm/modules/smm.py ca05fae56d0a5950 ran · metamorphic tier: invariant no licence file found · pointer only
CROMA: Remote Sensing Representations with Contrastive Radar-Optical Masked Autoencoders 1 Nov 2023 antofuller/croma/pretrain_croma.py ba24c9bdfa918f05 ran · metamorphic tier: invariant fingerprinted MIT (permissive)
Enhancing High-Resolution 3D Generation through Pixel-wise Gradient Clipping 19 Oct 2023 fudan-zvg/pgc-3d/ldm/modules/diffusionmodules/openaimodel.py 93dcd06df2fc1896 ran · metamorphic tier: invariant Apache-2.0 (permissive)
Global-correlated 3D-decoupling Transformer for Clothed Avatar Reconstruction 24 Sep 2023 river-zhang/gta/lib/net/Transformer.py c770dc5d61e03875 ran · metamorphic tier: deterministic no licence file found · pointer only
LayoutLLM-T2I: Eliciting Layout Guidance from LLM for Text-to-Image Generation 9 Aug 2023 layoutllm-t2i/layoutllm-t2i/GLIGEN/ldm/modules/diffusionmodules/gligen_combine_layout.py 62dab2e5d80c65f2 ran no licence file found · pointer only
SDXL: Improving Latent Diffusion Models for High-Resolution Image Synthesis 4 Jul 2023 stability-ai/generative-models/sgm/modules/diffusionmodules/openaimodel.py 75e42984360b91c5 unverified MIT (permissive)
MVDiffusion: Enabling Holistic Multi-view Image Generation with Correspondence-Aware Diffusion 3 Jul 2023 Tangshitao/MVDiffusion/src/models/pano/MVGenModel.py 105b547188750534 ran no licence file found · pointer only
GlyphControl: Glyph Conditional Control for Visual Text Generation 29 May 2023 aigtext/glyphcontrol-release/cldm/cldm.py 8f64e619c23619c5 ran MIT (permissive)
CommonScenes: Generating Commonsense 3D Indoor Scenes with Scene Graph Diffusion 25 May 2023 ymxlzgy/commonscenes/model/networks/diffusion_networks/sg_diff.py feb6629ec7db268f ran · metamorphic tier: deterministic no licence file found · pointer only
Harnessing the Spatial-Temporal Attention of Diffusion Models for High-Fidelity Text-to-Image Synthesis 7 Apr 2023 ucsb-nlp-chang/diffusion-spacetime-attn/attention_optimization/stable-diffusion/ldm/modules/attention.py dbb6a642cadd75ab ran · metamorphic tier: deterministic MIT (permissive)
Diffusion Models as Masked Autoencoders 6 Apr 2023 kimdanni/DiffMAE/models_cross.py 563ed599da513e37 ran licence not identified · pointer only
EGC: Image Generation and Classification via a Diffusion Energy-Based Model 4 Apr 2023 GuoQiushan/EGC/guided_diffusion/unet.py 351f5f1606153b33 ran MIT (permissive)
Freestyle Layout-to-Image Synthesis 25 Mar 2023 essunny310/FreestyleNet/ldm/modules/attention_FLIS.py 3e38161420ae652c ran · metamorphic tier: deterministic MIT (permissive)
Correlational Image Modeling for Self-Supervised Visual Pre-Training 22 Mar 2023 weivision/correlational-image-modeling/models/cim.py 2e7d0ca574d0d946 ran licence not identified · pointer only
DDFM: Denoising Diffusion Model for Multi-Modality Image Fusion 13 Mar 2023 zhaozixiang1228/if-film/net/Film.py 553a596819206f47 ran · metamorphic tier: deterministic no licence file found · pointer only
Domain Expansion of Image Generators 12 Jan 2023 lllyasviel/controlnet/cldm/cldm.py 87dcf207c5c9187c ran · metamorphic tier: deterministic Apache-2.0 (permissive)
TinyMIM: An Empirical Study of Distilling MIM Pre-trained Models 3 Jan 2023 oliverrensu/d-igpt/DiGPT_torch/models_digpt.py ce2a200723aec3f8 ran · metamorphic tier: deterministic no licence file found · pointer only
Training-Free Structured Diffusion Guidance for Compositional Text-to-Image Synthesis 9 Dec 2022 weixi-feng/structured-diffusion-guidance/structured_stable_diffusion/modules/attention.py 3efa08f77f40bfd5 ran licence not identified · pointer only
Generating astronomical spectra from photometry with conditional diffusion models 2022-11 (from id) larsdoorenbos/generate-spectra/generative/unet.py 7eb48a00e07ad73f ran MIT (permissive)
CroCo: Self-Supervised Pre-training for 3D Vision Tasks by Cross-View Completion 19 Oct 2022 naver/croco/models/croco.py 863ed6dfef2b047a ran · metamorphic tier: deterministic licence not identified · pointer only
Domain Randomization-Enhanced Depth Simulation and Restoration for Perceiving and Grasping Specular and Transparent Objects 7 Aug 2022 PKU-EPIC/DREDS/CatePoseEstimation/networks/SwinDRNet.py 10375f1d1a2e05b2 unverified no licence file found · pointer only
Prompt-to-Prompt Image Editing with Cross Attention Control 2 Aug 2022 chenwu98/cycle-diffusion/model/lib/stable_diffusion/ldm/modules/attention.py eb721f1e5050ad01 ran · metamorphic tier: deterministic licence not identified · pointer only
PaLM: Scaling Language Modeling with Pathways 5 Apr 2022 lucidrains/CoCa-pytorch/coca_pytorch/coca_pytorch.py 3e79daee4d06c337 ran · metamorphic tier: deterministic MIT (permissive)
Bridging Video-text Retrieval with Multiple Choice Questions 13 Jan 2022 towhee-io/towhee/towhee/models/bridgeformer/bridge_former_training_block.py 697a1de2168a5a59 ran · metamorphic tier: deterministic Apache-2.0 (permissive)
Bridging Video-text Retrieval with Multiple Choice Questions 13 Jan 2022 tencentarc/mcq/model/video_bridge_former.py fe726d5b3aa825e3 unverified no licence file found · pointer only
Improving language models by retrieving from trillions of tokens 8 Dec 2021 labmlai/annotated_deep_learning_paper_implementations/labml_nn/transformers/retro/model.py c3e56d6f2af858c1 ran · metamorphic tier: invariant MIT (permissive)
Learning to Prompt for Vision-Language Models 2 Sep 2021 hhenryd/tap/trainers/TAP.py aa2102c5842a8045 ran · metamorphic tier: invariant MIT (permissive)
Perceiver IO: A General Architecture for Structured Inputs & Outputs 30 Jul 2021 esceptico/perceiver-io/src/perceiver_io/perceiver.py cf3adb72e7c5e13d ran MIT (permissive)
CrossViT: Cross-Attention Multi-Scale Vision Transformer for Image Classification 27 Mar 2021 rishikksh20/CrossViT-pytorch/crossvit.py 8abca80f7f8a5dda ran MIT (permissive)
CrossViT: Cross-Attention Multi-Scale Vision Transformer for Image Classification 27 Mar 2021 IBM/CrossViT/models/crossvit.py 9811d06fb8557fa5 ran · metamorphic tier: deterministic Apache-2.0 (permissive)
Perceiver: General Perception with Iterative Attention 4 Mar 2021 kietngt00/hmdb51-recognition/model/attention.py 122a2bb1f3342e5c ran no licence file found · pointer only
Perceiver: General Perception with Iterative Attention 4 Mar 2021 towhee-io/towhee/towhee/models/perceiver/cross_attention.py ce5db0a13e19e003 ran · metamorphic tier: invariant fingerprinted Apache-2.0 (permissive)
Pre-training via Paraphrasing 26 Jun 2020 lucidrains/marge-pytorch/marge_pytorch/marge_pytorch.py fb7817bba2fe0a0b ran · metamorphic tier: deterministic MIT (permissive)
arXiv:Lu_FedHCA2_Towards_Hetero-Client_Federated_Multi-Task_Learning_CVPR_2024_paper innovator-zero/FedHCA2/models/hyperweight.py 0bbea3081c4b97ef unverified MIT (permissive)
arXiv:Koo_PartGlot_Learning_Shape_Part_Segmentation_From_Language_Reference_Games_CVPR_2022_paper 63days/PartGlot/partglot/models/pn_agnostic.py 69f36807fe0a43bd unverified no licence file found · pointer only
arXiv:2024.acl-long.332 BUAAw-ML/SKP/lavis/models/adapt_module/amortized_encdec.py aa1cf692d15daa47 ran · metamorphic tier: deterministic BSD-3-Clause (permissive)

This site shows no code text; each File cell links to the file on GitHub at the repository's current default branch, which may have changed since the harvest. "Pointer only" means Syntology does not serve that copy's text, for one of four reasons: no licence file was found; the licence was not identified; the licence is recorded as permissive but that copy's record is not marked cleared; or the licence is outside the permissive list Syntology serves text under (MIT, Apache-2.0, BSD and similar). Some licences outside that list permit redistribution, such as WTFPL, and GPL-3.0 under its conditions; they are simply not on the list. Hover a licence cell for the reason. Per-sample records for a paper are on its paper page under "Code Syntology ran".

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