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linear_beta_schedule

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

linear_beta_schedule appears in the code Syntology harvested for 42 papers, as 22 distinct code bodies found in 43 places (a place is one code body under one paper). At least one of them ran in 35 of the papers; 12 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 linear_beta_schedule 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 22 distinct code bodies named linear_beta_schedule; 6 are unverified. One tile per status, in the site's fixed vocabulary, each code body counted once:

10ran · honoured contract
0ran · violated contract
0ran · our draft was wrong
0ran · fixture could not drive it
6ran
6unverified
12fingerprinted

Licence is a property of each copy, so it is counted per place: 20 of the 43 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

42 papers shown of 42, newest first; 43 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
From Uniform to Learned Graph Priors: Diffusion for Structure Discovery added by Syntology 2026-06 (from id) Hardy158118/Diffprior/NRI_with_diffusion/diffusion_prior2.py afad0080cce6a218 ran · honoured contract fingerprinted MIT (permissive)
Adversarial Dual On-Policy Distillation from Expressive Teacher added by Syntology 2026-05 (from id) vanzll/FA-OPD/faopd/ddpm/policy_model.py 37a36e71b86103ce ran · honoured contract fingerprinted no licence file found · pointer only
Stochastic MeanFlow Policies: One-Step Generative Control with Entropic Mirror Descent added by Syntology 2026-05 (from id) diffusionyes/MaxEntDP/jaxrl5/networks/diffusion.py 0cd44ae2231fcb3b ran no licence file found · pointer only
CDMT-EHR: A Continuous-Time Diffusion Framework for Generating Mixed-Type Time-Series Electronic Health Records added by Syntology 2026-03 (from id) identical code first harvested elsewhere 482723f534770483 ran · honoured contract fingerprinted licence of this copy not recorded
Equivariant Diffusion for Crystal Structure Prediction added by Syntology 2025-12 (from id) EmperorJia/EquiCSP/equicsp/pl_modules/diff_utils.py 84a1879c66fb8e8b unverified MIT (permissive)
Addressing Missing Data Issue for Diffusion-based Recommendation 18 May 2025 maowenyu-11/TDM/TDM.py 4b3d941e8a7485c5 ran · honoured contract fingerprinted no licence file found · pointer only
Periodic Materials Generation using Text-Guided Joint Diffusion Model 1 Mar 2025 kdmsit/TGDMat/csp_task/model/diff_utils.py 84a1879c66fb8e8b unverified MIT (permissive)
Skill Expansion and Composition in Parameter Space 9 Feb 2025 ltlhuuu/PSEC/jaxrl5/networks/diffusion.py 0cd44ae2231fcb3b ran MIT (permissive)
ConRFT: A Reinforced Fine-tuning Method for VLA Models via Consistency Policy 8 Feb 2025 cccedric/conrft/serl_launcher/serl_launcher/networks/diffusion_nets.py 0cd44ae2231fcb3b ran Apache-2.0 (permissive)
Auto-Regressive Moving Diffusion Models for Time Series Forecasting 12 Dec 2024 daxin007/armd/Models/autoregressive_diffusion/armd.py 482723f534770483 ran · honoured contract fingerprinted MIT (permissive)
Auto-Regressive Moving Diffusion Models for Time Series Forecasting 12 Dec 2024 daxin007/armd/Models/autoregressive_diffusion/linear.py b1c96b38eaa2a9e7 unverified MIT (permissive)
ANT: Adaptive Noise Schedule for Time Series Diffusion Models 18 Oct 2024 seunghan96/ANT/ANT_utils.py c62c17c347c7b739 ran fingerprinted no licence file found · pointer only
Preference Diffusion for Recommendation 17 Oct 2024 identical code first harvested elsewhere 4b3d941e8a7485c5 ran · honoured contract fingerprinted licence of this copy not recorded
DiffGAD: A Diffusion-based Unsupervised Graph Anomaly Detector 9 Oct 2024 fortunato-all/LJH_DiffGAD/utils.py 37a36e71b86103ce ran · honoured contract fingerprinted no licence file found · pointer only
High Frequency Matters: Uncertainty Guided Image Compression with Wavelet Diffusion 17 Jul 2024 hejiaxiang1/wavelet-diffusion/diffusion/ddpm.py 482723f534770483 ran · honoured contract fingerprinted no licence file found · pointer only
PianoMotion10M: Dataset and Benchmark for Hand Motion Generation in Piano Performance 13 Jun 2024 agnjason/pianomotion10m/models/denoise_diffusion.py 482723f534770483 ran · honoured contract fingerprinted Apache-2.0 (permissive)
Gradient Guidance for Diffusion Models: An Optimization Perspective 23 Apr 2024 yukang123/ggdmoptim/simulations/diffusion.py ef43df46647b5b46 ran fingerprinted no licence file found · pointer only
Diffusion-based Negative Sampling on Graphs for Link Prediction 25 Mar 2024 ntkien1904/dmns/model/model.py 37a36e71b86103ce ran · honoured contract fingerprinted no licence file found · pointer only
Offline Goal-Conditioned Reinforcement Learning for Safety-Critical Tasks with Recovery Policy 4 Mar 2024 sunlighted/rbsl/rl_modules/helpers.py 63d21c7afce1a9e5 ran · honoured contract no licence file found · pointer only
DiffAssemble: A Unified Graph-Diffusion Model for 2D and 3D Reassembly 29 Feb 2024 iit-pavis/diffassemble/puzzle_diff/model/spatial_diffusion.py 37a36e71b86103ce ran · honoured contract fingerprinted no licence file found · pointer only
Diffusion-ES: Gradient-free Planning with Diffusion for Autonomous Driving and Zero-Shot Instruction Following 9 Feb 2024 bhyang/diffusion-es/nuplan-devkit/nuplan/planning/training/modeling/models/diffusion_utils.py 8e8ee6936e1f689c ran fingerprinted no licence file found · pointer only
Deconstructing Denoising Diffusion Models for Self-Supervised Learning 25 Jan 2024 futurexiang/ddae/model/DDPM.py 6dea3711db7301ac ran · honoured contract no licence file found · pointer only
Safe Offline Reinforcement Learning with Feasibility-Guided Diffusion Model 19 Jan 2024 zhengyinan-air/fisor/jaxrl5/networks/diffusion.py 0cd44ae2231fcb3b ran no licence file found · pointer only
World Models via Policy-Guided Trajectory Diffusion 13 Dec 2023 marc-rigter/polygrad-world-models/polygrad/models/helpers.py 3a01c4a94e1b491c ran fingerprinted MIT (permissive)
SODA: Bottleneck Diffusion Models for Representation Learning 29 Nov 2023 futurexiang/soda/model/SODA.py 6dea3711db7301ac ran · honoured contract no licence file found · pointer only
Large Language Model Can Interpret Latent Space of Sequential Recommender 31 Oct 2023 yangzhengyi98/dreamrec/DreamRec.py 4b3d941e8a7485c5 ran · honoured contract fingerprinted no licence file found · pointer only
DiffCPS: Diffusion Model based Constrained Policy Search for Offline Reinforcement Learning 9 Oct 2023 felix-thu/DiffCPS/agents/diffcps.py 63d21c7afce1a9e5 ran · honoured contract Apache-2.0 (permissive)
Benchmarking Autoregressive Conditional Diffusion Models for Turbulent Flow Simulation 4 Sep 2023 tum-pbs/autoreg-pde-diffusion/src/turbpred/model_diffusion_blocks.py 3628306c692a3215 ran fingerprinted MIT (permissive)
BridgeData V2: A Dataset for Robot Learning at Scale 24 Aug 2023 rail-berkeley/BridgeData-V2/jaxrl_m/networks/diffusion_nets.py 0cd44ae2231fcb3b ran MIT (permissive)
DiffInfinite: Large Mask-Image Synthesis via Parallel Random Patch Diffusion in Histopathology 23 Jun 2023 marcoaversa/diffinfinite/dm.py 482723f534770483 ran · honoured contract fingerprinted MIT (permissive)
Masked Diffusion Models Are Fast Distribution Learners 20 Jun 2023 jiachenlei/maskdm/gaussian_ddpm.py 482723f534770483 ran · honoured contract fingerprinted MIT (permissive)
VillanDiffusion: A Unified Backdoor Attack Framework for Diffusion Models 12 Jun 2023 IBM/villandiffusion/loss.py 37a36e71b86103ce ran · honoured contract fingerprinted Apache-2.0 (permissive)
Denoising Diffusion Autoencoders are Unified Self-supervised Learners 17 Mar 2023 identical code first harvested elsewhere 6dea3711db7301ac ran · honoured contract licence of this copy not recorded
Reduce, Reuse, Recycle: Compositional Generation with Energy-Based Diffusion Models and MCMC 22 Feb 2023 jackonelli/mcmc_corr_score_diffusion/src/diffusion/beta_schedules.py 2d285d148cec3cf9 unverified MIT (permissive)
Generating Novel, Designable, and Diverse Protein Structures by Equivariantly Diffusing Oriented Residue Clouds 29 Jan 2023 aqlaboratory/genie/genie/diffusion/schedule.py c272b47dbf7a9212 unverified Apache-2.0 (permissive)
Protein structure generation via folding diffusion 30 Sep 2022 microsoft/foldingdiff/foldingdiff/beta_schedules.py d79d8da3ec92f2f8 unverified MIT (permissive)
Analog Bits: Generating Discrete Data using Diffusion Models with Self-Conditioning 8 Aug 2022 pinellolab/dna-diffusion/src/dnadiffusion/models/diffusion.py 96c65b4e8f4db8cd ran · honoured contract fingerprinted licence not identified · pointer only
DPM-Solver: A Fast ODE Solver for Diffusion Probabilistic Model Sampling in Around 10 Steps 2 Jun 2022 astra-vision/LiDPM/lidpm/utils/scheduling.py 84a1879c66fb8e8b unverified Apache-2.0 (permissive)
Perception Prioritized Training of Diffusion Models 1 Apr 2022 yiyixuxu/denoising-diffusion-flax/denoising_diffusion_flax/utils.py 8f45dd6e777921e5 ran · honoured contract fingerprinted Apache-2.0 (permissive)
Improved Denoising Diffusion Probabilistic Models 18 Feb 2021 YHL04/ddpm/ddpm.py 412c5c40339e2941 ran · honoured contract MIT (permissive)
Denoising Diffusion Implicit Models 6 Oct 2020 ai4science-westlakeu/cl_diffphycon/diffusion/diffusion_2d.py 6a00659c3eac0648 ran · honoured contract fingerprinted MIT (permissive)
Learning Robust Rewards with Adversarial Inverse Reinforcement Learning 30 Oct 2017 rohitrango/Reward-bias-in-GAIL/src/imitation/algorithms/dagger.py 41fbf53df6ae4012 unverified MIT recorded; this copy not marked cleared · pointer only
arXiv:Han_UIBDiffusion_Universal_Imperceptible_Backdoor_Attack_for_Diffusion_Models_CVPR_2025_paper TheLaoLab/UIBDiffusion/loss.py 37a36e71b86103ce ran · honoured contract fingerprinted 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".

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