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act

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

act appears in the code Syntology harvested for 30 papers, as 21 distinct code bodies found in 32 places (a place is one code body under one paper). At least one of them ran in 22 of the papers; 6 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 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 13 of the 21 distinct code bodies named act; 8 are unverified. One tile per status, in the site's fixed vocabulary, each code body counted once:

1ran · honoured contract
0ran · violated contract
3ran · our draft was wrong
4ran · fixture could not drive it
5ran
8unverified
6fingerprinted

Licence is a property of each copy, so it is counted per place: 14 of the 32 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

30 papers shown of 30, newest first; 32 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; 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
DiM 3 : Bridging Multilingual and Multimodal Models via Direction-and Magnitude-Aware Merging added by Syntology 2026-05 (from id) wzj1718/DiM3/merge/merging_methods/pcb_merging.py 7e60730f07a2532a ran fingerprinted no licence file found · pointer only
DRAG: Data Reconstruction Attack using Guided Diffusion added by Syntology 2025-09 (from id) ntuaislab/DRAG/models/likelihood_maximization.py 691c1c708acce00e unverified licence not identified · pointer only
Exploring the Precise Dynamics of Single-Layer GAN Models: Leveraging Multi-Feature Discriminators for High-Dimensional Subspace Learning 1 Nov 2024 KU-MLIP/SolvableMultiFeatureGAN/gan_different_dims.py 67239bd1590426cc unverified no licence file found · pointer only
Parameter Competition Balancing for Model Merging 3 Oct 2024 duguodong7/pcb-merging/pcb-merging.py 9fa750378d0f3b99 ran · honoured contract fingerprinted MIT (permissive)
GraphLoRA: Structure-Aware Contrastive Low-Rank Adaptation for Cross-Graph Transfer Learning 25 Sep 2024 allminerlab/graphlora/util.py 073d627ee1cee345 ran no licence file found · pointer only
RELIEF: Reinforcement Learning Empowered Graph Feature Prompt Tuning 6 Aug 2024 JasonZhujp/RELIEF/node_level/model.py 4f889a3f511e5688 ran no licence file found · pointer only
Blind Image Deconvolution by Generative-based Kernel Prior and Initializer via Latent Encoding 20 Jul 2024 jtaoz/gkpile-deconvolution/networks/common.py e3edcd371d85dd22 ran · our draft was wrong BSD-2-Clause (permissive)
Cross-Context Backdoor Attacks against Graph Prompt Learning 28 May 2024 xtLyu/CrossBA/ProG/utils.py df1ea49a694f27c4 ran fingerprinted no licence file found · pointer only
DMPlug: A Plug-in Method for Solving Inverse Problems with Diffusion Models 27 May 2024 csdwren/SelfDeblur/models/common.py e3edcd371d85dd22 ran · our draft was wrong no licence file found · pointer only
A Dynamic Kernel Prior Model for Unsupervised Blind Image Super-Resolution 24 Apr 2024 XYLGroup/DKP/DIPDKP/DIPDKP/model/common.py e3edcd371d85dd22 ran · our draft was wrong Apache-2.0 (permissive)
Training Generative Image Super-Resolution Models by Wavelet-Domain Losses Enables Better Control of Artifacts 29 Feb 2024 mandalinadagi/wgsr/test_image/block.py 15d829a065897df0 ran · our draft was wrong no licence file found · pointer only
Proper Laplacian Representation Learning 16 Oct 2023 identical code first harvested elsewhere bbebc7418e5cfd5c ran · fixture could not drive it licence of this copy not recorded
Separate Anything You Describe 9 Aug 2023 audio-agi/audiosep/models/base.py 3d4fcbbce6ace804 ran MIT (permissive)
Deep Laplacian-based Options for Temporally-Extended Exploration 26 Jan 2023 identical code first harvested elsewhere bbebc7418e5cfd5c ran · fixture could not drive it licence of this copy not recorded
Proximal Learning With Opponent-Learning Awareness 18 Oct 2022 silent-zebra/pola/jax_files/POLA_dice_jax.py 80d4ccc33bef2e8a unverified MIT (permissive)
VoiceFixer: A Unified Framework for High-Fidelity Speech Restoration 12 Apr 2022 haoheliu/voicefixer/voicefixer/restorer/modules.py 86d2352a7daf652e unverified MIT (permissive)
Zero-shot Audio Source Separation through Query-based Learning from Weakly-labeled Data 15 Dec 2021 RetroCirce/Zero_Shot_Audio_Source_Separation/models/asp_model.py 86d2352a7daf652e unverified MIT (permissive)
Unified Data Collection for Visual-Inertial Calibration via Deep Reinforcement Learning 30 Sep 2021 ethz-asl/Learn-to-Calibrate/franka_cal_sim_single/python/algorithms/RL_algo_sac_int_ext.py b7870a87e9982f7f ran · fixture could not drive it fingerprinted no licence file found · pointer only
Unified Data Collection for Visual-Inertial Calibration via Deep Reinforcement Learning 30 Sep 2021 ethz-asl/Learn-to-Calibrate/franka_cal_sim_single/python/test_policies/RL_algo_sac_ext_int_test.py b79101e21d25f7d5 ran · fixture could not drive it fingerprinted no licence file found · pointer only
Removing Diffraction Image Artifacts in Under-Display Camera via Dynamic Skip Connection Network 19 Apr 2021 jnjaby/DISCNet/basicsr/models/archs/discnet_arch.py 15d829a065897df0 ran · our draft was wrong no licence file found · pointer only
Reinforcement Learning with Low-Complexity Liquid State Machines 4 Jun 2019 wponghiran/lsm-rl/run_cartpole.py ac8fd0196447218b unverified MIT (permissive)
Noise2Self: Blind Denoising by Self-Supervision 30 Jan 2019 mozanunal/SparseCT/sparse_ct/model/common.py e3edcd371d85dd22 ran · our draft was wrong MIT (permissive)
ESRGAN: Enhanced Super-Resolution Generative Adversarial Networks 1 Sep 2018 sdauzcm/sr-basicsr/codes/models/modules/block.py 15d829a065897df0 ran · our draft was wrong Apache-2.0 (permissive)
Deep Image Prior 29 Nov 2017 dniku/perceptual-gradient-networks/archs/deep_image_prior/common.py e3edcd371d85dd22 ran · our draft was wrong MPL-2.0 (copyleft) · pointer only
Eigenoption Discovery through the Deep Successor Representation 30 Oct 2017 mklissa/dceo/dopamine/jax/agents/full_rainbow/full_rainbow_dceo.py bbebc7418e5cfd5c ran · fixture could not drive it Apache-2.0 (permissive)
Searching for Activation Functions 16 Oct 2017 WessZumino/meanfield-theory-of-activation-functions/TF/esp_tf_utils.py df1af39a35cafa81 ran · fixture could not drive it Apache-2.0 (permissive)
Searching for Activation Functions 16 Oct 2017 WessZumino/expectation_propagation/Python/esp_utils.py f0ec10189ae424f4 unverified Apache-2.0 (permissive)
Learning with Opponent-Learning Awareness 13 Sep 2017 alexis-jacq/LOLA_DICE/ipd_DiCE.py 78a2342d50bd8fc9 ran · our draft was wrong fingerprinted MIT (permissive)
arXiv:aaai_28229 eezkni/ColNeRF/src/model/InterviewAttention.py 0357a16b3570dd94 unverified BSD-2-Clause (permissive)
arXiv:Zang_IntraTomo_Self-Supervised_Learning-Based_Tomography_via_Sinogram_Synthesis_and_Prediction_ICCV_2021_paper matheusgadelha/ShapeRecDeepPrior/models/common.py e3edcd371d85dd22 ran · our draft was wrong MIT (permissive)
arXiv:Li_Self-Supervised_Blind_Motion_Deblurring_With_Deep_Expectation_Maximization_CVPR_2023_paper Chilie/Deblur_MCEM/networks/common.py 19f03d06aede7923 unverified Apache-2.0 (permissive)
arXiv:Li_Deep_Random_Projector_Accelerated_Deep_Image_Prior_CVPR_2023_paper sun-umn/Deep-Random-Projector/1_Denoising/models/common.py e3edcd371d85dd22 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