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logsumexp

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

logsumexp appears in the code Syntology harvested for 55 papers, as 43 distinct code bodies found in 57 places (a place is one code body under one paper). At least one of them ran in 28 of the papers; 9 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 logsumexp 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 16 of the 43 distinct code bodies named logsumexp; 27 are unverified. One tile per status, in the site's fixed vocabulary, each code body counted once:

1ran · honoured contract
0ran · violated contract
9ran · our draft was wrong
0ran · fixture could not drive it
6ran
27unverified
9fingerprinted

Licence is a property of each copy, so it is counted per place: 13 of the 57 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

55 papers shown of 55, newest first; 57 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 5 papers added by Syntology; 2 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
Predictive Likelihood Ratios for Language Model Watermark Detection added by Syntology 2026-09 (from id) MaStatLab/PLRWatermark/code/bayesian_watermark.py ea708dfa2b17d157 unverified MIT (permissive)
Epiplexity Guided Data Selection and Generation for Out-of-Distribution Generalization added by Syntology 2026-08 (from id) eysu35/EpiSelect/src/data_selectors/episelect.py ce4f99f57dbd7b4c ran · our draft was wrong fingerprinted MIT (permissive)
It's All Just Vectorization: einx, a Universal Notation for Tensor Operations added by Syntology 2026-07 (from id) fferflo/einx/einx/_src/adapter/classical_from_classical.py dd2dd2ebfc97a75d ran MIT (permissive)
SurvivalPFN: Amortizing Survival Prediction via In-Context Bayesian Inference added by Syntology 2026-05 (from id) XintianHan/Survival-MDN/mdn_models.py c850f0c294b86e9d ran · our draft was wrong fingerprinted no licence file found · pointer only
When Active Learning Falls Short: An Empirical Study on Chemical Reaction Extraction added by Syntology 2026-04 (from id) jiangfeng1124/ChemRxnExtractor/chemrxnextractor/models/utils.py 35b6de3a6dc2aecf unverified MIT (permissive)
Causally Aligned Curriculum Learning 21 Mar 2025 psclklnk/currot/misc/paper_figures.py e25dc8dc90b7f61d unverified MIT (permissive)
From Language Models over Tokens to Language Models over Characters 4 Dec 2024 genlm/genlm-bytes/genlm/bytes/util.py b666cd13c0a71c46 unverified Apache-2.0 (permissive)
Adaptive Data Optimization: Dynamic Sample Selection with Scaling Laws 15 Oct 2024 yidingjiang/ado/src/data_selectors/ado.py a53948498ea45ede ran · our draft was wrong fingerprinted no licence file found · pointer only
Adaptable Logical Control for Large Language Models 19 Jun 2024 joshuacnf/Ctrl-G/ctrlg/utils.py d3a5928db0c06ba7 unverified MIT (permissive)
MINERS: Multilingual Language Models as Semantic Retrievers 11 Jun 2024 gentaiscool/miners/icl.py 80c5aec8fadb2125 ran fingerprinted Apache-2.0 (permissive)
OMPO: A Unified Framework for RL under Policy and Dynamics Shifts 29 May 2024 roythuly/ompo/model/utils.py 09556d56c8b73050 ran no licence file found · pointer only
Off-Policy Primal-Dual Safe Reinforcement Learning 26 Jan 2024 ZifanWu/CAL/agent/utils.py 09556d56c8b73050 ran MIT (permissive)
DittoGym: Learning to Control Soft Shape-Shifting Robots 24 Jan 2024 suninghuang19/cfp/utils.py 09556d56c8b73050 ran no licence file found · pointer only
Nonparametric Partial Disentanglement via Mechanism Sparsity: Sparse Actions, Interventions and Sparse Temporal Dependencies 10 Jan 2024 slachapelle/disentanglement_via_mechanism_sparsity/baseline_models/beta-tcvae/elbo_decomposition.py fca04e40e0d22d1e ran Apache-2.0 (permissive)
Non-autoregressive Machine Translation with Probabilistic Context-free Grammar 14 Nov 2023 ictnlp/pcfg-nat/fs_plugins/models/glat_decomposed_with_link_two_hands_tri_pcfg.py c16270c5c7c1f2e7 ran · our draft was wrong fingerprinted MIT (permissive)
Pushdown Layers: Encoding Recursive Structure in Transformer Language Models 29 Oct 2023 murtyshikhar/pushdown-layers/beam_search_util.py 6b331f505ce51944 ran fingerprinted no licence file found · pointer only
DASpeech: Directed Acyclic Transformer for Fast and High-quality Speech-to-Speech Translation 11 Oct 2023 ictnlp/daspeech/DASpeech/models/s2t_conformer_dag.py 02e100cf1bbee4fc ran fingerprinted no licence file found · pointer only
Balancing Exploration and Exploitation in Hierarchical Reinforcement Learning via Latent Landmark Graphs 22 Jul 2023 papercode2022/hill/HILL/hill/algos/sac/utils.py 09556d56c8b73050 ran no licence file found · pointer only
Slicing Unbalanced Optimal Transport 12 Jun 2023 clbonet/Slicing_Unbalanced_Optimal_Transport/sliceduot/sliced_uot.py fdfc994f94c3f151 ran · honoured contract fingerprinted no licence file found · pointer only
Sequential Monte Carlo Steering of Large Language Models using Probabilistic Programs 5 Jun 2023 probcomp/hfppl/llamppl/util.py 4aa1e61f6833bddb unverified Apache-2.0 (permissive)
Reducing the Cost of Cycle-Time Tuning for Real-World Policy Optimization 9 May 2023 homayoonfarrahi/cycle-time-study/sac/utils.py 09556d56c8b73050 ran Apache-2.0 (permissive)
Using Perturbation to Improve Goodness-of-Fit Tests based on Kernelized Stein Discrepancy 28 Apr 2023 XingLLiu/pksd/pksd/models_np.py 1e9f4edd607a92bd unverified MIT (permissive)
Directed Acyclic Transformer Pre-training for High-quality Non-autoregressive Text Generation 24 Apr 2023 identical code first harvested elsewhere c16270c5c7c1f2e7 ran · our draft was wrong fingerprinted licence of this copy not recorded
Viterbi Decoding of Directed Acyclic Transformer for Non-Autoregressive Machine Translation 11 Oct 2022 identical code first harvested elsewhere c16270c5c7c1f2e7 ran · our draft was wrong fingerprinted licence of this copy not recorded
TweetNLP: Cutting-Edge Natural Language Processing for Social Media 29 Jun 2022 cardiffnlp/tweetnlp/tweetnlp/ner/allennlp_crf.py 35b6de3a6dc2aecf unverified MIT (permissive)
Directed Acyclic Transformer for Non-Autoregressive Machine Translation 16 May 2022 identical code first harvested elsewhere c16270c5c7c1f2e7 ran · our draft was wrong fingerprinted licence of this copy not recorded
Energy-Based Contrastive Learning of Visual Representations 10 Feb 2022 1202kbs/ebclr/libs/ebclr.py a5d7c8bbd5782ef5 ran · our draft was wrong fingerprinted no licence file found · pointer only
Normalizing Flows for Knockoff-free Controlled Feature Selection 3 Jun 2021 tansey/hrt/pyhrt/hrt.py c73bee7360661346 ran · our draft was wrong MIT (permissive)
BERTifying the Hidden Markov Model for Multi-Source Weakly Supervised Named Entity Recognition 26 May 2021 Yinghao-Li/Sparse-CHMM/sparse_chmm/math.py 9b68df96cc5a0174 unverified Apache-2.0 (permissive)
D2RL: Deep Dense Architectures in Reinforcement Learning 19 Oct 2020 pairlab/d2rl/sac/utils.py 09556d56c8b73050 ran MIT (permissive)
MESA: Boost Ensemble Imbalanced Learning with MEta-SAmpler 17 Oct 2020 ZhiningLiu1998/mesa/sac_src/utils.py 09556d56c8b73050 ran MIT (permissive)
Self-Supervised Variational Auto-Encoders 5 Oct 2020 ioangatop/srVAE/src/modules/distributions.py e31acf8ae4c97fee unverified MIT (permissive)
Multilingual Translation with Extensible Multilingual Pretraining and Finetuning 2 Aug 2020 kenji-imamura/sentpiece_mimic/src/SentPiece.py 6f6b1d2434485fd7 unverified Apache-2.0 (permissive)
Learning Differential Equations that are Easy to Solve 9 Jul 2020 jacobjinkelly/easy-neural-ode/latent_ode.py e4000e2918f09cf6 unverified MIT (permissive)
Pragmatic Issue-Sensitive Image Captioning 29 Apr 2020 identical code first harvested elsewhere a4b037b438505679 ran · our draft was wrong licence of this copy not recorded
Probabilistic embeddings for speaker diarization 6 Apr 2020 bsxfan/probabilistic_embeddings/lib/deriv/adfunctions.py f64ca25c9836a19a unverified MIT (permissive)
Partial Optimal Transport with Applications on Positive-Unlabeled Learning 19 Feb 2020 rflamary/POT/ot/dr.py c7a68e23d2667c68 unverified MIT (permissive)
How to train your neural ODE: the world of Jacobian and kinetic regularization 7 Feb 2020 D-hash-code/ffjord-rnode-finalweek-mnist/lib/utils.py bc02f37ed2da5d95 unverified MIT (permissive)
A Divergence Minimization Perspective on Imitation Learning Methods 6 Nov 2019 KamyarGh/rl_swiss/neural_processes/neural_process.py a4b037b438505679 ran · our draft was wrong MIT (permissive)
AC-Teach: A Bayesian Actor-Critic Method for Policy Learning with an Ensemble of Suboptimal Teachers 9 Sep 2019 StanfordVL/ac-teach/src/rl_with_teachers/learners.py e953bace630bfce8 unverified MIT (permissive)
Improving Exploration in Soft-Actor-Critic with Normalizing Flows Policies 6 Jun 2019 joeybose/FloRL/pytorch-soft-actor-critic/utils.py 09556d56c8b73050 ran MIT (permissive)
Residual Flows for Invertible Generative Modeling 6 Jun 2019 eyalbetzalel/residual-flows/lib/utils.py bc02f37ed2da5d95 unverified MIT (permissive)
An Ensemble of Bayesian Neural Networks for Exoplanetary Atmospheric Retrieval 25 May 2019 exoml/plan-net/code/plan_net.py a33dbe4bc8f3c8e0 unverified MIT (permissive)
Density Matching for Bilingual Word Embedding 4 Apr 2019 violet-zct/DeMa-BWE/modules/flows/mog_flow.py e805f303d844a45d unverified BSD-3-Clause (permissive)
Deep Graph Infomax 27 Sep 2018 SpaceLearner/DisenGraphRep/models/infomax.py ef2e8969dc4b82fe ran · our draft was wrong MIT (permissive)
Deep Graph Infomax 27 Sep 2018 SpaceLearner/DisenGraphRep/models/dgi.py 5b63bfbc3d382b97 unverified MIT (permissive)
Deep Variational Reinforcement Learning for POMDPs 6 Jun 2018 maximilianigl/DVRL/code/aesmc/math.py 73ebd32c9d197241 unverified Apache-2.0 (permissive)
A Swiss Army Infinitesimal Jackknife 2018-06 (from id) rgiordan/paragami/paragami/simplex_patterns.py 39be29e5b164b2e7 unverified Apache-2.0 (permissive)
Calibrating Deep Convolutional Gaussian Processes 26 May 2018 GiaLacTRAN/convolutional_deep_gp_random_features/code/utils.py 90a47165c25ec08f unverified Apache-2.0 (permissive)
Isolating Sources of Disentanglement in Variational Autoencoders 14 Feb 2018 tianyu-lu/tcvae/elbo_decomposition.py fca04e40e0d22d1e ran MIT (permissive)
Isolating Sources of Disentanglement in Variational Autoencoders 14 Feb 2018 rtqichen/beta-tcvae/lib/utils.py 0213e98ab9ef1e9b unverified MIT (permissive)
TreeQN and ATreeC: Differentiable Tree-Structured Models for Deep Reinforcement Learning 31 Oct 2017 oxwhirl/treeqn/treeqn/utils/pytorch_utils.py 3c619fbfa4f66965 unverified MIT (permissive)
Improving Variational Inference with Inverse Autoregressive Flow 15 Jun 2016 openai/iaf/tf_utils/distributions.py ce0ecda2d9784fab unverified MIT (permissive)
End-to-end Sequence Labeling via Bi-directional LSTM-CNNs-CRF 4 Mar 2016 epwalsh/pytorch-crf/pycrf/modules/crf.py c43b937718b773ad unverified MIT (permissive)
Reweighted Wake-Sleep 11 Jun 2014 kpoeppel/pytorch_probgraph/pytorch_probgraph/hm.py fc88f487990b9397 ran · our draft was wrong BSD-3-Clause (permissive)
arXiv:2025.findings-emnlp.327 jipy0222/TNAD/models/dat_utils.py b3cb10c3a5e6c8f7 unverified MIT (permissive)
arXiv:2021.emnlp-main.291 JZX555/FGDA/model/bertCRF.py ddffb47a00250425 unverified Apache-2.0 (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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