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PositionalEncoding

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

PositionalEncoding appears in the code Syntology harvested for 126 papers, as 142 distinct code bodies found in 157 places (a place is one code body under one paper). At least one of them ran in 121 of the papers; 23 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 PositionalEncoding 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 136 of the 142 distinct code bodies named PositionalEncoding; 6 are unverified. One tile per status, in the site's fixed vocabulary, each code body counted once:

1ran · honoured contract
0ran · violated contract
0ran · our draft was wrong
0ran · fixture could not drive it
135ran
6unverified
23fingerprinted

Licence is a property of each copy, so it is counted per place: 85 of the 157 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

100 papers shown of 126 (newest first; the JSON twin carries all 157 places); 100 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 22 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
Text2Sign: A Single-GPU Diffusion Baseline for Text-to-Sign Language Video Generation added by Syntology 2026-07 (from id) xiaruize0911/text2sign/pipeline.py f112df9abab4ed51 ran no licence file found · pointer only
TRACER: Early Failure Detection for Task-Oriented Dialogue added by Syntology 2026-07 (from id) erfan-nourbakhsh/TRACER/tracer/models/dual_stream.py 5b4ba4fd58d84417 ran no licence file found · pointer only
VegSim: A Geospatial World Model for Scenario-Conditioned Vegetation Simulation added by Syntology 2026-06 (from id) arco-group/vegsim/src/models/world_model.py 664fac7eeb82b406 ran · metamorphic tier: invariant MIT (permissive)
Agentic Discovery of Non-Canonical Antimicrobial Peptides with AMPGAN v3 added by Syntology 2026-06 (from id) marszzibros/AMPGANv3/training/models/lighting_module.py bb54d94340610ebd ran no licence file found · pointer only
CausalMoE: A Billion-Scale Multimodal Foundation Model for Granger Causal Discovery with Pattern-Routed Heterogeneous Experts added by Syntology 2026-06 (from id) liubolab/CausalMoE/PatchTST_layers.py 16b9b78d429636b7 ran · honoured contract no licence file found · pointer only
Gait2Hip-60: A Unified Deep Learning Benchmark for Predicting Hip Muscle Forces and Joint Moments from Multi-Cadence Gait Kinematics added by Syntology 2026-05 (from id) ygsiete7/Gait2Hip-60/joint_moment_prediction/Transformer_JM60.py 50437d5884fcb4e9 ran MIT (permissive)
Quantifying the Pre-training Dividend: Generative versus Latent Self-Supervised Learning for Time Series Foundation Models added by Syntology 2026-05 (from id) noammajor/Models/NTP/models/layers/pos_encoding.py 16b9b78d429636b7 ran · honoured contract no licence file found · pointer only
Higher Resolution, Better Generalization: Unlocking Visual Scaling in Deep Reinforcement Learning added by Syntology 2026-05 (from id) raphajaner/impoola/impoola/train/nn.py 35ee6136d35c0aa3 ran MIT (permissive)
AdaTKG: Adaptive Memory for Temporal Knowledge Graph Reasoning added by Syntology 2026-05 (from id) seunghan96/AdaTKG/model_enhanced.py 02e96e2c4a0239c8 ran · metamorphic tier: invariant no licence file found · pointer only
PhaseNet++: Phase-Aware Frequency-Domain Anomaly Detection for Industrial Control Systems via Phase Coherence Graphs added by Syntology 2026-05 (from id) raviteja-bommireddy/PhaseNet/IS_Project/model/phasenet.py 66dd29c51076ad1c ran · metamorphic tier: invariant Apache-2.0 (permissive)
Temporal Patch Shuffle (TPS): Leveraging Patch-Level Shuffling to Boost Generalization and Robustness in Time Series Forecasting added by Syntology 2026-04 (from id) jafarbakhshaliyev/TPS/time_series_forecasting/layers/PatchTST_layers.py 16b9b78d429636b7 ran · honoured contract no licence file found · pointer only
Optimizing EEG Graph Structure for Seizure Detection: An Information Bottleneck and Self-Supervised Learning Approach added by Syntology 2026-04 (from id) LabRAI/IRENE/model/IRENE.py 1eaa48f8468cfd50 ran · metamorphic tier: deterministic MIT (permissive)
Epileptic Seizure Prediction Using Patient-Adaptive Transformer Networks added by Syntology 2026-03 (from id) Mahdyy02/gpt-eeg-transformer/train_seizure_prediction.py 3c53333c308ae6fd ran no licence file found · pointer only
Multimodal Deep Learning for Early Prediction of Patient Deterioration in the ICU: Integrating Time-Series EHR Data with Clinical Notes added by Syntology 2026-03 (from id) thedatasense/Patient_Early_Deterioration_Risk_Prediction/src/models/classifier.py a4a6a51f103b20ee ran · metamorphic tier: deterministic no licence file found · pointer only
Learning from Complexity: Exploring Dynamic Sample Pruning of Spatio-Temporal Training added by Syntology 2026-02 (from id) HKUDS/OpenCity/model/OpenCity/OpenCity.py 4c1d82c5aee489f3 ran · metamorphic tier: deterministic MIT (permissive)
Probabilistic NDVI Forecasting from Sparse Satellite Time Series and Weather Covariates added by Syntology 2026-02 (from id) arco-group/ndvi-forecasting/agrimatnet/model_quantile.py 9db6e192bb063186 ran · metamorphic tier: deterministic MIT (permissive)
SEMixer: Semantics Enhanced MLP-Mixer for Multiscale Mixing and Long-term Time Series Forecasting added by Syntology 2026-02 (from id) Meteor-Stars/SEMixer/layers/Embedding.py 16b9b78d429636b7 ran · honoured contract no licence file found · pointer only
Grounding Foundational Vision Models with 3D Human Poses for Robust Action Recognition added by Syntology 2025-11 (from id) nbabey20/groundactrec/trainheads/train_crossatt_fusion.py 79d8646f852812fd ran no licence file found · pointer only
Abstain Mask Retain Core: Time Series Prediction by Adaptive Masking Loss with Representation Consistency added by Syntology 2025-10 (from id) MazelTovy/AMRC/PatchTST/layers/PatchTST_layers.py 16b9b78d429636b7 ran · honoured contract no licence file found · pointer only
SEMPO: Lightweight Foundation Models for Time Series Forecasting added by Syntology 2025-10 (from id) mala-lab/SEMPO/models/SEMPO.py 16b9b78d429636b7 ran · honoured contract Apache-2.0 (permissive)
ReNF: Rethinking the Design of Neural Long-Term Time Series Forecasters added by Syntology 2025-09 (from id) Luoauoa/ReNF/layers/PatchTST_layers.py 16b9b78d429636b7 ran · honoured contract MIT (permissive)
Linear-Time Demonstration Selection for In-Context Learning via Gradient Estimation added by Syntology 2025-08 (from id) VirtuosoResearch/ICL-GradSel/src/icl_linear_regression_group_lasso_demo_selection.py 369d943083919008 ran · metamorphic tier: deterministic licence not identified · pointer only
HoliTracer: Holistic Vectorization of Geographic Objects from Large-Size Remote Sensing Imagery 22 Jul 2025 vvangfaye/HoliTracer/holitracer/vector/models/base.py 68af15dd6ddc70a4 ran · metamorphic tier: invariant MIT (permissive)
arXiv:2506.23596 2025-06 (from id) KU-VGI/AP/layers/PatchTST_layers.py 16b9b78d429636b7 ran · honoured contract Apache-2.0 (permissive)
From Debate to Equilibrium: Belief-Driven Multi-Agent LLM Reasoning via Bayesian Nash Equilibrium 9 Jun 2025 tmlr-group/econ/src/modules/agents/belief_policy_network.py 92c5b4b1b28a5565 ran · metamorphic tier: deterministic MIT (permissive)
GoLF-NRT: Integrating Global Context and Local Geometry for Few-Shot View Synthesis 26 May 2025 KLMAV-CUC/GoLF-NRT/golf/model.py a043ead72fcc2e75 ran · metamorphic tier: invariant fingerprinted no licence file found · pointer only
R&D-Agent-Quant: A Multi-Agent Framework for Data-Centric Factors and Model Joint Optimization 21 May 2025 SJTU-DMTai/MASTER/qlib-update/pytorch_master_ts.py c43b48bd5345165d ran · metamorphic tier: invariant MIT (permissive)
Temporal Alignment-Free Video Matching for Few-shot Action Recognition 8 Apr 2025 leesb7426/TEAM/model.py 6ae60d8c5e429a3a ran · metamorphic tier: invariant no licence file found · pointer only
AdaWorld: Learning Adaptable World Models with Latent Actions 24 Mar 2025 little-podi/adaworld/lam/lam/modules/lam.py 8c5678a9a3911e1b ran Apache-2.0 (permissive)
SimMotionEdit: Text-Based Human Motion Editing with Motion Similarity Prediction 23 Mar 2025 lzhyu/SimMotionEdit/src/model/DiT_denoiser.py 944b47cdd8b8b291 ran · metamorphic tier: deterministic MIT (permissive)
Target Speaker Extraction through Comparing Noisy Positive and Negative Audio Enrollments 23 Feb 2025 ZBang/USEF-TSE/models/model_USEF_SepFormer.py 37af0d3ea9e4c11c ran · metamorphic tier: deterministic fingerprinted licence not identified · pointer only
MolSpectra: Pre-training 3D Molecular Representation with Multi-modal Energy Spectra 22 Feb 2025 azureleon1/molspectra/torchmdnet/models/SpecFormer_layers.py 9ec0fb6fafc3df1e unverified no licence file found · pointer only
Can Transformers Learn Full Bayesian Inference in Context? 28 Jan 2025 arikreuter/icl_for_full_bayesian_inference/LinearRegression/Models/Transformer_CNF.py 870643f6c036b79d ran no licence file found · pointer only
NeurOp-Diff:Continuous Remote Sensing Image Super-Resolution via Neural Operator Diffusion 15 Jan 2025 zerono000/NeurOp-Diff/models/diffusion.py a1e44c37337ab3bf ran fingerprinted no licence file found · pointer only
SEA: State-Exchange Attention for High-Fidelity Physics Based Transformers 20 Oct 2024 parsaesmati/sea/models/temporal.py 087f1d638aeab30c ran CC0-1.0 (permissive)
BLEND: Behavior-guided Neural Population Dynamics Modeling via Privileged Knowledge Distillation 2 Oct 2024 dddavid4real/BLEND/src/model.py a58c325e7ceeff07 ran · metamorphic tier: deterministic Apache-2.0 (permissive)
NARAIM: Native Aspect Ratio Autoregressive Image Models 13 Oct 2024 daniel-gallo/naraim/model/pretraining.py a2d3d013b3d86f43 ran no licence file found · pointer only
Diffusion Auto-regressive Transformer for Effective Self-supervised Time Series Forecasting 8 Oct 2024 melmaphother/timedart/models/TimeDART.py ba3da5536ab7c680 ran · metamorphic tier: invariant no licence file found · pointer only
T-JEPA: Augmentation-Free Self-Supervised Learning for Tabular Data 7 Oct 2024 jose-melo/t-jepa/src/encoder.py 088ac74f7c0459d3 ran · metamorphic tier: deterministic MIT (permissive)
MixLinear: Extreme Low Resource Multivariate Time Series Forecasting with 0.1K Parameters 2 Oct 2024 lss-1138/SparseTSF/layers/PatchTST_layers.py 16b9b78d429636b7 ran · honoured contract Apache-2.0 (permissive)
HAT: History-Augmented Anchor Transformer for Online Temporal Action Localization 12 Aug 2024 sakibreza/ECCV24-HAT/models.py 14516b65574f5ecf ran fingerprinted MIT (permissive)
Semi-Supervised Spoken Language Glossification 12 Jun 2024 yaohj11/S3LG/model/seq2seq/encoder.py be8119c6581d2fb1 ran · metamorphic tier: invariant fingerprinted MIT (permissive)
TimeCMA: Towards LLM-Empowered Multivariate Time Series Forecasting via Cross-Modality Alignment 3 Jun 2024 chenxiliu-hnu/timecma/layers/TS_Pos_Enc.py 16b9b78d429636b7 ran · honoured contract no licence file found · pointer only
FreeCustom: Tuning-Free Customized Image Generation for Multi-Concept Composition 22 May 2024 codegoat24/dreamtext/sgm/modules/encoders/modules.py 259948bf01a30ece ran no licence file found · pointer only
Equivariant Spatio-Temporal Attentive Graph Networks to Simulate Physical Dynamics 21 May 2024 ManlioWu/ESTAG/models/model.py c1074a4a8c5a7791 unverified no licence file found · pointer only
Robust Singing Voice Transcription Serves Synthesis 16 May 2024 RickyL-2000/ROSVOT/modules/rosvot/rosvot.py 49d8c58376c0786c ran · metamorphic tier: deterministic MIT (permissive)
SST: Multi-Scale Hybrid Mamba-Transformer Experts for Long-Short Range Time Series Forecasting 23 Apr 2024 xiongxiaoxu/sst/layers/LWT_layers.py 16b9b78d429636b7 ran · honoured contract no licence file found · pointer only
Text2HOI: Text-guided 3D Motion Generation for Hand-Object Interaction 31 Mar 2024 junukcha/text2hoi/lib/networks/texthom.py 131a55c0edb4d9ca unverified MIT (permissive)
On the Utility of 3D Hand Poses for Action Recognition 14 Mar 2024 s-shamil/HandFormer/HandFormer/models/hf_pose.py ea63108588c955b8 ran · metamorphic tier: deterministic fingerprinted MIT (permissive)
ManiGaussian: Dynamic Gaussian Splatting for Multi-task Robotic Manipulation 13 Mar 2024 GuanxingLu/ManiGaussian/agents/manigaussian_bc/models_embed.py 9502da3c20f0f9a1 ran fingerprinted MIT (permissive)
Unified Generation, Reconstruction, and Representation: Generalized Diffusion with Adaptive Latent Encoding-Decoding 29 Feb 2024 guangyliu/eddpm/Protein/codes/nn/models.py ea11dcdf0fc3269a ran no licence file found · pointer only
Rethinking Channel Dependence for Multivariate Time Series Forecasting: Learning from Leading Indicators 31 Jan 2024 SJTU-DMTai/LIFT/layers/PatchTST_layers.py 16b9b78d429636b7 ran · honoured contract no licence file found · pointer only
Hierarchical Vision Transformers for Context-Aware Prostate Cancer Grading in Whole Slide Images 19 Dec 2023 computationalpathologygroup/hvit/source/models.py b21e4f9392078920 ran · metamorphic tier: deterministic no licence file found · pointer only
Emergence of In-Context Reinforcement Learning from Noise Distillation 19 Dec 2023 corl-team/ad-eps/dark_room/ad_darkroom.py 6b539209b4497570 ran · metamorphic tier: deterministic no licence file found · pointer only
Panoptic Video Scene Graph Generation 28 Nov 2023 Jingkang50/OpenPVSG/models/relation_head/transformer.py b95785cc82d9f984 ran licence not identified · pointer only
CSLP-AE: A Contrastive Split-Latent Permutation Autoencoder Framework for Zero-Shot Electroencephalography Signal Conversion 13 Nov 2023 andersxa/cslp-ae/split_model.py 787c5aa2a4dc64d2 ran · metamorphic tier: deterministic no licence file found · pointer only
Multi-resolution Time-Series Transformer for Long-term Forecasting 7 Nov 2023 Yitiann/MTST/layers/PatchTST_layers.py aa60b4d5d1fd504b ran no licence file found · pointer only
Learning Time-Invariant Representations for Individual Neurons from Population Dynamics 3 Nov 2023 lumimim/neuprint/dynamical_models.py c7df3c3c23f7713d ran · metamorphic tier: deterministic no licence file found · pointer only
Generating Medical Prescriptions with Conditional Transformer 30 Oct 2023 hecta-uom/label-to-text-transformer/Models/EncDecTransformer/Models.py 5dd0e5c7ed12cd76 ran no licence file found · pointer only
Pushdown Layers: Encoding Recursive Structure in Transformer Language Models 29 Oct 2023 MurtyShikhar/Pushdown-Layers/models/pushdown_transformer_lm.py 545b1940b792fa22 ran · metamorphic tier: deterministic no licence file found · pointer only
Calibration of Time-Series Forecasting: Detecting and Adapting Context-Driven Distribution Shift 23 Oct 2023 half111/calibration_cds/layers/PatchTST_layers.py 16b9b78d429636b7 ran · honoured contract MIT (permissive)
iTransformer: Inverted Transformers Are Effective for Time Series Forecasting 10 Oct 2023 lss-1138/SegRNN/layers/PatchTST_layers.py 16b9b78d429636b7 ran · honoured contract Apache-2.0 (permissive)
PatchMixer: A Patch-Mixing Architecture for Long-Term Time Series Forecasting 1 Oct 2023 Zeying-Gong/PatchMixer/layers/PatchTST_layers.py 16b9b78d429636b7 ran · honoured contract MIT (permissive)
LivelySpeaker: Towards Semantic-Aware Co-Speech Gesture Generation 17 Sep 2023 zyhbili/livelyspeaker/scripts_beat/model/RAG.py 1e4be20e6926eb5e ran · metamorphic tier: deterministic no licence file found · pointer only
PETformer: Long-term Time Series Forecasting via Placeholder-enhanced Transformer 9 Aug 2023 ACAT-SCUT/PETformer/layers/PatchTST_layers.py 16b9b78d429636b7 ran · honoured contract no licence file found · pointer only
UniVTG: Towards Unified Video-Language Temporal Grounding 31 Jul 2023 showlab/univtg/model/position_encoding.py 94aab69ebd3439ec ran fingerprinted MIT (permissive)
Concise Answers to Complex Questions: Summarization of Long-form Answers 30 May 2023 acpotluri/lfqa_summary/model/PreSumm/src/models/encoder.py 806e27f626a52c46 ran · metamorphic tier: deterministic no licence file found · pointer only
EvoluNet: Advancing Dynamic Non-IID Transfer Learning on Graphs 1 May 2023 wanghh7/evolunet/model/model.py ddfd16bde0ae3976 ran no licence file found · pointer only
Towards Unified Scene Text Spotting based on Sequence Generation 7 Apr 2023 clovaai/units/units/models/model.py aadfde725d36fb50 ran · metamorphic tier: deterministic Apache-2.0 (permissive)
Object Discovery from Motion-Guided Tokens 27 Mar 2023 zpbao/MoTok/models/model.py 86ce7d3fde6f587d ran · metamorphic tier: deterministic no licence file found · pointer only
Leapfrog Diffusion Model for Stochastic Trajectory Prediction 20 Mar 2023 mediabrain-sjtu/led/models/model_diffusion.py abd28593a889898f ran · metamorphic tier: deterministic no licence file found · pointer only
DiffusionRet: Generative Text-Video Retrieval with Diffusion Model 17 Mar 2023 jpthu17/DiffusionRet/DiffusionRet/models/modeling.py 2c961a941bf02a05 ran · metamorphic tier: invariant Apache-2.0 (permissive)
Transformer-based World Models Are Happy With 100k Interactions 13 Mar 2023 jrobine/twm/twm/world_model.py e1c8c42def7db040 ran fingerprinted MIT (permissive)
DLT: Conditioned layout generation with Joint Discrete-Continuous Diffusion Layout Transformer 7 Mar 2023 wix-incubator/DLT/dlt/models/dlt.py 9bcf88895b99760b ran Apache-2.0 (permissive)
BrainBERT: Self-supervised representation learning for intracranial recordings 28 Feb 2023 czlwang/brainbert/models/seeg_wav2vec.py 7491bcbcd82e4522 ran no licence file found · pointer only
Equivariant Architectures for Learning in Deep Weight Spaces 30 Jan 2023 jkalogero/scalegmn/src/scalegmn/models.py 6d0190116d5a66fb unverified MIT (permissive)
PDFormer: Propagation Delay-Aware Dynamic Long-Range Transformer for Traffic Flow Prediction 19 Jan 2023 BUAABIGSCity/PDFormer/libcity/model/traffic_flow_prediction/PDFormer.py 1a87dd511edbc83b ran MIT (permissive)
Ad-hoc Pulse Shape Simulation using Cyclic Positional U-Net 2022-12 (from id) aobol/cpu-net/src/cpunet/network.py d6a1ee0ba902428a ran · metamorphic tier: deterministic MIT (permissive)
A Time Series is Worth 64 Words: Long-term Forecasting with Transformers 27 Nov 2022 WenjieDu/PyPOTS/pypots/nn/modules/patchtst/layers.py 492dd85148f4f725 ran fingerprinted BSD-3-Clause (permissive)
UniMASK: Unified Inference in Sequential Decision Problems 20 Nov 2022 micahcarroll/unimask/uniMASK/transformer.py 117a93cfb4606d84 ran · metamorphic tier: invariant MIT (permissive)
CRISP: Curriculum based Sequential Neural Decoders for Polar Code Family 1 Oct 2022 hebbarashwin/neural_polar_decoder/models.py 5dc71b216687fd19 ran · metamorphic tier: invariant no licence file found · pointer only
An efficient encoder-decoder architecture with top-down attention for speech separation 30 Sep 2022 JusperLee/TDANet/look2hear/models/TDANet.py b94f4f291747d5f4 ran Apache-2.0 (permissive)
DreamFusion: Text-to-3D using 2D Diffusion 29 Sep 2022 muelea/buddi/llib/models/regressors/buddi.py 3ef471acb4f26961 ran MIT (permissive)
Equivariant Hypergraph Neural Networks 22 Aug 2022 jw9730/ehnn/k-edge-identification/src/ehnn/models.py 2fd498d95c2bf66d ran · metamorphic tier: invariant no licence file found · pointer only
Diffusion Policies as an Expressive Policy Class for Offline Reinforcement Learning 12 Aug 2022 zzmtsvv/rl_task/diffusion_ql/dql.py ef90a18431b489f9 ran no licence file found · pointer only
Dense Cross-Query-and-Support Attention Weighted Mask Aggregation for Few-Shot Segmentation 18 Jul 2022 pawn-sxy/DCAMA/model/DCAMA.py 760d230fe439888d ran · metamorphic tier: deterministic no licence file found · pointer only
E-NeRV: Expedite Neural Video Representation with Disentangled Spatial-Temporal Context 17 Jul 2022 kyleleey/E-NeRV/model/E_NeRV.py a12920f269aade74 ran fingerprinted no licence file found · pointer only
Neural Implicit Dictionary via Mixture-of-Expert Training 8 Jul 2022 vita-group/neural-implicit-dict/models.py 8c22d93e4d7f89e3 ran · metamorphic tier: deterministic MIT (permissive)
Compositional Generalization in Grounded Language Learning via Induced Model Sparsity 6 Jul 2022 aalto-ai/sparse-compgen/grounded_compgen_research/models/imitation/conv_transformer.py 6d88134a57f82380 ran · metamorphic tier: invariant fingerprinted MIT (permissive)
NU-Wave 2: A General Neural Audio Upsampling Model for Various Sampling Rates 17 Jun 2022 rishikksh20/NU-Wave2-pytorch/model.py 078a37135b02e3e5 ran · metamorphic tier: invariant fingerprinted MIT (permissive)
Squeezeformer: An Efficient Transformer for Automatic Speech Recognition 2 Jun 2022 kssteven418/squeezeformer/src/models/conformer_encoder.py 8008c17ae543b9f8 ran · metamorphic tier: invariant fingerprinted Apache-2.0 (permissive)
Future Transformer for Long-term Action Anticipation 27 May 2022 gongda0e/futr/model/futr.py a9583407b41df537 ran · metamorphic tier: deterministic licence not identified · pointer only
Flamingo: a Visual Language Model for Few-Shot Learning 29 Apr 2022 doc-doc/NExT-OE/networks/q_v_transformer.py 07f824c36726e2e6 ran MIT (permissive)
Joint Hand Motion and Interaction Hotspots Prediction from Egocentric Videos 4 Apr 2022 stevenlsw/hoi-forecast/networks/transformer.py 78a30a44c72219c4 ran · metamorphic tier: deterministic MIT (permissive)
A Text Attention Network for Spatial Deformation Robust Scene Text Image Super-resolution 17 Mar 2022 mjq11302010044/TATT/model/transformerSR.py b174887b7f685284 ran · metamorphic tier: invariant MIT (permissive)
Optimal-er Auctions through Attention 26 Feb 2022 dimonenka/optimaler/core/nets/additive_net_attention.py 3298160008ddb060 ran · metamorphic tier: deterministic MIT (permissive)
OctAttention: Octree-Based Large-Scale Contexts Model for Point Cloud Compression 12 Feb 2022 zb12138/OctAttention/octAttention.py e7a55736537ed4bd ran Apache-2.0 (permissive)
Representing Long-Range Context for Graph Neural Networks with Global Attention 21 Jan 2022 ucbrise/graphtrans/models/gnn_transformer.py 44450c1a1d39195f ran Apache-2.0 (permissive)
Learning Collaborative Policies to Solve NP-hard Routing Problems 26 Oct 2021 alstn12088/lcp/nets/attention_model.py 2315c99926d06f41 ran · metamorphic tier: deterministic no licence file found · pointer only
StreamHover: Livestream Transcript Summarization and Annotation 11 Sep 2021 ucfnlp/streamhover/src/modeling_bertvqvae.py b49c86839d5a5a9f ran · metamorphic tier: deterministic no licence file found · pointer only

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