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get_act

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

get_act appears in the code Syntology harvested for 56 papers, as 26 distinct code bodies found in 56 places (a place is one code body under one paper). At least one of them ran in 15 of the papers; 0 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 get_act 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 11 of the 26 distinct code bodies named get_act; 15 are unverified. One tile per status, in the site's fixed vocabulary, each code body counted once:

0ran · honoured contract
0ran · violated contract
5ran · our draft was wrong
0ran · fixture could not drive it
6ran
15unverified
0fingerprinted

Licence is a property of each copy, so it is counted per place: 16 of the 56 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

56 papers shown of 56, newest first; 56 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; 1 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
3D CBCT Artefact Removal Using Perpendicular Score-Based Diffusion Models added by Syntology 2026-03 (from id) SusanneSchaub/TPDM_Implant_Inpainting/models/layers.py 527f34c3cbb56e47 unverified no licence file found · pointer only
Johnson-Lindenstrauss Lemma Guided Network for Efficient 3D Medical Segmentation added by Syntology 2025-09 (from id) JinPLu/VeloxSeg/model/VeloxSeg.py 6d8a3bf4555f1cef ran · our draft was wrong no licence file found · pointer only
HazeFlow: Revisit Haze Physical Model as ODE and Non-Homogeneous Haze Generation for Real-World Dehazing added by Syntology 2025-09 (from id) cloor/HazeFlow/models/layers.py db5f935a1d6b4c2c unverified MIT (permissive)
Dynamics-Aligned Latent Imagination in Contextual World Models for Zero-Shot Generalization added by Syntology 2025-08 (from id) frankroeder/DALI/dreamerv3_compat/dreamerv3/nets.py 03dd934385b4d240 unverified MIT (permissive)
Quantum latent distributions in deep generative models added by Syntology 2025-08 (from id) NVlabs/denoising-diffusion-gan/score_sde/models/layers.py db5f935a1d6b4c2c unverified no licence file found · pointer only
Leveraging Programmatically Generated Synthetic Data for Differentially Private Diffusion Training 13 Dec 2024 uzn36/dp-syngen/model/layers.py 31c98657cf41c7f5 unverified no licence file found · pointer only
FlowPolicy: Enabling Fast and Robust 3D Flow-based Policy via Consistency Flow Matching for Robot Manipulation 2024-12 (from id) zql-kk/flowpolicy/FlowPolicy/flow_policy_3d/models/layers.py db5f935a1d6b4c2c unverified MIT (permissive)
Learning World Models for Unconstrained Goal Navigation 3 Nov 2024 RU-Automated-Reasoning-Group/MUN/dreamerv2_APS/common/nets.py 8f39adcc1afcac90 unverified no licence file found · pointer only
SlimFlow: Training Smaller One-Step Diffusion Models with Rectified Flow 17 Jul 2024 yuanzhi-zhu/SlimFlow/models/layers.py db5f935a1d6b4c2c unverified no licence file found · pointer only
Deep Diffusion Image Prior for Efficient OOD Adaptation in 3D Inverse Problems 15 Jul 2024 hj-harry/ddip3d/models/layers.py db5f935a1d6b4c2c unverified no licence file found · pointer only
PROUD: PaRetO-gUided Diffusion Model for Multi-objective Generation 5 Jul 2024 EvaFlower/Pareto-guided-diffusion-model/CIFAR10/models/layers.py 2a3cca7a59ec8406 ran no licence file found · pointer only
Consistency Flow Matching: Defining Straight Flows with Velocity Consistency 2 Jul 2024 yangling0818/consistency_flow_matching/models/layers.py db5f935a1d6b4c2c unverified MIT (permissive)
EARS: An Anechoic Fullband Speech Dataset Benchmarked for Speech Enhancement and Dereverberation 10 Jun 2024 sp-uhh/sgmse/sgmse/backbones/ncsnpp_utils/layers.py 216c782f9d07ef3a ran MIT (permissive)
Flow Priors for Linear Inverse Problems via Iterative Corrupted Trajectory Matching 29 May 2024 YasminZhang/ICTM/models/layers.py db5f935a1d6b4c2c unverified MIT (permissive)
Structure Matters: Tackling the Semantic Discrepancy in Diffusion Models for Image Inpainting 29 Mar 2024 htyjers/StrDiffusion/train/discriminator/config/inpainting/models/layers.py db5f935a1d6b4c2c unverified Apache-2.0 (permissive)
Reinforcement Learning from Delayed Observations via World Models 18 Mar 2024 indylab/delayeddreamer/dreamerv3/nets.py 03dd934385b4d240 unverified MIT (permissive)
Dreaming of Many Worlds: Learning Contextual World Models Aids Zero-Shot Generalization 16 Mar 2024 sai-prasanna/dreaming_of_many_worlds/dreamerv3_compat/dreamerv3/nets.py 03dd934385b4d240 unverified MIT (permissive)
Quality-Diversity Actor-Critic: Learning High-Performing and Diverse Behaviors via Value and Successor Features Critics 15 Mar 2024 adaptive-intelligent-robotics/QDAC/dreamerv3/nets.py 03dd934385b4d240 unverified MIT (permissive)
Mastering Memory Tasks with World Models 7 Mar 2024 chandar-lab/Recall2Imagine/recall2imagine/nets.py 03dd934385b4d240 unverified MIT (permissive)
Deep Blind Super-Resolution for Satellite Video 13 Jan 2024 xy-boy/blind-satellite-vsr/model/blocks.py 9d45f748f3832a1f ran no licence file found · pointer only
Bellman Optimal Stepsize Straightening of Flow-Matching Models 27 Dec 2023 nguyenngocbaocmt02/boss/ImageGeneration/models/layers.py db5f935a1d6b4c2c unverified no licence file found · pointer only
Continuous Diffusion for Mixed-Type Tabular Data 16 Dec 2023 ChaejeongLee/CoDi/models/layers.py 268d6b20eb681f6b ran no licence file found · pointer only
A Computational Framework for Solving Wasserstein Lagrangian Flows 16 Oct 2023 necludov/wl-mechanics/models/layers.py c09d9962ec2ec7d8 ran no licence file found · pointer only
HarmonyDream: Task Harmonization Inside World Models 30 Sep 2023 thuml/HarmonyDream/dreamerv3-jax/dreamerv3/nets.py 03dd934385b4d240 unverified MIT (permissive)
Language Reward Modulation for Pretraining Reinforcement Learning 23 Aug 2023 ademiadeniji/lamp/common/nets.py 8f39adcc1afcac90 unverified MIT (permissive)
MAP: A Model-agnostic Pretraining Framework for Click-through Rate Prediction 3 Aug 2023 chiangel/map-code/code/layers.py 3778f717815c8a62 ran MIT (permissive)
DPM-OT: A New Diffusion Probabilistic Model Based on Optimal Transport 21 Jul 2023 cognaclee/dpm-ot/models/layers.py 2a3cca7a59ec8406 ran no licence file found · pointer only
SafeDreamer: Safe Reinforcement Learning with World Models 14 Jul 2023 PKU-Alignment/SafeDreamer/SafeDreamer/nets.py 03dd934385b4d240 unverified Apache-2.0 (permissive)
Informed POMDP: Leveraging Additional Information in Model-Based RL 20 Jun 2023 glambrechts/informed-dreamer/dreamerv3/nets.py 03dd934385b4d240 unverified MIT (permissive)
Reward-Free Curricula for Training Robust World Models 15 Jun 2023 danijar/dreamerv2/dreamerv2/common/nets.py 8f39adcc1afcac90 unverified MIT (permissive)
Spontaneous Symmetry Breaking in Generative Diffusion Models 31 May 2023 gabrielraya/symmetry_breaking_diffusion_models/models/layers.py 8232012f278d45f4 unverified MIT (permissive)
Video Prediction Models as Rewards for Reinforcement Learning 23 May 2023 Alescontrela/viper_rl/viper_rl/dreamerv3/nets.py 03dd934385b4d240 unverified MIT (permissive)
PC-JeDi: Diffusion for Particle Cloud Generation in High Energy Physics 9 Mar 2023 rodem-hep/pc-jedi/src/models/modules.py 4e36f432e6fda919 unverified MIT (permissive)
Safe Reinforcement Learning via Probabilistic Logic Shields 6 Mar 2023 sacktock/ambs/dreamerV3-base/nets.py 03dd934385b4d240 unverified MIT (permissive)
Restoration based Generative Models 20 Feb 2023 Jae-Moo/RGM/models/layers.py db5f935a1d6b4c2c unverified MIT (permissive)
Reducing the Prior Mismatch of Stochastic Differential Equations for Diffusion-based Speech Enhancement 28 Feb 2023 sp-uhh/sgmse-bbed/sgmse/backbones/ncsnpp_utils/layers.py 216c782f9d07ef3a ran MIT (permissive)
How to Trust Your Diffusion Model: A Convex Optimization Approach to Conformal Risk Control 7 Feb 2023 sulam-group/k-rcps/experiments/models/layers.py db5f935a1d6b4c2c unverified MIT (permissive)
GraphGDP: Generative Diffusion Processes for Permutation Invariant Graph Generation 4 Dec 2022 graph-0/graphgdp/models/layers.py fcf5cbfaa8b698a4 unverified MIT (permissive)
FP-Diffusion: Improving Score-based Diffusion Models by Enforcing the Underlying Score Fokker-Planck Equation 9 Oct 2022 sony/fp-diffusion/models/layers.py db5f935a1d6b4c2c unverified Apache-2.0 (permissive)
Optimization-Induced Graph Implicit Nonlinear Diffusion 29 Jun 2022 7qchen/gind/model/gind.py 501a358955a08a08 ran · our draft was wrong MIT (permissive)
EATFormer: Improving Vision Transformer Inspired by Evolutionary Algorithm 19 Jun 2022 zhangzjn/eatformer/model/eatformer.py 446a5d0793444677 unverified no licence file found · pointer only
gDDIM: Generalized denoising diffusion implicit models 11 Jun 2022 qsh-zh/gDDIM/blur_jax/models/layers.py d513609dfe366c7a unverified Apache-2.0 (permissive)
Subspace Diffusion Generative Models 3 May 2022 bjing2016/subspace-diffusion/models/layers.py db5f935a1d6b4c2c unverified Apache-2.0 (permissive)
Score-based diffusion models for accelerated MRI 8 Oct 2021 HJ-harry/score-MRI/models/layers.py db5f935a1d6b4c2c unverified Apache-2.0 (permissive)
Soft Truncation: A Universal Training Technique of Score-based Diffusion Model for High Precision Score Estimation 10 Jun 2021 Kim-Dongjun/Soft-Truncation/models/layers.py db5f935a1d6b4c2c unverified Apache-2.0 (permissive)
Overcoming Language Priors with Self-supervised Learning for Visual Question Answering 17 Dec 2020 CrossmodalGroup/SSL-VQA/base_model.py c213b477dc6eef52 ran · our draft was wrong no licence file found · pointer only
Multi-hop Question Generation with Graph Convolutional Network 19 Oct 2020 HLTCHKUST/MulQG/GPG/encoders/graphfusion_encoder.py 7716abb39c80c83f ran · our draft was wrong MIT (permissive)
Adversarial score matching and improved sampling for image generation 11 Sep 2020 AlexiaJM/AdversarialConsistentScoreMatching/models/layers.py 8d4b8d16b429680f unverified MIT (permissive)
Graph Neural Networks in TensorFlow and Keras with Spektral 22 Jun 2020 danielegrattarola/spektral/spektral/models/general_gnn.py f5b71ebd68217e73 unverified MIT (permissive)
Linformer: Self-Attention with Linear Complexity 8 Jun 2020 tatp22/linformer-pytorch/linformer_pytorch/linformer_pytorch.py 289eea67db7520a9 ran · our draft was wrong MIT (permissive)
Lossless Image Compression through Super-Resolution 6 Apr 2020 caoscott/SReC/src/l3c/edsr.py a0ae0054109d28e5 unverified MIT (permissive)
Deep Blind Video Super-resolution 10 Mar 2020 csbhr/Deep-Blind-VSR/code/model/blocks.py 9d45f748f3832a1f ran MIT (permissive)
ODE$^2$VAE: Deep generative second order ODEs with Bayesian neural networks 27 May 2019 cagatayyildiz/ODE2VAE/torch_bnn.py 4f5a3187c0487f7a unverified MIT (permissive)
A Unified Feature Disentangler for Multi-Domain Image Translation and Manipulation 5 Sep 2018 Alexander-H-Liu/UFDN/src/ufdn.py 49c6882f88c14d67 unverified MIT (permissive)
Attention Is All You Need 12 Jun 2017 identical code first harvested elsewhere 289eea67db7520a9 ran · our draft was wrong licence of this copy not recorded
arXiv:Chung_Solving_3D_Inverse_Problems_Using_Pre-Trained_2D_Diffusion_Models_CVPR_2023_paper HJ-harry/DiffusionMBIR/models/layers.py db5f935a1d6b4c2c 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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