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sample_gumbel

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

sample_gumbel appears in the code Syntology harvested for 62 papers, as 42 distinct code bodies found in 63 places (a place is one code body under one paper). At least one of them ran in 48 of the papers; 3 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 sample_gumbel 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 27 of the 42 distinct code bodies named sample_gumbel; 15 are unverified. One tile per status, in the site's fixed vocabulary, each code body counted once:

0ran · honoured contract
0ran · violated contract
15ran · our draft was wrong
2ran · fixture could not drive it
10ran
15unverified
3fingerprinted

Licence is a property of each copy, so it is counted per place: 24 of the 63 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

62 papers shown of 62, newest first; 63 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 3 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
Self-Adaptive Scale Handling for Forecasting Time Series with Scale Heterogeneity added by Syntology 18 Jun 2026 Meteor-Stars/ASTSF/models/Autoformer.py c0b95d683752d410 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 48797d13bd667d9f ran · our draft was wrong no licence file found · pointer only
Charting the Design Space of Neural Graph Representations for Subgraph Matching added by Syntology 2025-10 (from id) structlearning/neural-subm-design-space/utils/model_utils.py 1deb3935695bf27e unverified 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 3695d66ab681cacf ran Apache-2.0 (permissive)
Differentiable Adversarial Attacks for Marked Temporal Point Processes 17 Jan 2025 data-iitd/advtpp/Models.py 38295d06897ba5e6 ran · our draft was wrong MIT (permissive)
Offline Model-Based Optimization by Learning to Rank 15 Oct 2024 lamda-bbo/Offline-RaM/losses/loss_utils.py c754deebeb9906bf ran no licence file found · pointer only
Kaleidoscope: Learnable Masks for Heterogeneous Multi-agent Reinforcement Learning 11 Oct 2024 LXXXXR/Kaleidoscope/Kalei_MPE/src/controllers/maddpg_controller.py 3695d66ab681cacf ran Apache-2.0 (permissive)
Unsupervised Representation Learning from Sparse Transformation Analysis 7 Oct 2024 kingjamessong/latent-flow/latent_flow.py 0181920f28840de9 ran · our draft was wrong Apache-2.0 (permissive)
arXiv:2410.03997 2024-10 (from id) paulzyzy/YOLO-MARL/YOLO-MARL/src/controllers/maddpg_controller.py 3695d66ab681cacf ran no licence file found · pointer only
Robust Traffic Forecasting against Spatial Shift over Years 1 Oct 2024 dreamzz5/st-expert/src/models/gwnet.py 18b4fa2c6dfb395a 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 c90c471ae2414cc1 unverified licence not identified · pointer only
Learning to Complement and to Defer to Multiple Users 9 Jul 2024 zhengzhang37/lecodu/lecodu_chaoyang.py 7c913c414af7196f ran · our draft was wrong no licence file found · pointer only
Causality Pursuit from Heterogeneous Environments via Neural Adversarial Invariance Learning 7 May 2024 wmyw96/fair/methods/fair_algo.py 676c479401247881 ran no licence file found · pointer only
Model-based Reinforcement Learning for Parameterized Action Spaces 3 Apr 2024 valarzz/dlpa/models/model_utils.py ad9b1527ee7ba21d ran 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 2908a8bdfec77e29 ran · our draft was wrong no licence file found · pointer only
Larimar: Large Language Models with Episodic Memory Control 18 Mar 2024 IBM/larimar/larimar_base/modules/cara.py 5e09673708d9ac7e ran Apache-2.0 (permissive)
Not All Tasks Are Equally Difficult: Multi-Task Deep Reinforcement Learning with Dynamic Depth Routing 22 Dec 2023 DarkDawn233/D2R_MTRL/torchrl/networks/depth_route_net.py f25a7e88ddd2a04b ran fingerprinted Apache-2.0 (permissive)
Signed Graph Neural Ordinary Differential Equation for Modeling Continuous-time Dynamics 18 Dec 2023 beautyonce/sgode/SGODE-RNN/model/pytorch/model.py fa16e260752a65f0 ran no licence file found · pointer only
Concrete Subspace Learning based Interference Elimination for Multi-task Model Fusion 11 Dec 2023 tanganke/subspace_fusion/src/gumbel.py 00e884bd2fc5d361 ran no licence file found · pointer only
Flow Factorized Representation Learning 22 Sep 2023 identical code first harvested elsewhere 0181920f28840de9 ran · our draft was wrong licence of this copy not recorded
Trading Information between Latents in Hierarchical Variational Autoencoders 9 Feb 2023 timxzz/hit/utils.py 2dde33af7b189247 unverified MIT (permissive)
Effects of Spectral Normalization in Multi-agent Reinforcement Learning 10 Dec 2022 kinalmehta/epymarl_spectral/src_spectral/controllers/maddpg_controller.py 3695d66ab681cacf ran Apache-2.0 (permissive)
NASA: Neural Architecture Search and Acceleration for Hardware Inspired Hybrid Networks 24 Oct 2022 gatech-eic/nasa/model_search.py 7c913c414af7196f ran · our draft was wrong no licence file found · pointer only
Multi-agent Dynamic Algorithm Configuration 13 Oct 2022 lamda-bbo/madac/algos/madac/controllers/maddpg_controller.py 3695d66ab681cacf ran 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 e7fff6783093ef1a 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 3a4679b159e12db9 ran · our draft was wrong MIT (permissive)
Linking Emergent and Natural Languages via Corpus Transfer 24 Mar 2022 ysymyth/ec-nl/ec-game/models.py 7ef50a6e2fd6e557 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 7c913c414af7196f ran · our draft was wrong MIT (permissive)
Learning Group Importance using the Differentiable Hypergeometric Distribution 3 Mar 2022 thomassutter/mvhg/mvhg/tf_fmvhg.py e3b566f38adb8596 ran · fixture could not drive it MIT (permissive)
Variational Multi-Task Learning with Gumbel-Softmax Priors 9 Nov 2021 identical code first harvested elsewhere 0181920f28840de9 ran · our draft was wrong licence of this copy not recorded
Parameter Prediction for Unseen Deep Architectures 25 Oct 2021 lucidrains/vit-pytorch/vit_pytorch/ats_vit.py e18c2d8cad8088d3 ran · our draft was wrong MIT (permissive)
Lifelong Teacher-Student Network Learning 9 Jul 2021 dtuzi123/Lifelong-Teacher-Student-Network-Learning/TeacherStudent_Supervised.py 08702893e876cbf5 unverified MIT (permissive)
Auto-NBA: Efficient and Effective Search Over the Joint Space of Networks, Bitwidths, and Accelerators 11 Jun 2021 identical code first harvested elsewhere 7c913c414af7196f ran · our draft was wrong 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 7c913c414af7196f ran · our draft was wrong MIT (permissive)
Faster Meta Update Strategy for Noise-Robust Deep Learning 30 Apr 2021 youjiangxu/FaMUS/FaMUS/grad_operator_layer.py 4b67c548de39aee4 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 fa16e260752a65f0 ran 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 7c913c414af7196f ran · our draft was wrong MIT (permissive)
TERA: Self-Supervised Learning of Transformer Encoder Representation for Speech 12 Jul 2020 Pandade1997/tera_asvproof/transformer/model_quantize.py cec667e77fe8894d ran · our draft was wrong MIT (permissive)
Causal Discovery in Physical Systems from Videos 1 Jul 2020 pairlab/v-cdn/models_dy.py 1ae3d9e3053566f3 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 43c7e814609746ee ran · our draft was wrong MIT (permissive)
Benchmarking Multi-Agent Deep Reinforcement Learning Algorithms in Cooperative Tasks 14 Jun 2020 dtabas/epymarl/src/controllers/maddpg_controller.py 3695d66ab681cacf ran Apache-2.0 recorded; this copy not marked cleared · pointer only
Vector-Quantized Autoregressive Predictive Coding 17 May 2020 identical code first harvested elsewhere cec667e77fe8894d ran · our draft was wrong 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 eb35bf807af0e213 ran · our draft was wrong MIT (permissive)
FasterSeg: Searching for Faster Real-time Semantic Segmentation 23 Dec 2019 TAMU-VITA/FasterSeg/search/model_search.py 7c913c414af7196f ran · our draft was wrong MIT (permissive)
Clotho: An Audio Captioning Dataset 21 Oct 2019 wsntxxn/AudioCaption/captioning/losses/loss.py 2908a8bdfec77e29 ran · our draft was wrong MIT (permissive)
Differentiable Product Quantization for End-to-End Embedding Compression 26 Aug 2019 chentingpc/dpq_embedding_compression/core/kd_quantizer.py 021c15a57e72960e unverified MIT (permissive)
Differentiable Product Quantization for End-to-End Embedding Compression 26 Aug 2019 badranX/dpq-embedding-compression-torch/dpq/kd_quantizer.py 374759d95c8eb54c unverified MIT (permissive)
Neural Stored-program Memory 25 May 2019 thaihungle/NSM/nutm/head.py 293aab8b8f97791a unverified MIT (permissive)
An Unsupervised Autoregressive Model for Speech Representation Learning 5 Apr 2019 iamyuanchung/VQ-APC/vqapc_model.py cec667e77fe8894d ran · our draft was wrong no licence file found · pointer only
Single-Path NAS: Designing Hardware-Efficient ConvNets in less than 4 Hours 5 Apr 2019 dstamoulis/single-path-nas/nas-search/superkernel.py fdd42e9c322647b8 unverified Apache-2.0 (permissive)
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 fcd8ed5a4cf74abb unverified MIT (permissive)
Coarse-Graining Auto-Encoders for Molecular Dynamics 6 Dec 2018 wwang2/Coarse-Graining-Auto-encoders/cgae.py 3e35d42fda59db75 ran · our draft was wrong no licence file found · pointer only
Variational Inference with Tail-adaptive f-Divergence 29 Oct 2018 dilinwang820/adaptive-f-divergence/gmm/models.py 62ffaf0dad7b101c unverified MIT (permissive)
Actor-Attention-Critic for Multi-Agent Reinforcement Learning 5 Oct 2018 shariqiqbal2810/MAAC/utils/misc.py 43c7e814609746ee ran · our draft was wrong MIT (permissive)
Latent Alignment and Variational Attention 10 Jul 2018 harvardnlp/var-attn/onmt/modules/VariationalAttention.py 6aefb46aa147be92 ran · fixture could not drive it fingerprinted MIT (permissive)
NetGAN: Generating Graphs via Random Walks 2 Mar 2018 danielzuegner/netgan/netgan/netgan.py 6f813d47c4badfd6 unverified MIT (permissive)
Learning Latent Permutations with Gumbel-Sinkhorn Networks 23 Feb 2018 google/gumbel_sinkhorn/sinkhorn_ops.py f4b5cb2c941d138e unverified Apache-2.0 (permissive)
Neural Speed Reading via Skim-RNN 6 Nov 2017 ht1221/leap-lstm/skiplstm.py 35b3d781fb8b197b unverified Apache-2.0 (permissive)
Multi-Agent Actor-Critic for Mixed Cooperative-Competitive Environments 7 Jun 2017 Yutongamber/MADDPG/maddpg-pytorch/algorithms/maddpg.py 43c7e814609746ee ran · our draft was wrong MIT (permissive)
Categorical Reparameterization with Gumbel-Softmax 3 Nov 2016 EdoardoBotta/Gaussian-Mixture-VAE/distributions/gumbel.py 0df9e0f36c21548a ran · our draft was wrong no licence file found · pointer only
arXiv:aaai_29990 reail-iitd/goalnet/src/GNN.py 2908a8bdfec77e29 ran · our draft was wrong BSD-3-Clause (permissive)
arXiv:aaai_26497 hexuandeng/Mono4SiMT/utility/simultaneous_translation/modules/sinkhorn_attention.py 1bfe5698be8a7d4e 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 7c913c414af7196f ran · our draft was wrong 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