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MultiHeadAttention

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

MultiHeadAttention appears in the code Syntology harvested for 124 papers, as 191 distinct code bodies found in 191 places (a place is one code body under one paper). At least one of them ran in 104 of the papers; 40 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 MultiHeadAttention 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 157 of the 191 distinct code bodies named MultiHeadAttention; 34 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
157ran
34unverified
40fingerprinted

Licence is a property of each copy, so it is counted per place: 90 of the 191 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 124 (newest first; the JSON twin carries all 191 places); 101 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 21 papers added by Syntology; 3 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
Sequential Modality Dropout for Robust Multi-Modal Sequential Recommendation * added by Syntology 2026-08 (from id) guanqun-yang/SMD/smd/model.py e8fb7d71d397d69a ran · metamorphic tier: deterministic no licence file found · pointer only
Text2Sign: A Single-GPU Diffusion Baseline for Text-to-Sign Language Video Generation added by Syntology 2026-07 (from id) xiaruize0911/text2sign/pipeline.py 293f6bb9a3443b33 ran no licence file found · pointer only
Disentangling Knowledge States with Ability and Proficiency Modeling for Knowledge Tracing added by Syntology 2026-07 (from id) ThaliaBee/PAKT/models/pakt.py 6da5bc6eb1a67242 ran · metamorphic tier: deterministic no licence file found · pointer only
Imputation-free transformer learning enables robust Alzheimer's disease prediction and calibrated uncertainty quantification across heterogeneous clinical cohorts added by Syntology 2026-07 (from id) cschneuw/nitrogen/src/model/naim.py ec74803c9714475b ran MIT (permissive)
The Label Imitation Game: Turing Test Network for Zero-Shot Pseudo-Label Pruning added by Syntology 2026-06 (from id) voxel51/ttn/ttn/ttn_model.py b6dacbbedec24e56 ran · metamorphic tier: invariant no licence file found · pointer only
DAStatFormer: A Hybrid Multibranch Transformer with Statistical Feature Integration for DAS-Based Pattern Recognitions added by Syntology 2026-06 (from id) MichelD-git/DAStatFormer/DAStatFomer.py 9ef1094e7a165682 ran no licence file found · pointer only
Robust Contrastive Graph Clustering with Adaptive Local-Global Integration added by Syntology 2026-05 (from id) vege12138/w2/model.py da82440b0808f767 unverified no licence file found · pointer only
PRISM: Position-encoded Regressive Inverse Spectral Model for Multilayer Thin-Film Design added by Syntology 2026-05 (from id) wang-henry4/prism/prism/model/prefix_material_thk_model.py 69d7cf87d5434b4c unverified no licence file found · pointer only
SpurAudio: A Benchmark for Studying Shortcut Learning in Few-Shot Audio Classification added by Syntology 2026-05 (from id) Jerryaa98/SpurAudio/libfewshot_core/model/metric/feat.py abb0132a11948e66 ran · metamorphic tier: invariant MIT (permissive)
Mind2Drive: Predicting Driver Intentions from EEG in Real-world On-Road Driving added by Syntology 2026-04 (from id) galosaimi/Mind2Drive/models/eegconformer.py bc4ae1ad1876dd20 ran · metamorphic tier: deterministic MIT (permissive)
JAL-Turn: Joint Acoustic-Linguistic Modeling for Real-Time and Robust Turn-Taking Detection in Full-Duplex Spoken Dialogue Systems added by Syntology 2026-03 (from id) inokoj/VAP-Realtime/vap_realtime/model.py 77041e75fb11ebf7 ran · metamorphic tier: deterministic MIT (permissive)
CoordLight: Learning Decentralized Coordination for Network-Wide Traffic Signal Control added by Syntology 2026-03 (from id) marmotlab/CoordLight/Models/CoordLightModel.py a76fb898ce3994a8 ran · metamorphic tier: deterministic MIT (permissive)
A statistical perspective on transformers for small longitudinal cohort data added by Syntology 2026-02 (from id) kianaf/MiniTransformer/src/transformers.py f47429e7508e10fd ran · metamorphic tier: deterministic no licence file found · pointer only
Kernelized Edge Attention: Addressing Semantic Attention Blurring in Temporal Graph Neural Networks added by Syntology 2026-02 (from id) yule-BUAA/DyGLib/models/modules.py d6264ffe9f545d50 unverified MIT (permissive)
Deep Models, Shallow Alignment: Uncovering the Granularity Mismatch in Neural Decoding added by Syntology 2026-01 (from id) yangdu-neuroai/shallow-alignment/module/eeg_encoder/model.py 4a2c161d1b6b9637 ran no licence file found · pointer only
Semi-Supervised Masked Autoencoders: Unlocking Vision Transformer Potential with Limited Data added by Syntology 2026-01 (from id) atik666/ssmae/ssmae.py a68b851d53be71ff ran · metamorphic tier: deterministic no licence file found · pointer only
TAMI: Taming Heterogeneity in Temporal Interactions for Temporal Graph Link Prediction added by Syntology 2025-10 (from id) Alleinx/TAMI_temporal_graph/models/MemoryModel.py 7ff8165c5ece0ae5 unverified MIT (permissive)
Predicting symbolic ODEs from multiple trajectories added by Syntology 2025-10 (from id) yakupemresahin/mio/mio/model/transformer.py e6e3f83e5cfd62a2 unverified no licence file found · pointer only
Synthetic Series-Symbol Data Generation for Time Series Foundation Models added by Syntology 2025-10 (from id) wwhenxuan/SymTime/models/pretrain_model.py 394f2672bffaba81 ran · metamorphic tier: deterministic MIT (permissive)
SimulMEGA: MoE Routers are Advanced Policy Makers for Simultaneous Speech Translation added by Syntology 2025-09 (from id) nethermanpro/simulmega/models/simulmegastt/net/decoder.py 077f5e16f8652ee7 ran · metamorphic tier: deterministic no licence file found · pointer only
IR-Agent: Expert-Inspired LLM Agents for Structure Elucidation from Infrared Spectra added by Syntology 2025-08 (from id) HeewoongNoh/IR-Agent/models/translator.py c162facec10d46c9 ran · metamorphic tier: invariant fingerprinted no licence file found · pointer only
arXiv:2507.00880 2025-07 (from id) XuRuihan/NNFormer/neuralformer/models/encoders/neuralformer.py 812fc3e634d85df9 ran · metamorphic tier: invariant fingerprinted MIT (permissive)
Enhancing Goal-oriented Proactive Dialogue Systems via Consistency Reflection and Correction 16 Jun 2025 zhyidi/CRC/model/Planner.py b05865273b70e31c ran Apache-2.0 (permissive)
arXiv:2506.09215 2025-06 (from id) agbrothers/pooling/pooling/nn/pool.py f2903d3479df3a54 ran MIT (permissive)
RAVEN: Query-Guided Representation Alignment for Question Answering over Audio, Video, Embedded Sensors, and Natural Language 21 May 2025 BASHLab/RAVEN/raven/model/allignment.py 83b8dabfd5c880c8 unverified CC0-1.0 (permissive)
Contrastive Cross-Course Knowledge Tracing via Concept Graph Guided Knowledge Transfer 14 May 2025 DQYZHWK/TransKT/model/TransKT.py 7f49a12274975f04 ran fingerprinted MIT (permissive)
MSCI: Addressing CLIP's Inherent Limitations for Compositional Zero-Shot Learning 15 May 2025 ltpwy/MSCI/MSCI/code/model/Mutifuse_new.py 4ec77f7241f49ff4 ran no licence file found · pointer only
Quantum Doubly Stochastic Transformers 22 Apr 2025 michaelsdr/sinkformers/nlp-tutorial/text-classification-transformer/model_sym.py 5bcf16df9e4b0c26 unverified MIT (permissive)
Test-Time Domain Generalization via Universe Learning: A Multi-Graph Matching Approach for Medical Image Segmentation 17 Mar 2025 Yore0/TTDG-MGM/adapteacher/modeling/GModule/multi_graph_matching.py 379e1862072096af ran · metamorphic tier: deterministic no licence file found · pointer only
arXiv:2503.04151 2025-03 (from id) SubmissionsIn/RML/RML+NRCH/RML_network.py 0184227dae2b2a3a ran fingerprinted MIT (permissive)
AnalogGenie: A Generative Engine for Automatic Discovery of Analog Circuit Topologies 28 Feb 2025 xz-group/analoggenie/Models/GPT.py 06e29fbb537270a7 ran MIT (permissive)
Knowledge Tracing in Programming Education Integrating Students' Questions 22 Jan 2025 holi-lab/SQKT/main/blocks/encoder_layer.py 9af23750c4257a47 ran no licence file found · pointer only
Learning Visual Abstract Reasoning through Dual-Stream Networks 29 Nov 2024 VecchioID/DRNet/src/model.py 7759c8c62ae8eedd ran · metamorphic tier: deterministic MIT (permissive)
GrokFormer: Graph Fourier Kolmogorov-Arnold Transformers 26 Nov 2024 GGA23/GrokFormer/model.py 1d0b74e95a6795a0 ran no licence file found · pointer only
Scalable Efficient Training of Large Language Models with Low-dimensional Projected Attention 4 Nov 2024 TsinghuaC3I/LPA/architecture/lpa_setting1.py fa104895b67665ee ran · metamorphic tier: deterministic no licence file found · pointer only
Fair Bilevel Neural Network (FairBiNN): On Balancing fairness and accuracy via Stackelberg Equilibrium 21 Oct 2024 yazdanimehdi/Distraction_Fairness/model.py 687fd6594c87ed5b ran no licence file found · pointer only
Taming the Long Tail in Human Mobility Prediction 19 Oct 2024 yukayo/lotnext/network.py 71ea19393168127b ran · metamorphic tier: deterministic MIT (permissive)
Preference Diffusion for Recommendation 17 Oct 2024 lswhim/preferdiff/models/PreferDiff/_model.py 63814a6938fa994f ran · metamorphic tier: deterministic no licence file found · pointer only
Diffusion Auto-regressive Transformer for Effective Self-supervised Time Series Forecasting 8 Oct 2024 mingyue-cheng/timemae/model/TimeMAE.py c81e84e4981f1c79 ran · metamorphic tier: deterministic no licence file found · pointer only
GOAL: A Generalist Combinatorial Optimization Agent Learning 21 Jun 2024 naver/goal-co/model/goal.py 2bd36da6a44d602c ran · metamorphic tier: invariant fingerprinted licence not identified · pointer only
A Neural Column Generation Approach to the Vehicle Routing Problem with Two-Dimensional Loading and Last-In-First-Out Constraints 18 Jun 2024 xyfffff/NCG-for-2L-CVRP/bpp/model.py 337e597194195937 ran · metamorphic tier: invariant fingerprinted no licence file found · pointer only
Preference Optimization for Molecule Synthesis with Conditional Residual Energy-based Models 4 Jun 2024 songtaoliu0823/crebm/Energy_function/reward_model.py 35b3f91bfff1f5ce unverified MIT (permissive)
Less is More: on the Over-Globalizing Problem in Graph Transformers 2 May 2024 null-xyj/CoBFormer/Model/CoBFormer.py bd341cc57b38b439 ran · metamorphic tier: deterministic no licence file found · pointer only
Cross-Problem Learning for Solving Vehicle Routing Problems 17 Apr 2024 zhuoyi-lin/cross_problem_learning/nets/attention_model.py 95828c36546886bb ran · metamorphic tier: deterministic MIT (permissive)
Multi-agent Long-term 3D Human Pose Forecasting via Interaction-aware Trajectory Conditioning 8 Apr 2024 Jaewoo97/T2P/models/lightningModel_T2P.py 674faf0dd21654ff ran no licence file found · pointer only
Learning Instance-Aware Correspondences for Robust Multi-Instance Point Cloud Registration in Cluttered Scenes 6 Apr 2024 zhiyuanYU134/MIRETR/release/robi/modules.py 9f1df744c0d81699 ran no licence file found · pointer only
VCR-Graphormer: A Mini-batch Graph Transformer via Virtual Connections 24 Mar 2024 dongqifu/vcr-graphormer/model.py 454c624c34ba637e ran fingerprinted no licence file found · pointer only
Dual Pose-invariant Embeddings: Learning Category and Object-specific Discriminative Representations for Recognition and Retrieval 1 Mar 2024 sarkar-rohan/PiRO/models/VGG_PAN_DualEmb.py 09b7cfcfd7541ffa ran · metamorphic tier: deterministic fingerprinted no licence file found · pointer only
RecWizard: A Toolkit for Conversational Recommendation with Modular, Portable Models and Interactive User Interface 23 Feb 2024 McAuley-Lab/RecWizard/src/recwizard/modules/kbrd/transformer_encoder_decoder.py 0b78ef53aedd3d00 ran no licence file found · pointer only
Improving PTM Site Prediction by Coupling of Multi-Granularity Structure and Multi-Scale Sequence Representation 4 Jan 2024 LZY-HZAU/PTM-CMGMS/Codes/Multi-scale-Sequence/model_MS.py 4c8805e187b92022 unverified no licence file found · pointer only
Connect, Collapse, Corrupt: Learning Cross-Modal Tasks with Uni-Modal Data 16 Jan 2024 yuhui-zh15/c3/image_captioning/src/models/transformer_mapper.py d65ab89c7116c485 ran · metamorphic tier: deterministic no licence file found · pointer only
GridFormer: Point-Grid Transformer for Surface Reconstruction 4 Jan 2024 list17/GridFormer/src/transformer.py 45b7b846b99a837c ran · metamorphic tier: deterministic MIT (permissive)
Generating Medical Prescriptions with Conditional Transformer 30 Oct 2023 hecta-uom/label-to-text-transformer/Models/EncDecTransformer/Models.py c1c52814e8545858 ran no licence file found · pointer only
Transferable Decoding with Visual Entities for Zero-Shot Image Captioning 31 Jul 2023 feielysia/viecap/ClipCap.py d8ba41633b35c84c ran no licence file found · pointer only
TREA: Tree-Structure Reasoning Schema for Conversational Recommendation 20 Jul 2023 WindyLee0822/TREA/model.py 4e16ff3a8e66caae ran · metamorphic tier: invariant no licence file found · pointer only
SALSA VERDE: a machine learning attack on Learning With Errors with sparse small secrets 2023-06 (from id) facebookresearch/verde/src/train/model/transformer.py 4385a5e689c16e41 unverified licence not identified · pointer only
HAHE: Hierarchical Attention for Hyper-Relational Knowledge Graphs in Global and Local Level 11 May 2023 lhrlab/hahe/src/transformer.py 85383a26407bef78 unverified MIT (permissive)
Glocal Energy-based Learning for Few-Shot Open-Set Recognition 24 Apr 2023 00why00/glocal/model/models/glocal_energy.py a45b4e485260a65b ran MIT (permissive)
Two Birds, One Stone: A Unified Framework for Joint Learning of Image and Video Style Transfers 22 Apr 2023 NevSNev/UniST/models/transformer/Models.py c06cdab10d27718a ran no licence file found · pointer only
Abstractors and relational cross-attention: An inductive bias for explicit relational reasoning in Transformers 1 Apr 2023 awni00/abstractor/abstracters.py 2159f6374bdb0366 ran GPL-3.0 (copyleft) · pointer only
Sigmoid Loss for Language Image Pre-Training 27 Mar 2023 apple/ml-mobileclip/mobileclip/clip.py 88f8bcf4b76c2844 ran · metamorphic tier: invariant fingerprinted licence not identified · pointer only
Semantic Ray: Learning a Generalizable Semantic Field with Cross-Reprojection Attention 23 Mar 2023 liuff19/Semantic-Ray/network/cranet.py 4b49c3776169984f ran MIT (permissive)
StylerDALLE: Language-Guided Style Transfer Using a Vector-Quantized Tokenizer of a Large-Scale Generative Model 16 Mar 2023 zipengxuc/StylerDALLE/module.py 2dc27bff063bb4e6 ran · metamorphic tier: deterministic no licence file found · pointer only
Incomplete Multi-View Multi-Label Learning via Label-Guided Masked View- and Category-Aware Transformers 13 Mar 2023 justsmart/LMVCAT/model.py 58b02854368e8532 ran · metamorphic tier: deterministic no licence file found · pointer only
Transformer-based Planning for Symbolic Regression 13 Mar 2023 deep-symbolic-mathematics/TPSR/symbolicregression/model/transformer.py f9946efd274ff9ea unverified MIT (permissive)
Trajectory-Aware Body Interaction Transformer for Multi-Person Pose Forecasting 9 Mar 2023 xiaogangpeng/tbiformer/models/net.py b6adf32d225922b6 ran · metamorphic tier: deterministic fingerprinted no licence file found · pointer only
FTM: A Frame-level Timeline Modeling Method for Temporal Graph Representation Learning 23 Feb 2023 yeeeqichen/FTM/modules/timeline.py 550ffe32f6af1edb ran · metamorphic tier: deterministic no licence file found · pointer only
simpleKT: A Simple But Tough-to-Beat Baseline for Knowledge Tracing 14 Feb 2023 pykt-team/pykt-toolkit/pykt/models/simplekt.py a9a73e8f8da578a5 ran · metamorphic tier: deterministic MIT (permissive)
Towards Real-Time Panoptic Narrative Grounding by an End-to-End Grounding Network 9 Jan 2023 Mr-Neko/EPNG/models/EPNG/MainModule.py e078fed1456dc142 ran fingerprinted no licence file found · pointer only
Hierarchical Graph Transformer with Adaptive Node Sampling 8 Oct 2022 zaixizhang/ans-gt/model.py ef6e8c582a751d85 unverified no licence file found · pointer only
HYPRO: A Hybridly Normalized Probabilistic Model for Long-Horizon Prediction of Event Sequences 4 Oct 2022 ant-research/hypro_tpp/hypro_tpp/models/xfmr_nhp_fast.py 8f782f28d3d8e855 ran · metamorphic tier: deterministic Apache-2.0 (permissive)
CRISP: Curriculum based Sequential Neural Decoders for Polar Code Family 1 Oct 2022 hebbarashwin/neural_polar_decoder/models.py 7ebfdb4decdd2967 ran · metamorphic tier: deterministic 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 62e9ea75f34de78d ran fingerprinted Apache-2.0 (permissive)
Hierarchically Self-Supervised Transformer for Human Skeleton Representation Learning 20 Jul 2022 yuxiaochen1103/Hi-TRS/model/Hi_TRS.py c1f7ea6657c382e1 ran Apache-2.0 (permissive)
Unifying Event Detection and Captioning as Sequence Generation via Pre-Training 18 Jul 2022 QiQAng/UEDVC/modules/transformer.py e2fd5904ba4c6794 ran no licence file found · pointer only
Everyone's Preference Changes Differently: Weighted Multi-Interest Retrieval Model 14 Jul 2022 shihui2010/mip/modules/named_models.py 208c6661bc2229c7 ran MIT (permissive)
Segmenting Moving Objects via an Object-Centric Layered Representation 5 Jul 2022 Jyxarthur/OCLR_model/models/oclr.py a447981fffd42b39 ran fingerprinted MIT (permissive)
Squeezeformer: An Efficient Transformer for Automatic Speech Recognition 2 Jun 2022 kssteven418/squeezeformer/src/models/conformer_encoder.py 7d7f63e024f22b4b unverified Apache-2.0 (permissive)
DevFormer: A Symmetric Transformer for Context-Aware Device Placement 26 May 2022 kaist-silab/dppbench/src/models/devformer.py b1e65318aee81d61 ran MIT (permissive)
GRAM: Fast Fine-tuning of Pre-trained Language Models for Content-based Collaborative Filtering 8 Apr 2022 yoonseok312/GRAM/gram/news_recommendation/model_bert.py a8fe4d06671859f3 ran no licence file found · pointer only
Joint Hand Motion and Interaction Hotspots Prediction from Egocentric Videos 4 Apr 2022 stevenlsw/hoi-forecast/networks/transformer.py a9bbf45f116e8c1a ran · metamorphic tier: deterministic MIT (permissive)
End-to-End Transformer Based Model for Image Captioning 29 Mar 2022 jchenghu/expansionnet_v2/models/End_ExpansionNet_v2.py ac6767df3a332ab9 ran · metamorphic tier: deterministic MIT (permissive)
Global Matching with Overlapping Attention for Optical Flow Estimation 21 Mar 2022 xiaofeng94/gmflownet/core/gmflownet_model.py ca7156b5b0317a60 ran · metamorphic tier: deterministic fingerprinted MIT (permissive)
Optimal-er Auctions through Attention 26 Feb 2022 dimonenka/optimaler/core/nets/additive_net_attention.py 2a4cfe231bde233c ran · metamorphic tier: deterministic MIT (permissive)
ASSIST: Towards Label Noise-Robust Dialogue State Tracking 26 Feb 2022 smartyfh/dst-assist/STAR/models/DST.py 60349842ffb248e7 ran fingerprinted no licence file found · pointer only
Image Difference Captioning with Pre-training and Contrastive Learning 9 Feb 2022 yaolinli/IDC/bird/modules_pretrain_bird.py 2bef0240af575848 unverified MIT (permissive)
UniFormer: Unified Transformer for Efficient Spatiotemporal Representation Learning 12 Jan 2022 towhee-io/towhee/towhee/models/uniformer/uniformer.py e00c355740a3cab6 unverified Apache-2.0 (permissive)
Learning Collaborative Policies to Solve NP-hard Routing Problems 26 Oct 2021 alstn12088/lcp/nets/attention_model.py c5d3fd20d5155301 ran · metamorphic tier: deterministic no licence file found · pointer only
Learning to Iteratively Solve Routing Problems with Dual-Aspect Collaborative Transformer 6 Oct 2021 yining043/VRP-DACT/nets/actor_network.py fa54d99ecac04864 ran MIT (permissive)
Learning to Iteratively Solve Routing Problems with Dual-Aspect Collaborative Transformer 6 Oct 2021 yining043/TSP-improve/nets/attention_model.py 3e9c7f43e77628ea ran · metamorphic tier: invariant MIT (permissive)
Efficient-FedRec: Efficient Federated Learning Framework for Privacy-Preserving News Recommendation 12 Sep 2021 yjw1029/Efficient-FedRec/src/model.py dcee9ec72e705723 ran MIT (permissive)
BOBCAT: Bilevel Optimization-Based Computerized Adaptive Testing 17 Aug 2021 arghosh/NeurIPSEducation2020/model_task_1_2.py e28f6e6239277b44 ran · metamorphic tier: deterministic MIT (permissive)
MUSIQ: Multi-scale Image Quality Transformer 12 Aug 2021 anse3832/MUSIQ/model/model_main.py 40eb87901e9f32af ran no licence file found · pointer only
Perceiver IO: A General Architecture for Structured Inputs & Outputs 30 Jul 2021 esceptico/perceiver-io/src/perceiver_io/perceiver.py 85192f7dbff6e0f1 ran MIT (permissive)
Self-Promoted Prototype Refinement for Few-Shot Class-Incremental Learning 19 Jul 2021 zhukaii/SPPR/utils/model/my_model.py 0520c721df2cd5a6 ran · metamorphic tier: deterministic MIT (permissive)
Panoptic Segmentation of Satellite Image Time Series with Convolutional Temporal Attention Networks 16 Jul 2021 VSainteuf/utae-paps/src/backbones/utae.py 05217b7e7b5d3120 ran MIT (permissive)
Autoformer: Decomposition Transformers with Auto-Correlation for Long-Term Series Forecasting 24 Jun 2021 WenjieDu/PyPOTS/pypots/nn/modules/autoformer/layers.py f42a7fe1ccedb9dd ran · metamorphic tier: deterministic BSD-3-Clause (permissive)
LoRA: Low-Rank Adaptation of Large Language Models 17 Jun 2021 labmlai/annotated_deep_learning_paper_implementations/labml_nn/lora/gpt2.py 7a1353c5e5ac87b5 ran MIT (permissive)
Kernel Identification Through Transformers 15 Jun 2021 frgsimpson/kitt/kitt/networks/transformer/set_transformer_blocks.py ae35f134435c3169 ran licence not identified · pointer only
Conditional Variational Autoencoder with Adversarial Learning for End-to-End Text-to-Speech 2021-06 (from id) isletennos/mmvc_trainer/models.py 1565e9cf603643df ran · metamorphic tier: deterministic no licence file found · pointer only
A Consciousness-Inspired Planning Agent for Model-Based Reinforcement Learning 3 Jun 2021 PwnerHarry/CP/components_CP.py 16c1cdf7d8a36c9a ran · metamorphic tier: deterministic MIT (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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