Home › Code › gumbel_softmax

gumbel_softmax

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

gumbel_softmax appears in the code Syntology harvested for 82 papers, as 68 distinct code bodies found in 86 places (a place is one code body under one paper). At least one of them ran in 41 of the papers; 17 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 gumbel_softmax 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 38 of the 68 distinct code bodies named gumbel_softmax; 30 are unverified. One tile per status, in the site's fixed vocabulary, each code body counted once:

1ran · honoured contract
0ran · violated contract
17ran · our draft was wrong
7ran · fixture could not drive it
13ran
30unverified
17fingerprinted

Licence is a property of each copy, so it is counted per place: 29 of the 86 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

82 papers shown of 82, newest first; 86 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
Self-Adaptive Scale Handling for Forecasting Time Series with Scale Heterogeneity added by Syntology 18 Jun 2026 Meteor-Stars/ASTSF/models/Autoformer.py d1a0d09d90059384 ran no licence file found · pointer only
Self-Adaptive Scale Handling for Forecasting Time Series with Scale Heterogeneity added by Syntology 18 Jun 2026 Meteor-Stars/ASTSF/models/Informer.py 042821ea249f57f3 ran no licence file found · pointer only
Self-Adaptive Scale Handling for Forecasting Time Series with Scale Heterogeneity added by Syntology 18 Jun 2026 Meteor-Stars/ASTSF/models/Performer.py 2f63f07e9966dd1b ran no licence file found · pointer only
Hierarchical Entity-centric Reinforcement Learning with Factored Subgoal Diffusion added by Syntology 2026-02 (from id) DanHrmti/ECRL/slot_attention/slate_model.py 94c911439007d22c unverified MIT (permissive)
A Lightweight Sparse Interaction Network for Time Series Forecasting added by Syntology 2026-02 (from id) Meteor-Stars/LSINet/models/LSINet.py 447344e558aec603 ran · our draft was wrong fingerprinted no licence file found · pointer only
Information-Theoretic Discrete Diffusion added by Syntology 2025-10 (from id) Dongjae0324/infodis/catsample.py a017bf60b761f427 unverified no licence file found · pointer only
Preference-driven Knowledge Distillation for Few-shot Node Classification added by Syntology 2025-10 (from id) GEEX-Weixing/PKD/model_merge.py a2cee9627e5486bc unverified no licence file found · pointer only
Beyond Softmax: A Natural Parameterization for Categorical Random Variables added by Syntology 2025-09 (from id) jxmorris12/categorical-vae/models.py 74156d4f42cb972c unverified no licence file found · pointer only
TableDART: Dynamic Adaptive Multi-Modal Routing for Table Understanding added by Syntology 2025-09 (from id) xiaobo-xing/TableDART/utils/helpers.py 9cd80f1cf34e76d3 unverified MIT (permissive)
Any-Order GPT as Masked Diffusion Model: Decoupling Formulation and Architecture 24 Jun 2025 scxue/ao-gpt-mdm/catsample.py a017bf60b761f427 unverified no licence file found · pointer only
CausalDynamics: A large-scale benchmark for structural discovery of dynamical causal models 22 May 2025 kausable/CausalDynamics/src/causaldynamics/baselines/cuts.py 6d7b4720abae6d94 unverified MIT (permissive)
EvoMesh: Adaptive Physical Simulation with Hierarchical Graph Evolutions 3 Oct 2024 hbell99/evomesh/src/core_model.py 9edcd2f740c1f6be ran MIT (permissive)
Dynamic Diffusion Transformer 4 Oct 2024 nus-hpc-ai-lab/dynamic-diffusion-transformer/dynamic_model.py bdd92b1a82bf4ae1 ran fingerprinted no licence file found · pointer only
TokenBinder: Text-Video Retrieval with One-to-Many Alignment Paradigm 30 Sep 2024 bingqingzhang/TokenBinder/src/modeling/scene_decoder.py 7f29142583965575 ran · our draft was wrong fingerprinted MIT (permissive)
Multi-Grid Graph Neural Networks with Self-Attention for Computational Mechanics 18 Sep 2024 DonsetPG/graph-physics/graphphysics/models/transolver.py 967c2eda827a1708 ran fingerprinted no licence file found · pointer only
Recurrent Neural Networks Learn to Store and Generate Sequences using Non-Linear Representations 20 Aug 2024 robertcsordas/onion_representations/framework/layers/gumbel_softmax.py 70ab3336f5bc37ef ran no licence file found · pointer only
BackdoorBench: A Comprehensive Benchmark and Analysis of Backdoor Learning 29 Jul 2024 sclbd/backdoorbench/backdoorbench_nlp/attack/lws/attack_lws.py 3f472db5c0c14538 unverified licence not identified · pointer only
LPViT: Low-Power Semi-structured Pruning for Vision Transformers 2 Jul 2024 Akimoto-Cris/LPViT/sp_vision_transformer.py 7c73b690d9886b5d ran no licence file found · pointer only
Your Absorbing Discrete Diffusion Secretly Models the Conditional Distributions of Clean Data 6 Jun 2024 ml-gsai/radd/catsample.py a017bf60b761f427 unverified Apache-2.0 (permissive)
Amortizing intractable inference in diffusion models for vision, language, and control 31 May 2024 gfnorg/diffusion-finetuning/diffusion_lm/catsample.py a017bf60b761f427 unverified no licence file found · pointer only
Model-based Reinforcement Learning for Parameterized Action Spaces 3 Apr 2024 valarzz/dlpa/models/model_utils.py cfae8747398da049 ran no licence file found · pointer only
Entity-Centric Reinforcement Learning for Object Manipulation from Pixels 1 Apr 2024 danhrmti/ecrl/slot_attention/slate_model.py 94c911439007d22c unverified MIT (permissive)
Larimar: Large Language Models with Episodic Memory Control 18 Mar 2024 IBM/larimar/larimar_base/modules/cara.py 87a4396ef404f47b ran fingerprinted Apache-2.0 (permissive)
Token-Specific Watermarking with Enhanced Detectability and Semantic Coherence for Large Language Models 28 Feb 2024 mignonjia/ts_watermark/utils/generation.py d474025fbccd785b ran no licence file found · pointer only
Discrete Neural Algorithmic Reasoning 18 Feb 2024 yandex-research/dnar/utils.py b1d27ed952dcc5ab ran Apache-2.0 (permissive)
Concrete Subspace Learning based Interference Elimination for Multi-task Model Fusion 11 Dec 2023 tanganke/subspace_fusion/src/gumbel.py 4862418d811e8034 unverified no licence file found · pointer only
SPOT: Self-Training with Patch-Order Permutation for Object-Centric Learning with Autoregressive Transformers 1 Dec 2023 gkakogeorgiou/spot/utils_spot.py 94c911439007d22c unverified MIT (permissive)
Advancing Bayesian Optimization via Learning Correlated Latent Space 31 Oct 2023 mlvlab/CoBO/cobo/utils/mol_utils/selfies_vae/model_positional_unbounded.py 5b05e8e843deabaf ran MIT (permissive)
Uncovering Prototypical Knowledge for Weakly Open-Vocabulary Semantic Segmentation 29 Oct 2023 Ferenas/PGSeg/models/pgseg.py 7f29142583965575 ran · our draft was wrong fingerprinted no licence file found · pointer only
Discrete Diffusion Modeling by Estimating the Ratios of the Data Distribution 25 Oct 2023 louaaron/Score-Entropy-Discrete-Diffusion/catsample.py a017bf60b761f427 unverified MIT (permissive)
Class-Incremental Grouping Network for Continual Audio-Visual Learning 11 Sep 2023 stonemo/cign/grouping.py 7f29142583965575 ran · our draft was wrong fingerprinted Apache-2.0 (permissive)
Shatter and Gather: Learning Referring Image Segmentation with Text Supervision 29 Aug 2023 kdwonn/SaG/model/cross_modal_attention.py c8519676aac0e734 ran · our draft was wrong fingerprinted no licence file found · pointer only
PuMer: Pruning and Merging Tokens for Efficient Vision Language Models 27 May 2023 csarron/pumer/src/pumer/model/pruner.py 6fc7e8621386c6d2 ran · our draft was wrong fingerprinted MIT (permissive)
Audio-Visual Grouping Network for Sound Localization from Mixtures 29 Mar 2023 stonemo/avgn/model.py 7f29142583965575 ran · our draft was wrong fingerprinted Apache-2.0 (permissive)
Neural Systematic Binder 2 Nov 2022 singhgautam/sysbinder/utils.py 94c911439007d22c unverified MIT (permissive)
Towards Better Out-of-Distribution Generalization of Neural Algorithmic Reasoning Tasks 1 Nov 2022 smahdavi4/clrs/clrs/_src/nets.py cc85a2f3114ddf9a unverified Apache-2.0 (permissive)
NASA: Neural Architecture Search and Acceleration for Hardware Inspired Hybrid Networks 24 Oct 2022 gatech-eic/nasa/model_search.py 5109085229be38d2 ran · fixture could not drive it no licence file found · pointer only
Regularized Graph Structure Learning with Semantic Knowledge for Multi-variates Time-Series Forecasting 12 Oct 2022 alipay/RGSL/model/RGSL.py 7e5297fa7f8589bf ran · fixture could not drive it no licence file found · pointer only
Simple Unsupervised Object-Centric Learning for Complex and Naturalistic Videos 27 May 2022 singhgautam/steve/utils.py 94c911439007d22c unverified MIT (permissive)
GroupNet: Multiscale Hypergraph Neural Networks for Trajectory Prediction with Relational Reasoning 19 Apr 2022 mediabrain-sjtu/groupnet/model/GroupNet_nba.py 422ac583248740e3 ran · our draft was wrong fingerprinted MIT (permissive)
Linking Emergent and Natural Languages via Corpus Transfer 24 Mar 2022 ysymyth/ec-nl/ec-game/models.py b656c9b77d891ba9 ran · our draft was wrong MIT (permissive)
MuKEA: Multimodal Knowledge Extraction and Accumulation for Knowledge-based Visual Question Answering 17 Mar 2022 AndersonStra/MuKEA/okvqa/gumbel_softmax.py 8181c4e9f8e6986a unverified MIT (permissive)
Learning Group Importance using the Differentiable Hypergeometric Distribution 3 Mar 2022 thomassutter/mvhg/mvhg/tf_fmvhg.py 6145a3352a4a5eba ran · honoured contract MIT (permissive)
Benchmarking Robustness of 3D Point Cloud Recognition Against Common Corruptions 28 Jan 2022 tiangexiang/CurveNet/core/models/walk.py 4483990ec7814fc4 unverified MIT (permissive)
Local Latent Space Bayesian Optimization over Structured Inputs 28 Jan 2022 nataliemaus/lolbo/lolbo/utils/mol_utils/selfies_vae/model_positional_unbounded.py 5b05e8e843deabaf ran MIT (permissive)
Variational Multi-Task Learning with Gumbel-Softmax Priors 9 Nov 2021 autumn9999/vmtl/model_vmtl.py ad6724b21272b7b3 ran · our draft was wrong no licence file found · pointer only
Learning Implicit Sentiment in Aspect-based Sentiment Analysis with Supervised Contrastive Pre-Training 3 Nov 2021 Tribleave/SCAPT-ABSA/model/module/misc.py e6d0d3fd5a52390a ran · our draft was wrong fingerprinted MIT (permissive)
Illiterate DALL-E Learns to Compose 17 Oct 2021 singhgautam/slate/utils.py 94c911439007d22c unverified MIT (permissive)
Low-Resource Dialogue Summarization with Domain-Agnostic Multi-Source Pretraining 9 Sep 2021 RowitZou/DAMS/src/models/dams.py e6d0d3fd5a52390a ran · our draft was wrong fingerprinted MIT (permissive)
Single Node Injection Attack against Graph Neural Networks 30 Aug 2021 taoshuchang/g-nia/gnia.py 36c38bfa52ade5c4 ran · fixture could not drive it fingerprinted no licence file found · pointer only
Auto-NBA: Efficient and Effective Search Over the Joint Space of Networks, Bitwidths, and Accelerators 11 Jun 2021 RICE-EIC/Auto-NBA/model_search.py 1824fbfcfee2e185 ran · our draft was wrong MIT (permissive)
Turn the Combination Lock: Learnable Textual Backdoor Attacks via Word Substitution 11 Jun 2021 thunlp/BkdAtk-LWS/src/models/self_learning_poison_nn.py 14a7ead8fd4df5d1 unverified MIT (permissive)
CogView: Mastering Text-to-Image Generation via Transformers 26 May 2021 THUDM/CogView/vqvae/vqvae_zc.py ecf5254f4cf87fef ran · fixture could not drive it fingerprinted Apache-2.0 (permissive)
Faster Meta Update Strategy for Noise-Robust Deep Learning 30 Apr 2021 youjiangxu/FaMUS/FaMUS/grad_operator_layer.py f65d1dea35887b02 unverified no licence file found · pointer only
Dynamic Slimmable Network 24 Mar 2021 changlin31/DS-Net/dyn_slim/models/dyn_slim_net.py a385ad93fbda3711 ran · our draft was wrong fingerprinted no licence file found · pointer only
Discrete Graph Structure Learning for Forecasting Multiple Time Series 18 Jan 2021 chaoshangcs/GTS/model/pytorch/model.py a71884d37a633b0f ran · our draft was wrong fingerprinted Apache-2.0 (permissive)
Efficient Variational Inference for Sparse Deep Learning with Theoretical Guarantee 15 Nov 2020 JinchengBai/sparse-variational-bnn/models/sparsefunc.py ef0219182bdf035d ran · our draft was wrong no licence file found · pointer only
Stylized Dialogue Response Generation Using Stylized Unpaired Texts 27 Sep 2020 silverriver/Stylized_Dialog/TCFC/bt_beam/model/gumbel.py b01af6c90565be7a unverified MIT (permissive)
GAN Slimming: All-in-One GAN Compression by A Unified Optimization Framework 25 Aug 2020 TAMU-VITA/AGD/AGD_SR/search/model_search.py d7fcc574ceb67943 unverified MIT (permissive)
TERA: Self-Supervised Learning of Transformer Encoder Representation for Speech 12 Jul 2020 Pandade1997/tera_asvproof/transformer/model_quantize.py 24b061a6d0af9f9e unverified MIT (permissive)
Causal Discovery in Physical Systems from Videos 1 Jul 2020 pairlab/v-cdn/models_dy.py 8a5f974f305016c7 ran · our draft was wrong no licence file found · pointer only
Generating Diverse and Consistent QA pairs from Contexts with Information-Maximizing Hierarchical Conditional VAEs 28 May 2020 seanie12/Info-HCVAE/vae/models.py 7b8c9c000eba3141 unverified Apache-2.0 (permissive)
Vector-Quantized Autoregressive Predictive Coding 17 May 2020 identical code first harvested elsewhere 4763872bbaf3ab60 ran · fixture could not drive it licence of this copy not recorded
Editable Neural Networks 1 Apr 2020 xtinkt/editable/lib/utils/gumbel.py 57aebddd2139800f unverified MIT (permissive)
On the interaction between supervision and self-play in emergent communication 4 Feb 2020 backpropper/s2p/ibr_game/finetune.py 779be7e9ddb772f0 ran · fixture could not drive it MIT (permissive)
FasterSeg: Searching for Faster Real-time Semantic Segmentation 23 Dec 2019 TAMU-VITA/FasterSeg/search/model_search.py d7fcc574ceb67943 unverified MIT (permissive)
Neural Stored-program Memory 25 May 2019 thaihungle/NSM/nutm/head.py c9c4a55dda5b3034 unverified MIT (permissive)
Actional-Structural Graph Convolutional Networks for Skeleton-based Action Recognition 26 Apr 2019 limaosen0/AS-GCN/net/utils/adj_learn.py 99297212116c8e48 unverified BSD-2-Clause (permissive)
Actional-Structural Graph Convolutional Networks for Skeleton-based Action Recognition 26 Apr 2019 limaosen0/AS-GCN/net/utils/utils_adj.py 588710fb10212034 unverified BSD-2-Clause (permissive)
An Unsupervised Autoregressive Model for Speech Representation Learning 5 Apr 2019 iamyuanchung/VQ-APC/vqapc_model.py 4763872bbaf3ab60 ran · fixture could not drive it no licence file found · pointer only
Weakly Supervised Complementary Parts Models for Fine-Grained Image Classification from the Bottom Up 7 Mar 2019 ac-rodriguez/privilegedpooling/models/model_attention_map.py 5f8b9d06f8c76f10 unverified MIT (permissive)
Causal Discovery Toolbox: Uncover causal relationships in Python 6 Mar 2019 elementai/causal_discovery_toolbox/cdt/utils/torch.py 8db23fb76184682b unverified MIT (permissive)
Variational Inference with Tail-adaptive f-Divergence 29 Oct 2018 dilinwang820/adaptive-f-divergence/gmm/models.py 224f38d0ea42fd3c unverified MIT (permissive)
DARTS: Differentiable Architecture Search 24 Jun 2018 aragakiyuiii/Gumbel-darts-master/cnn/model_search.py d599e623fb8e126d ran · our draft was wrong Apache-2.0 (permissive)
DARTS: Differentiable Architecture Search 24 Jun 2018 sjoshi804/hierarchical-darts-neural-architecture-search/mixed_operation.py 3cb0d3bdcd72602a ran · our draft was wrong fingerprinted MIT (permissive)
Spreading vectors for similarity search 8 Jun 2018 lsyhprum/brewess/lib/nn_utils.py 63af884f867546da unverified MIT (permissive)
Structural Agnostic Modeling: Adversarial Learning of Causal Graphs 13 Mar 2018 Diviyan-Kalainathan/SAM/sam/utils/gumble_utils.py 8db23fb76184682b unverified Apache-2.0 (permissive)
GraphRNN: Generating Realistic Graphs with Deep Auto-regressive Models 24 Feb 2018 snap-stanford/GraphRNN/model.py 7c1c7cc69fad8a40 unverified MIT (permissive)
Multi-Agent Actor-Critic for Mixed Cooperative-Competitive Environments 7 Jun 2017 Yutongamber/MADDPG/maddpg-pytorch/algorithms/maddpg.py 57d033c0c861f3d0 ran · our draft was wrong fingerprinted MIT (permissive)
Categorical Reparameterization with Gumbel-Softmax 3 Nov 2016 hellolzc/SBN_gumbel/gumbel_sigmoid_softmax.py ae5d3a400d0e7968 ran · fixture could not drive it fingerprinted MIT (permissive)
Binarized Neural Networks: Training Deep Neural Networks with Weights and Activations Constrained to +1 or -1 9 Feb 2016 hellolzc/SBN_gumbel/gumbel_sigmoid_softmax.py 706773b496bb4a28 ran · our draft was wrong fingerprinted MIT (permissive)
arXiv:ijcai2024_0790 CGCL-codes/CausalNET/model/utils/util_gumbel.py e10ed51d25269698 unverified MIT (permissive)
arXiv:aaai_29990 reail-iitd/goalnet/src/GNN.py b83588af757d6897 unverified BSD-3-Clause (permissive)
arXiv:aaai_21320 siat-nlp/GALAXY/galaxy/modules/functions.py bde92178dc0143b3 unverified Apache-2.0 (permissive)
arXiv:aaai_17143 madoibito80/advantage-nas/util.py 106984405ccfc4ac unverified Apache-2.0 (permissive)
arXiv:Fu_SACoD_Sensor_Algorithm_Co-Design_Towards_Efficient_CNN-Powered_Intelligent_PhlatCam_ICCV_2021_paper RICE-EIC/SACoD/model_search.py d7fcc574ceb67943 unverified 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".

Report a problem or propose a change · a person checks every report against the paper or source before anything changes; decisions are listed on /corrections