Home › Code › gumbel_softmax_sample

gumbel_softmax_sample

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

gumbel_softmax_sample appears in the code Syntology harvested for 49 papers, as 37 distinct code bodies found in 49 places (a place is one code body under one paper). At least one of them ran in 32 of the papers; 11 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_sample 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 20 of the 37 distinct code bodies named gumbel_softmax_sample; 17 are unverified. One tile per status, in the site's fixed vocabulary, each code body counted once:

2ran · honoured contract
0ran · violated contract
10ran · our draft was wrong
2ran · fixture could not drive it
6ran
17unverified
11fingerprinted

Licence is a property of each copy, so it is counted per place: 18 of the 49 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

49 papers shown of 49, newest first; 49 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 2 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
Self-Adaptive Scale Handling for Forecasting Time Series with Scale Heterogeneity added by Syntology 18 Jun 2026 Meteor-Stars/ASTSF/models/Autoformer.py cbbcf98897231d2e ran no licence file found · pointer only
A Lightweight Sparse Interaction Network for Time Series Forecasting added by Syntology 2026-02 (from id) Meteor-Stars/LSINet/models/LSINet.py fce7e94284fafc48 ran · our draft was wrong fingerprinted no licence file found · pointer only
Shapley Machine: A Game-Theoretic Framework for N-Agent Ad Hoc Teamwork 12 Jun 2025 hsvgbkhgbv/shapley-machine-naht/src/controllers/maddpg_controller.py 355d7b51c7ffd042 ran fingerprinted Apache-2.0 (permissive)
Kaleidoscope: Learnable Masks for Heterogeneous Multi-agent Reinforcement Learning 11 Oct 2024 LXXXXR/Kaleidoscope/Kalei_MPE/src/controllers/maddpg_controller.py 355d7b51c7ffd042 ran fingerprinted Apache-2.0 (permissive)
arXiv:2410.03997 2024-10 (from id) paulzyzy/YOLO-MARL/YOLO-MARL/src/controllers/maddpg_controller.py 355d7b51c7ffd042 ran fingerprinted no licence file found · pointer only
EvoMesh: Adaptive Physical Simulation with Hierarchical Graph Evolutions 3 Oct 2024 hbell99/evomesh/src/core_model.py cde5a020525dc9c4 ran fingerprinted MIT (permissive)
BackdoorBench: A Comprehensive Benchmark and Analysis of Backdoor Learning 29 Jul 2024 sclbd/backdoorbench/backdoorbench_nlp/attack/lws/attack_lws.py 1c1c354c8558eb8f unverified licence not identified · pointer only
Model-based Reinforcement Learning for Parameterized Action Spaces 3 Apr 2024 valarzz/dlpa/models/model_utils.py 6aa6155903c761f7 ran fingerprinted no licence file found · pointer only
Auto-Train-Once: Controller Network Guided Automatic Network Pruning from Scratch 21 Mar 2024 xidongwu/AutoTrainOnce/imgnet_models/hypernet.py 82162a6032091037 ran · honoured contract fingerprinted no licence file found · pointer only
Larimar: Large Language Models with Episodic Memory Control 18 Mar 2024 IBM/larimar/larimar_base/modules/cara.py 24917c0c46cbfb0f ran fingerprinted Apache-2.0 (permissive)
Concrete Subspace Learning based Interference Elimination for Multi-task Model Fusion 11 Dec 2023 tanganke/subspace_fusion/src/gumbel.py 4f0159d8d299aec4 ran fingerprinted no licence file found · pointer only
Trading Information between Latents in Hierarchical Variational Autoencoders 9 Feb 2023 timxzz/hit/utils.py d39a16dc280db7c4 unverified MIT (permissive)
Effects of Spectral Normalization in Multi-agent Reinforcement Learning 10 Dec 2022 kinalmehta/epymarl_spectral/src_spectral/controllers/maddpg_controller.py 355d7b51c7ffd042 ran fingerprinted Apache-2.0 (permissive)
NASA: Neural Architecture Search and Acceleration for Hardware Inspired Hybrid Networks 24 Oct 2022 gatech-eic/nasa/model_search.py 0d41bbe52278fde1 ran · fixture could not drive it no licence file found · pointer only
Multi-agent Dynamic Algorithm Configuration 13 Oct 2022 lamda-bbo/madac/algos/madac/controllers/maddpg_controller.py 355d7b51c7ffd042 ran fingerprinted Apache-2.0 recorded; this copy not marked cleared · pointer only
SQ-VAE: Variational Bayes on Discrete Representation with Self-annealed Stochastic Quantization 16 May 2022 sony/sqvae/vision/quantizer.py 545203c795be4bc9 ran · our draft was wrong Apache-2.0 (permissive)
GroupNet: Multiscale Hypergraph Neural Networks for Trajectory Prediction with Relational Reasoning 19 Apr 2022 mediabrain-sjtu/groupnet/model/GroupNet_nba.py 2cecb1236580790d 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 7a26c95f374badbf 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 0d41bbe52278fde1 ran · fixture could not drive it MIT (permissive)
Variational Multi-Task Learning with Gumbel-Softmax Priors 9 Nov 2021 autumn9999/vmtl/model_vmtl.py 09ef8173e6e07e61 ran · our draft was wrong no licence file found · pointer only
Auto-NBA: Efficient and Effective Search Over the Joint Space of Networks, Bitwidths, and Accelerators 11 Jun 2021 identical code first harvested elsewhere 0d41bbe52278fde1 ran · fixture could not drive it licence of this copy not recorded
Turn the Combination Lock: Learnable Textual Backdoor Attacks via Word Substitution 11 Jun 2021 thunlp/BkdAtk-LWS/src/models/self_learning_poison_nn.py d32fc9578a779a8b unverified MIT (permissive)
Faster Meta Update Strategy for Noise-Robust Deep Learning 30 Apr 2021 youjiangxu/FaMUS/FaMUS/grad_operator_layer.py 3685cb8a4375545e unverified no licence file found · pointer only
Discrete Graph Structure Learning for Forecasting Multiple Time Series 18 Jan 2021 chaoshangcs/GTS/model/pytorch/model.py d925dcd18145a559 ran · our draft was wrong fingerprinted Apache-2.0 (permissive)
GAN Slimming: All-in-One GAN Compression by A Unified Optimization Framework 25 Aug 2020 TAMU-VITA/AGD/AGD_SR/search/model_eval.py 0d41bbe52278fde1 ran · fixture could not drive it MIT (permissive)
TERA: Self-Supervised Learning of Transformer Encoder Representation for Speech 12 Jul 2020 Pandade1997/tera_asvproof/transformer/model_quantize.py 4650349b06b3d90f ran · fixture could not drive it MIT (permissive)
Efficient Marginalization of Discrete and Structured Latent Variables via Sparsity 3 Jul 2020 deep-spin/sparse-marginalization-lvm/lvmhelpers/gumbel.py 14f427f55b4bed08 unverified MIT (permissive)
Causal Discovery in Physical Systems from Videos 1 Jul 2020 pairlab/v-cdn/models_dy.py 8c49f9e976f85256 ran · our draft was wrong no licence file found · pointer only
Agent Modelling under Partial Observability for Deep Reinforcement Learning 16 Jun 2020 uoe-agents/LIAM/double_speaker_listener/misc.py 3d973efdd0cf8e2b unverified MIT (permissive)
Benchmarking Multi-Agent Deep Reinforcement Learning Algorithms in Cooperative Tasks 14 Jun 2020 dtabas/epymarl/src/controllers/maddpg_controller.py 355d7b51c7ffd042 ran fingerprinted Apache-2.0 recorded; this copy not marked cleared · pointer only
Vector-Quantized Autoregressive Predictive Coding 17 May 2020 identical code first harvested elsewhere 4650349b06b3d90f ran · fixture could not drive it licence of this copy not recorded
On the interaction between supervision and self-play in emergent communication 4 Feb 2020 backpropper/s2p/ibr_game/finetune.py 626e470a849ef8d9 ran · honoured contract fingerprinted MIT (permissive)
FasterSeg: Searching for Faster Real-time Semantic Segmentation 23 Dec 2019 TAMU-VITA/FasterSeg/search/model_search.py 0d41bbe52278fde1 ran · fixture could not drive it MIT (permissive)
Clotho: An Audio Captioning Dataset 21 Oct 2019 wsntxxn/AudioCaption/captioning/losses/loss.py e698f855f3588740 unverified MIT (permissive)
SqueezeNAS: Fast neural architecture search for faster semantic segmentation 5 Aug 2019 ashaw596/squeezenas/search/arch_search.py 006e84a4cd167e2d unverified MIT (permissive)
Neural Stored-program Memory 25 May 2019 thaihungle/NSM/nutm/head.py 6487a734b172a2c0 unverified MIT (permissive)
An Unsupervised Autoregressive Model for Speech Representation Learning 5 Apr 2019 iamyuanchung/VQ-APC/vqapc_model.py 4650349b06b3d90f 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 d9d8d4a8cb1a6161 unverified MIT (permissive)
Coarse-Graining Auto-Encoders for Molecular Dynamics 6 Dec 2018 wwang2/Coarse-Graining-Auto-encoders/cgae.py 6bd331cf7087ed47 ran · our draft was wrong no licence file found · pointer only
CompILE: Compositional Imitation Learning and Execution 4 Dec 2018 tkipf/compile/utils.py 631b93cb47a9bbf6 unverified MIT (permissive)
Variational Inference with Tail-adaptive f-Divergence 29 Oct 2018 dilinwang820/adaptive-f-divergence/gmm/models.py 4585bc9d54ee562c unverified MIT (permissive)
Actor-Attention-Critic for Multi-Agent Reinforcement Learning 5 Oct 2018 shariqiqbal2810/MAAC/utils/misc.py 77260fe089db715e unverified MIT (permissive)
Latent Alignment and Variational Attention 10 Jul 2018 harvardnlp/var-attn/onmt/modules/VariationalAttention.py 1fca2249a86bd6ac unverified MIT (permissive)
NetGAN: Generating Graphs via Random Walks 2 Mar 2018 danielzuegner/netgan/netgan/netgan.py e88d13c54d340cc0 unverified MIT (permissive)
Neural Speed Reading via Skim-RNN 6 Nov 2017 ht1221/leap-lstm/skiplstm.py e7121edc84f532e9 unverified Apache-2.0 (permissive)
Multi-Agent Actor-Critic for Mixed Cooperative-Competitive Environments 7 Jun 2017 Yutongamber/MADDPG/maddpg-pytorch/algorithms/maddpg.py 6697676fd57aebe3 ran · our draft was wrong fingerprinted MIT (permissive)
Categorical Reparameterization with Gumbel-Softmax 3 Nov 2016 EdoardoBotta/Gaussian-Mixture-VAE/distributions/gumbel.py d069f664a7cf326c ran · our draft was wrong no licence file found · pointer only
arXiv:aaai_29990 reail-iitd/goalnet/src/GNN.py cee4f5e0039f6ed9 unverified BSD-3-Clause (permissive)
arXiv:Fu_SACoD_Sensor_Algorithm_Co-Design_Towards_Efficient_CNN-Powered_Intelligent_PhlatCam_ICCV_2021_paper RICE-EIC/SACoD/model_search.py 0d41bbe52278fde1 ran · fixture could not drive it 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