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Linear

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

Linear appears in the code Syntology harvested for 127 papers, as 78 distinct code bodies found in 134 places (a place is one code body under one paper). At least one of them ran in 108 of the papers; 12 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 Linear 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 59 of the 78 distinct code bodies named Linear; 19 are unverified. One tile per status, in the site's fixed vocabulary, each code body counted once:

0ran · honoured contract
0ran · violated contract
8ran · our draft was wrong
0ran · fixture could not drive it
51ran
19unverified
12fingerprinted

Licence is a property of each copy, so it is counted per place: 65 of the 134 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 127 (newest first; the JSON twin carries all 134 places); 102 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 7 papers added by Syntology; 5 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
Learning Who to Treat When Treatment is Missing added by Syntology 2026-07 (from id) mkuzma96/MTRNet/benchmarks.py 17e9eea74f89f640 ran no licence file found · pointer only
Efficient Prompt Learning for Traffic Forecasting added by Syntology 2026-05 (from id) CoderPowerBeyond/SimpleST/code_traffic/model/MTGNN.py e3dc14f9c4710a29 ran fingerprinted no licence file found · pointer only
TalkLoRA: Communication-Aware Mixture of Low-Rank Adaptation for Large Language Models added by Syntology 2026-04 (from id) why0129/TalkLoRA/talklora/tuners/talklora.py 122b9e024674e936 ran · metamorphic tier: deterministic no licence file found · pointer only
DAISI: Data Assimilation with Inverse Sampling using Stochastic Interpolants added by Syntology 2025-12 (from id) Erik-Wikingsson/DAISI/assimilation/methods/daisi.py b112ce56c37d6fa6 ran · metamorphic tier: deterministic no licence file found · pointer only
LD-MoLE: Learnable Dynamic Routing for Mixture of LoRA Experts added by Syntology 2025-09 (from id) eshentw/LD-MoLE/peft/tuners/lora.py 79e58ebe462f2e14 unverified no licence file found · pointer only
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 bf9bfa378d39af69 ran · metamorphic tier: deterministic no licence file found · pointer only
Training a Foundation Model for Materials on a Budget added by Syntology 2025-08 (from id) atomicarchitects/nequix/nequix/torch_impl/model.py 7af2eee1ef2a2c25 ran · metamorphic tier: invariant fingerprinted MIT (permissive)
arXiv:2507.02302 2025-07 (from id) dohoonkim-ai/DoMIX/LLMFinetuning/peft/src/peft/tuners/lora_DoMIX.py 091e87a269a1b1de ran · metamorphic tier: deterministic no licence file found · pointer only
Training Flexible Models of Genetic Variant Effects from Functional Annotations using Accelerated Linear Algebra 24 Jun 2025 alannawzadamin/deepwas/src/models/linear_model.py 0f4b43e95e60adea ran no licence file found · pointer only
arXiv:2506.05584 2025-06 (from id) microsoft/ticl/ticl/models/tabflex.py 3048347545e092df ran Apache-2.0 (permissive)
M3ANet: Multi-scale and Multi-Modal Alignment Network for Brain-Assisted Target Speaker Extraction 31 May 2025 fchest/M3ANet/M3ANET.py 587d5a31c0d32a3e ran fingerprinted no licence file found · pointer only
DenseLoRA: Dense Low-Rank Adaptation of Large Language Models 27 May 2025 mulin-ahu/DenseLoRA/commonsense_reasoning/peft/src/peft/tuners/dora.py 046f66c06c69cf03 unverified licence not identified · pointer only
IMTS is Worth Time $\times$ Channel Patches: Visual Masked Autoencoders for Irregular Multivariate Time Series Prediction 28 May 2025 whu-hzy/vimts/IMTS/lib/models/visionts/models_mae.py 134faf93427daea3 ran · metamorphic tier: invariant no licence file found · pointer only
Hierarchical protein backbone generation with latent and structure diffusion 12 Apr 2025 aqlaboratory/genie2/genie/model/structure_net.py d89ea40609d5cc92 ran · metamorphic tier: deterministic Apache-2.0 (permissive)
Federated Continual Instruction Tuning 17 Mar 2025 Ghy0501/FCIT/CoIN/peft/tuners/coinmoelora.py d4633df302edabd4 ran Apache-2.0 (permissive)
PROPER: A Progressive Learning Framework for Personalized Large Language Models with Group-Level Adaptation 3 Mar 2025 callanwu/PROPER/peft/tuners/lora.py b9a71eaf2f196d8a ran · metamorphic tier: deterministic no licence file found · pointer only
Remasking Discrete Diffusion Models with Inference-Time Scaling 1 Mar 2025 kuleshov-group/remdm/diffusion.py 23091ee635899def ran fingerprinted Apache-2.0 (permissive)
A Wander Through the Multimodal Landscape: Efficient Transfer Learning via Low-rank Sequence Multimodal Adapter 12 Dec 2024 zrguo/Wander/models/transformer.py 10865bbb99140edd ran · our draft was wrong no licence file found · pointer only
Bridging the Gap for Test-Time Multimodal Sentiment Analysis 10 Dec 2024 zrguo/casp/modules/transformer.py 10865bbb99140edd ran · our draft was wrong MIT (permissive)
Classifier-guided Gradient Modulation for Enhanced Multimodal Learning 3 Nov 2024 zrguo/CGGM/modules/transformer.py 10865bbb99140edd ran · our draft was wrong MIT (permissive)
UGotMe: An Embodied System for Affective Human-Robot Interaction 2024-10 (from id) lipzh5/amecavle/models/modules/cross_modal_transformer.py 10865bbb99140edd ran · our draft was wrong no licence file found · pointer only
Large Language Models are Strong Audio-Visual Speech Recognition Learners 18 Sep 2024 umbertocappellazzo/llama-avsr/av_hubert/avhubert/hubert_asr.py 8cd8cb0d1e9e63e4 ran · our draft was wrong no licence file found · pointer only
SplatFields: Neural Gaussian Splats for Sparse 3D and 4D Reconstruction 17 Sep 2024 markomih/splatfields/scene/deform_model.py ff83d06e72a107a2 ran · metamorphic tier: deterministic no licence file found · pointer only
Customizing Language Models with Instance-wise LoRA for Sequential Recommendation 19 Aug 2024 akalikong/ilora/model/peft/tuners/moelora.py 9d07ddd15e3baf47 unverified no licence file found · pointer only
Music Proofreading with RefinPaint: Where and How to Modify Compositions given Context 12 Jul 2024 ta603/refinpaint/EfficcientTransformer.py 01f0f6d4a6e475b1 ran · our draft was wrong no licence file found · pointer only
Learning Video Temporal Dynamics with Cross-Modal Attention for Robust Audio-Visual Speech Recognition 4 Jul 2024 sungnyun/avsr-temporal-dynamics/avhubert/hubert_asr.py 8cd8cb0d1e9e63e4 ran · our draft was wrong Apache-2.0 (permissive)
AdaZeta: Adaptive Zeroth-Order Tensor-Train Adaption for Memory-Efficient Large Language Models Fine-Tuning 26 Jun 2024 yifanycc/adazeta/large_models/loretta/tuners/loretta_adp.py 3c197a7557ec2f72 unverified GPL-3.0 (copyleft) · pointer only
Self-Modifying State Modeling for Simultaneous Machine Translation 4 Jun 2024 EurekaForNLP/SM2/fairseq/models/transformer_with_SM2/transformer_decoder.py 8cd8cb0d1e9e63e4 ran · our draft was wrong MIT (permissive)
Recurrent Early Exits for Federated Learning with Heterogeneous Clients 23 May 2024 royson/reefl/src/models/reefl_vit.py 00410aa030868e82 ran · metamorphic tier: invariant MIT (permissive)
FLoRA: Low-Rank Core Space for N-dimension 23 May 2024 sjtu-deepvisionlab/flora/flora/flora.py 544fc7c000e169b1 ran fingerprinted no licence file found · pointer only
MULTIFLOW: Shifting Towards Task-Agnostic Vision-Language Pruning 8 Apr 2024 FarinaMatteo/multiflow/pruners/multiflow.py 1de425a1a8df41d9 unverified no licence file found · pointer only
UniAV: Unified Audio-Visual Perception for Multi-Task Video Event Localization 4 Apr 2024 ttgeng233/UniAV/libs/modeling/blocks.py 10865bbb99140edd ran · our draft was wrong MIT (permissive)
WavLLM: Towards Robust and Adaptive Speech Large Language Model 31 Mar 2024 microsoft/speecht5/SpeechT5/speecht5/models/modules/encoder.py 8cd8cb0d1e9e63e4 ran · our draft was wrong MIT (permissive)
Generalizable and Stable Finetuning of Pretrained Language Models on Low-Resource Texts 19 Mar 2024 Sai-Ashish/Attention_guided_weight_mixup_BLO/blo.py 323a78f0d32583f3 ran no licence file found · pointer only
Efficient Backpropagation with Variance-Controlled Adaptive Sampling 27 Feb 2024 thu-ml/vcas/vcas/sample_scheme.py df0b4214c141ce1c ran fingerprinted Apache-2.0 (permissive)
Where Visual Speech Meets Language: VSP-LLM Framework for Efficient and Context-Aware Visual Speech Processing 23 Feb 2024 sally-sh/vsp-llm/src/vsp_llm.py 8cd8cb0d1e9e63e4 ran · our draft was wrong no licence file found · pointer only
Neeko: Leveraging Dynamic LoRA for Efficient Multi-Character Role-Playing Agent 21 Feb 2024 weiyifan1023/neeko/moelora/tuners/moelora.py 54bb85057309d721 ran Apache-2.0 (permissive)
Improved Generalization of Weight Space Networks via Augmentations 6 Feb 2024 avivsham/deep-weight-space-augmentations/models/relation_transformer/models.py 10865bbb99140edd ran · our draft was wrong MIT (permissive)
Multichannel AV-wav2vec2: A Framework for Learning Multichannel Multi-Modal Speech Representation 7 Jan 2024 zqs01/multi-channel-wav2vec2/avhubert/hubert_asr.py 8cd8cb0d1e9e63e4 ran · our draft was wrong no licence file found · pointer only
An Autoregressive Text-to-Graph Framework for Joint Entity and Relation Extraction 2 Jan 2024 urchade/ATG/layers/span_embedding.py 10865bbb99140edd ran · our draft was wrong no licence file found · pointer only
Token-Level Contrastive Learning with Modality-Aware Prompting for Multimodal Intent Recognition 22 Dec 2023 thuiar/TCL-MAP/methods/TCL_MAP/SubNets/transformers_encoder/transformer.py 10865bbb99140edd ran · our draft was wrong MIT (permissive)
Density of States Prediction of Crystalline Materials via Prompt-guided Multi-Modal Transformer 24 Oct 2023 HeewoongNoh/DOSTransformer/layers/transformer.py 10865bbb99140edd ran · our draft was wrong no licence file found · pointer only
ResFields: Residual Neural Fields for Spatiotemporal Signals 6 Sep 2023 markomih/ResFields/resfields/resfields.py 1abcffc5cae4122d unverified MIT (permissive)
Lightening-Transformer: A Dynamically-operated Optically-interconnected Photonic Transformer Accelerator 2023-05 (from id) scopex-asu/simphony/models/quantized_BERT_base.py e46be25ec4351a88 unverified MIT (permissive)
gRNAde: Geometric Deep Learning for 3D RNA inverse design 24 May 2023 rish-16/rna-backbone-design/rna_backbone_design/models/ipa_pytorch.py d3ad22a7f9c56f53 ran · metamorphic tier: deterministic MIT (permissive)
Newton-Cotes Graph Neural Networks: On the Time Evolution of Dynamic Systems 24 May 2023 zjukg/ncgnn/spatial_graph/models/ncgnn.py 1384bf3b341fde12 ran fingerprinted MIT (permissive)
Condensing Multilingual Knowledge with Lightweight Language-Specific Modules 23 May 2023 fe1ixxu/lms_fd/fairseq/modules/language_specific_matrix_synthesis.py e0e99f6a72c10704 ran · our draft was wrong MIT (permissive)
ONE-PEACE: Exploring One General Representation Model Toward Unlimited Modalities 18 May 2023 OFA-Sys/ONE-PEACE/one_peace/models/components.py 8cd8cb0d1e9e63e4 ran · our draft was wrong Apache-2.0 (permissive)
GEMINI: Controlling the Sentence-level Writing Style for Abstractive Text Summarization 7 Apr 2023 baoguangsheng/gemini/fairseq/models/transformer_gemini.py 8cd8cb0d1e9e63e4 ran · our draft was wrong MIT (permissive)
Combinatorial Optimization enriched Machine Learning to solve the Dynamic Vehicle Routing Problem with Time Windows 3 Apr 2023 tumbais/euro-meets-neurips-2022/training/optimization.py a0f31bdd1ab03cbe unverified MIT (permissive)
Learning Physical Models that Can Respect Conservation Laws 21 Feb 2023 amazon-science/probconserv/deep_pdes/attentive_neural_process/probconserv.py 0c114347b4d5b3e6 ran Apache-2.0 (permissive)
A Reparameterized Discrete Diffusion Model for Text Generation 11 Feb 2023 hkunlp/reparam-discrete-diffusion/fairseq/diffusion_mt/models/diffusion_transformer_decoder.py 8cd8cb0d1e9e63e4 ran · our draft was wrong Apache-2.0 (permissive)
Complex Dynamic Neurons Improved Spiking Transformer Network for Efficient Automatic Speech Recognition 2 Feb 2023 MingLunHan/CIF-PyTorch/modules/cif_middleware.py 8cd8cb0d1e9e63e4 ran · our draft was wrong Apache-2.0 (permissive)
Off-Policy Evaluation for Action-Dependent Non-Stationary Environments 24 Jan 2023 yashchandak/activens/Src/OPE/hybrid.py 45949d2a6e389c3c ran · metamorphic tier: deterministic fingerprinted Apache-2.0 (permissive)
Multimodal Information Bottleneck: Learning Minimal Sufficient Unimodal and Multimodal Representations 31 Oct 2022 tmacmai/multimodal-information-bottleneck/MIB_github/modules/transformer.py 10865bbb99140edd ran · our draft was wrong MIT (permissive)
Information-Transport-based Policy for Simultaneous Translation 22 Oct 2022 ictnlp/itst/fairseq/models/transformer_itst.py 8cd8cb0d1e9e63e4 ran · our draft was wrong MIT recorded; this copy not marked cleared · pointer only
Syntax-guided Localized Self-attention by Constituency Syntactic Distance 21 Oct 2022 lumia-group/distance_transformer/fairseq/models/distance_transformer.py 1fa7b032a9e35bc7 ran · our draft was wrong MIT (permissive)
AutoMoE: Heterogeneous Mixture-of-Experts with Adaptive Computation for Efficient Neural Machine Translation 14 Oct 2022 identical code first harvested elsewhere 8cd8cb0d1e9e63e4 ran · our draft was wrong licence of this copy not recorded
Mixture of Attention Heads: Selecting Attention Heads Per Token 11 Oct 2022 yikangshen/moa/transformer_decoder.py 8cd8cb0d1e9e63e4 ran · our draft was wrong BSD-3-Clause (permissive)
Distill the Image to Nowhere: Inversion Knowledge Distillation for Multimodal Machine Translation 10 Oct 2022 pengr/ikd-mmt/fairseq/models/transformer_mmt.py 8cd8cb0d1e9e63e4 ran · our draft was wrong MIT recorded; this copy not marked cleared · pointer only
CCC-wav2vec 2.0: Clustering aided Cross Contrastive Self-supervised learning of speech representations 5 Oct 2022 speech-lab-iitm/ccc-wav2vec-2.0/fairseq/models/wav2vec/wav2vec2_asr.py 8cd8cb0d1e9e63e4 ran · our draft was wrong MIT recorded; this copy not marked cleared · pointer only
Mega: Moving Average Equipped Gated Attention 21 Sep 2022 facebookresearch/mega/fairseq/models/mega.py 8cd8cb0d1e9e63e4 ran · our draft was wrong MIT (permissive)
Benchmarking Compositionality with Formal Languages 17 Aug 2022 valvoda/neuraltransducer/src/transformer.py 8cd8cb0d1e9e63e4 ran · our draft was wrong MIT (permissive)
GTrans: Grouping and Fusing Transformer Layers for Neural Machine Translation 29 Jul 2022 identical code first harvested elsewhere 8cd8cb0d1e9e63e4 ran · our draft was wrong licence of this copy not recorded
Bitwidth-Adaptive Quantization-Aware Neural Network Training: A Meta-Learning Approach 20 Jul 2022 jsjs0369/MEBQAT/code/few_shot/mebqat_maml/arch.py ac41aeb6c257d037 unverified no licence file found · pointer only
ProDiff: Progressive Fast Diffusion Model For High-Quality Text-to-Speech 13 Jul 2022 Rongjiehuang/ProDiff/modules/commons/common_layers.py 10865bbb99140edd ran · our draft was wrong MIT (permissive)
SuperTickets: Drawing Task-Agnostic Lottery Tickets from Supernets via Jointly Architecture Searching and Parameter Pruning 8 Jul 2022 RICE-EIC/SuperTickets/models/masked_layers.py 14ae49efa13f6d21 ran MIT (permissive)
GenerSpeech: Towards Style Transfer for Generalizable Out-Of-Domain Text-to-Speech 15 May 2022 Rongjiehuang/GenerSpeech/modules/commons/common_layers.py 10865bbb99140edd ran · our draft was wrong MIT (permissive)
Unsupervised Cross-Task Generalization via Retrieval Augmentation 17 Apr 2022 INK-USC/ReCross/metax/models/bart_with_adapter.py a21cea116f20e132 unverified MIT (permissive)
Ray3D: ray-based 3D human pose estimation for monocular absolute 3D localization 22 Mar 2022 YxZhxn/Ray3D/lib/model/rie.py cc251cf5795301c9 ran · metamorphic tier: deterministic fingerprinted Apache-2.0 (permissive)
P-STMO: Pre-Trained Spatial Temporal Many-to-One Model for 3D Human Pose Estimation 15 Mar 2022 paTRICK-swk/P-STMO/model/stmo_pretrain.py 106e2299d93b5ed7 ran · metamorphic tier: deterministic fingerprinted MIT (permissive)
Continual Few-shot Relation Learning via Embedding Space Regularization and Data Augmentation 4 Mar 2022 qcwthu/Continual_Fewshot_Relation_Learning/encode.py 7c9c467b89b5d13a unverified MIT (permissive)
Learning the Beauty in Songs: Neural Singing Voice Beautifier 27 Feb 2022 MoonInTheRiver/DiffSinger/modules/commons/common_layers.py 10865bbb99140edd ran · our draft was wrong MIT (permissive)
DiffGAN-TTS: High-Fidelity and Efficient Text-to-Speech with Denoising Diffusion GANs 28 Jan 2022 komyeongjin/specdiff-gan/model/blocks.py 8cd8cb0d1e9e63e4 ran · our draft was wrong MIT (permissive)
IGLUE: A Benchmark for Transfer Learning across Modalities, Tasks, and Languages 27 Jan 2022 e-bug/volta/volta/m3p_transformer.py b5254f10aa821ab8 ran · our draft was wrong MIT (permissive)
Bridging Video-text Retrieval with Multiple Choice Questions 13 Jan 2022 towhee-io/towhee/towhee/models/bridgeformer/bridge_former_training_block.py 128875f3ef96bf3c ran · metamorphic tier: deterministic Apache-2.0 (permissive)
UniFormer: Unified Transformer for Efficient Spatiotemporal Representation Learning 12 Jan 2022 towhee-io/towhee/towhee/models/uniformer/uniformer.py 82f963c4eb1876d4 ran · metamorphic tier: deterministic Apache-2.0 (permissive)
L2ight: Enabling On-Chip Learning for Optical Neural Networks via Efficient in-situ Subspace Optimization 27 Oct 2021 jeremiemelo/l2ight/core/models/sparse_bp_resnet.py a324fe9ec27ccd0c unverified MIT recorded; this copy not marked cleared · pointer only
Towards Document-Level Paraphrase Generation with Sentence Rewriting and Reordering 15 Sep 2021 l-zhe/corpg/Transformer/Module.py 10865bbb99140edd ran · our draft was wrong MIT (permissive)
Train Short, Test Long: Attention with Linear Biases Enables Input Length Extrapolation 27 Aug 2021 ofirpress/attention_with_linear_biases/fairseq/modules/downsampled_multihead_attention.py 77d359c7acb72d6a unverified MIT recorded; this copy not marked cleared · pointer only
On Multi-Modal Learning of Editing Source Code 15 Aug 2021 modit-team/MODIT/src/transformer.py 8cd8cb0d1e9e63e4 ran · our draft was wrong MIT (permissive)
LoRA: Low-Rank Adaptation of Large Language Models 17 Jun 2021 zhanglab-aim/lingo/peftnew/tuners/lora.py 81d374052d6022b2 ran · metamorphic tier: deterministic GPL-3.0 (copyleft) · pointer only
LoRA: Low-Rank Adaptation of Large Language Models 17 Jun 2021 phoebussi/alpaca-cot/peft/src/peft/tuners/lora.py 1f506a3641c40fac ran · metamorphic tier: deterministic Apache-2.0 (permissive)
LoRA: Low-Rank Adaptation of Large Language Models 17 Jun 2021 labmlai/annotated_deep_learning_paper_implementations/labml_nn/lora/gpt2.py 57b8771890dd7b1b ran · metamorphic tier: invariant MIT (permissive)
Cascaded Head-colliding Attention 31 May 2021 LZhengisme/CODA/fairseq/models/coda_transformer.py 8cd8cb0d1e9e63e4 ran · our draft was wrong MIT recorded; this copy not marked cleared · pointer only
G-Transformer for Document-level Machine Translation 31 May 2021 baoguangsheng/g-transformer/fairseq/models/transformer.py 8cd8cb0d1e9e63e4 ran · our draft was wrong MIT (permissive)
EL-Attention: Memory Efficient Lossless Attention for Generation 11 May 2021 microsoft/fastseq/fastseq/models/prophetnet_fs/ngram_s2s_model.py 8cd8cb0d1e9e63e4 ran · our draft was wrong MIT (permissive)
Lessons on Parameter Sharing across Layers in Transformers 13 Apr 2021 takase/share_layer_params/fairseq/modules/transformer_layer.py 8cd8cb0d1e9e63e4 ran · our draft was wrong MIT recorded; this copy not marked cleared · pointer only
LaPred: Lane-Aware Prediction of Multi-Modal Future Trajectories of Dynamic Agents 1 Apr 2021 bdokim/LaPred/Lapred_original.py 354b4aa7071ef7d6 ran · metamorphic tier: deterministic fingerprinted no licence file found · pointer only
Free-form Description Guided 3D Visual Graph Network for Object Grounding in Point Cloud 30 Mar 2021 PNXD/FFL-3DOG/models/VisualGraphUpdate.py 6041eb662fd9e4e0 ran · metamorphic tier: invariant no licence file found · pointer only
IOT: Instance-wise Layer Reordering for Transformer Structures 5 Mar 2021 instance-wise-ordered-transformer/iot/fairseq/models/transformer.py 8cd8cb0d1e9e63e4 ran · our draft was wrong licence not identified · pointer only
Learning Accurate and Interpretable Decision Rule Sets from Neural Networks 4 Mar 2021 joeyonng/decision-rules-network/DRNet.py 1c56ae35e7e1be75 ran MIT (permissive)
Certified Robustness to Programmable Transformations in LSTMs 15 Feb 2021 foreverzyh/certified_lstms/src/ibp.py fd80a7008b51f354 unverified MIT (permissive)
Learning Light-Weight Translation Models from Deep Transformer 27 Dec 2020 libeineu/GPKD/fairseq/models/group_permutation_transformer.py 39d7b4dcef476bec ran · our draft was wrong MIT (permissive)
Beyond English-Centric Multilingual Machine Translation 21 Oct 2020 identical code first harvested elsewhere 8cd8cb0d1e9e63e4 ran · our draft was wrong licence of this copy not recorded
GSum: A General Framework for Guided Neural Abstractive Summarization 15 Oct 2020 neulab/guided_summarization/bart/fairseq/models/guided_transformer.py 8cd8cb0d1e9e63e4 ran · our draft was wrong MIT (permissive)
Very Deep Transformers for Neural Machine Translation 18 Aug 2020 microsoft/deepnmt/deepnmt/transformer_layer.py 8cd8cb0d1e9e63e4 ran · our draft was wrong MIT (permissive)
A Novel Graph-based Multi-modal Fusion Encoder for Neural Machine Translation 17 Jul 2020 middlekisser/GMNMT/model/util.py df2d2d1b03d720a2 unverified MIT (permissive)
Multi-branch Attentive Transformer 18 Jun 2020 HA-Transformer/HA-Transformer/fairseq/models/transformer.py 8cd8cb0d1e9e63e4 ran · our draft was wrong MIT recorded; this copy not marked cleared · pointer only
Bootstrap your own latent: A new approach to self-supervised Learning 13 Jun 2020 liyi01827/noisy-contrastive/simsiam/model_factory.py 4a24b0e23a6445dd ran · metamorphic tier: deterministic no licence file found · pointer only
Pruning neural networks without any data by iteratively conserving synaptic flow 9 Jun 2020 iurada/px-ntk-pruning/lib/pruners.py dc24efa85753be6b ran · metamorphic tier: invariant no licence file found · pointer only
End-to-End Adversarial Text-to-Speech 5 Jun 2020 yanggeng1995/EATS/models/model.py 357894f4132b8a28 ran · metamorphic tier: deterministic no licence file found · pointer only

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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