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cosine_beta_schedule

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

cosine_beta_schedule appears in the code Syntology harvested for 76 papers, as 42 distinct code bodies found in 84 places (a place is one code body under one paper). At least one of them ran in 67 of the papers; 23 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 cosine_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 31 of the 42 distinct code bodies named cosine_beta_schedule; 11 are unverified. One tile per status, in the site's fixed vocabulary, each code body counted once:

24ran · honoured contract
0ran · violated contract
0ran · our draft was wrong
0ran · fixture could not drive it
7ran
11unverified
23fingerprinted

Licence is a property of each copy, so it is counted per place: 30 of the 84 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

76 papers shown of 76, newest first; 84 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 13 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
Graph Convolutional Attention: A Spectral Perspective on Graph Denoising and Diffusion added by Syntology 2026-07 (from id) shervinkhalafi/graph_conv_att/src/tmgg/diffusion/diffusion_math.py a3d2a205517c51d2 ran EUPL-1.2 (copyleft) · pointer only
Latent Block-Diffusion Temporal Point Processes: A Semi-Autoregressive Framework for Asynchronous Event Sequence Generation added by Syntology 2026-06 (from id) Zh-Shuai/LBDTPP/model/bdtpp_model.py 5611055461d018b0 ran · honoured contract fingerprinted no licence file found · pointer only
Energy-based Compositional Diffusion Planning added by Syntology 2026-06 (from id) GradientSpaces/ECD/ecd/planner.py 9d5aff25a71e5a03 ran · honoured contract Apache-2.0 (permissive)
DiRecT: Safe Diffusion-Based Planning via Receding-Horizon Denoising added by Syntology 2026-06 (from id) azizanlab/DiRecT/maze2d/unet.py 7011797bad785f0e ran MIT (permissive)
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 7f7b3b9215818f0f ran · honoured contract fingerprinted MIT (permissive)
Diffusion Models for Adaptive Sequential Data Generation added by Syntology 2026-06 (from id) yinbinhan/adapted_diffusion_model/diffusion_factor_model/diffusion_factor_model.py bfc573d9ff67e6ac ran · honoured contract MIT (permissive)
GLIDE: Graph-guided Leap Inference for Diffusion Estimation of Spatio-Temporal Point Processes added by Syntology 2026-06 (from id) AONE-NLP/GLIDE/DSTPP/DiffusionModel.py bef6451d2dc4bcda ran · honoured contract fingerprinted no licence file found · pointer only
Adversarial Dual On-Policy Distillation from Expressive Teacher added by Syntology 2026-05 (from id) vanzll/FA-OPD/faopd/ddpm/policy_model.py f3a9cdb81c13d825 ran fingerprinted no licence file found · pointer only
Adversarial Dual On-Policy Distillation from Expressive Teacher added by Syntology 2026-05 (from id) vanzll/FA-OPD/faopd/drail.py 48310d5969f71157 ran 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 87d1bc442d93916d ran · honoured contract fingerprinted 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) MuhangTian/TimeDiff/models/ETDiff/mixed_diffusion.py 8b42982e2c7c0dad ran · honoured contract fingerprinted no licence file found · pointer only
Hierarchical Entity-centric Reinforcement Learning with Factored Subgoal Diffusion added by Syntology 2026-02 (from id) DanHrmti/HECRL/agents/diffuser/subgoal_diffuser.py b6113e0f43155a33 ran · honoured contract MIT (permissive)
Equivariant Diffusion for Crystal Structure Prediction added by Syntology 2025-12 (from id) EmperorJia/EquiCSP/equicsp/pl_modules/diff_utils.py cda1449e300d44f3 unverified MIT (permissive)
Prior-Guided Flow Matching for Target-Aware Molecule Design with Learnable Atom Number added by Syntology 2025-09 (from id) CMACH508/PAFlow/models/molopt_score_model.py c92a02b48d8fb1c4 ran · honoured contract fingerprinted no licence file found · pointer only
Addressing Missing Data Issue for Diffusion-based Recommendation 18 May 2025 maowenyu-11/TDM/TDM.py 3a6233722b4f0cd6 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 cda1449e300d44f3 unverified MIT (permissive)
Skill Expansion and Composition in Parameter Space 9 Feb 2025 ltlhuuu/PSEC/jaxrl5/networks/diffusion.py 87d1bc442d93916d ran · honoured contract fingerprinted 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 87d1bc442d93916d ran · honoured contract fingerprinted Apache-2.0 (permissive)
From Uncertain to Safe: Conformal Fine-Tuning of Diffusion Models for Safe PDE Control 4 Feb 2025 ai4science-westlakeu/safediffcon/2d/ddpm/modules.py b6113e0f43155a33 ran · honoured contract MIT (permissive)
On the Guidance of Flow Matching 4 Feb 2025 ai4science-westlakeu/flow_guidance/offline_rl/gflower/models_flow/helpers.py b6113e0f43155a33 ran · honoured contract MIT (permissive)
On the Guidance of Flow Matching 4 Feb 2025 ai4science-westlakeu/flow_guidance/offline_rl/gflower/models_flow/unet.py a46ae414f0327ebd unverified MIT (permissive)
Generative Modeling and Data Augmentation for Power System Production Simulation 10 Dec 2024 identical code first harvested elsewhere 05e94467a0de94a4 ran · honoured contract fingerprinted licence of this copy not recorded
Diffusion Predictive Control with Constraints 12 Dec 2024 ralfroemer99/dpcc/diffuser/models/helpers.py 0e2971f42b6c3323 unverified MIT (permissive)
Auto-Regressive Moving Diffusion Models for Time Series Forecasting 12 Dec 2024 daxin007/armd/Models/autoregressive_diffusion/armd.py 05e94467a0de94a4 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 083bd130603b9c0b unverified MIT (permissive)
Wavelet Diffusion Neural Operator 6 Dec 2024 AI4Science-WestlakeU/wdno/smoke/ddpm/modules.py b6113e0f43155a33 ran · honoured contract MIT (permissive)
Bridging the Gap between Learning and Inference for Diffusion-Based Molecule Generation 8 Nov 2024 neusymlab/DiffGap/binddm/models/molopt_score_model.py c92a02b48d8fb1c4 ran · honoured contract fingerprinted MIT (permissive)
DeeR-VLA: Dynamic Inference of Multimodal Large Language Models for Efficient Robot Execution 4 Nov 2024 yueyang130/DeeR-VLA/robot_flamingo/models/unets.py b5f436d39b3d4b3f unverified Apache-2.0 (permissive)
Reprogramming Pretrained Target-Specific Diffusion Models for Dual-Target Drug Design 28 Oct 2024 zhouxiangxin1998/DualDiff/models/molopt_score_model.py c92a02b48d8fb1c4 ran · honoured contract fingerprinted Apache-2.0 (permissive)
ANT: Adaptive Noise Schedule for Time Series Diffusion Models 18 Oct 2024 seunghan96/ANT/src/ANT/utils.py f3a9cdb81c13d825 ran fingerprinted no licence file found · pointer only
TCP-Diffusion: A Multi-modal Diffusion Model for Global Tropical Cyclone Precipitation Forecasting with Change Awareness 17 Oct 2024 Zjut-MultimediaPlus/TCP-Diffusion/video_diffusion_pytorch/rainfall_diffusion_F4_E1ifs_0316.py 8043d7742d7fe30c ran · honoured contract fingerprinted no licence file found · pointer only
Preference Diffusion for Recommendation 17 Oct 2024 identical code first harvested elsewhere 3a6233722b4f0cd6 ran · honoured contract fingerprinted licence of this copy not recorded
Manifold-Constrained Nucleus-Level Denoising Diffusion Model for Structure-Based Drug Design 16 Sep 2024 yanliang3612/nucleusdiff/models/molopt_score_model.py c92a02b48d8fb1c4 ran · honoured contract fingerprinted MIT (permissive)
Learning Trimodal Relation for AVQA with Missing Modality 23 Jul 2024 VisualAIKHU/Missing-AVQA/net_grd_avst/net_avst.py 079814bd981435a5 ran · honoured contract fingerprinted MIT (permissive)
DiffPhyCon: A Generative Approach to Control Complex Physical Systems 9 Jul 2024 AI4Science-WestlakeU/diffphycon/baselines/BC_jellyfish/modules.py b6113e0f43155a33 ran · honoured contract MIT (permissive)
DiffPhyCon: A Generative Approach to Control Complex Physical Systems 9 Jul 2024 ai4science-westlakeu/diffphycon/diffusion/diffusion_1d_burgers.py b2861c16f8920d11 unverified MIT (permissive)
Aligning Target-Aware Molecule Diffusion Models with Exact Energy Optimization 1 Jul 2024 minkaixu/alidiff/models/ipo.py c92a02b48d8fb1c4 ran · honoured contract fingerprinted no licence file found · pointer only
Guided Trajectory Generation with Diffusion Models for Offline Model-based Optimization 29 Jun 2024 dbsxodud-11/gtg/diffuser/models/helpers.py b6113e0f43155a33 ran · honoured contract no licence file found · pointer only
General Binding Affinity Guidance for Diffusion Models in Structure-Based Drug Design 24 Jun 2024 ask-berkeley/badger-sbdd/models/classifier_multi.py c92a02b48d8fb1c4 ran · honoured contract fingerprinted MIT (permissive)
PianoMotion10M: Dataset and Benchmark for Hand Motion Generation in Piano Performance 13 Jun 2024 agnjason/pianomotion10m/models/denoise_diffusion.py 05e94467a0de94a4 ran · honoured contract fingerprinted Apache-2.0 (permissive)
TAGMol: Target-Aware Gradient-guided Molecule Generation 3 Jun 2024 MoleculeAI/TAGMol/models/molopt_guide_model.py c92a02b48d8fb1c4 ran · honoured contract fingerprinted no licence file found · pointer only
DIDI: Diffusion-Guided Diversity for Offline Behavioral Generation 23 May 2024 huey0528/icml24didi/diffuser/models/helpers.py b6113e0f43155a33 ran · honoured contract no licence file found · pointer only
LTLDoG: Satisfying Temporally-Extended Symbolic Constraints for Safe Diffusion-based Planning 7 May 2024 clear-nus/ltldog/maze2d/diffuser/models/helpers.py b6113e0f43155a33 ran · honoured contract MIT (permissive)
Gradient Guidance for Diffusion Models: An Optimization Perspective 23 Apr 2024 yukang123/ggdmoptim/simulations/diffusion.py 05e94467a0de94a4 ran · honoured contract fingerprinted no licence file found · pointer only
MolCRAFT: Structure-Based Drug Design in Continuous Parameter Space 18 Apr 2024 AlgoMole/GeoBFN/core/losses/loss_utils.py 963b75c89db024dd ran no licence file found · pointer only
Diffusion-based Negative Sampling on Graphs for Link Prediction 25 Mar 2024 ntkien1904/dmns/model/model.py 3a6233722b4f0cd6 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 b6113e0f43155a33 ran · honoured contract no licence file found · pointer only
DecompDiff: Diffusion Models with Decomposed Priors for Structure-Based Drug Design 26 Feb 2024 bytedance/decompdiff/models/transitions.py c92a02b48d8fb1c4 ran · honoured contract fingerprinted 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 66961a32f6104980 ran · honoured contract fingerprinted no licence file found · pointer only
Binding-Adaptive Diffusion Models for Structure-Based Drug Design 15 Jan 2024 YangLing0818/BindDM/models/molopt_score_model.py c92a02b48d8fb1c4 ran · honoured contract fingerprinted 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 87d1bc442d93916d ran · honoured contract fingerprinted no licence file found · pointer only
Data Attribution for Diffusion Models: Timestep-induced Bias in Influence Estimation 17 Jan 2024 txie1/diffusion-retrac/scheduler/ddim.py b236cc9fdeeb2655 ran · honoured contract fingerprinted no licence file found · pointer only
Learning a Diffusion Model Policy from Rewards via Q-Score Matching 18 Dec 2023 Alescontrela/score_matching_rl/jaxrl5/agents/score_matching/score_matching_learner.py 87d1bc442d93916d ran · honoured contract fingerprinted no licence file found · pointer only
Interactive Humanoid: Online Full-Body Motion Reaction Synthesis with Social Affordance Canonicalization and Forecasting 14 Dec 2023 linghaochan/humanmac/models/diffusion.py b3e1f5368c9c4003 ran fingerprinted MIT (permissive)
World Models via Policy-Guided Trajectory Diffusion 13 Dec 2023 marc-rigter/polygrad-world-models/polygrad/models/helpers.py 15fbb85528fadb2b ran MIT (permissive)
Accelerating Inference in Molecular Diffusion Models with Latent Representations of Protein Structure 22 Nov 2023 dunni3/keypoint-diffusion/models/ligand_diffuser.py 826fe75952e9c8fb ran · honoured contract fingerprinted MIT (permissive)
Large Language Model Can Interpret Latent Space of Sequential Recommender 31 Oct 2023 yangzhengyi98/dreamrec/DreamRec.py 3a6233722b4f0cd6 ran · honoured contract fingerprinted no licence file found · pointer only
Benchmarking Autoregressive Conditional Diffusion Models for Turbulent Flow Simulation 4 Sep 2023 tum-pbs/autoreg-pde-diffusion/src/turbpred/model_diffusion_blocks.py f3a9cdb81c13d825 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 87d1bc442d93916d ran · honoured contract fingerprinted MIT (permissive)
Predict, Refine, Synthesize: Self-Guiding Diffusion Models for Probabilistic Time Series Forecasting 21 Jul 2023 amazon-science/unconditional-time-series-diffusion/src/uncond_ts_diff/utils.py f3a9cdb81c13d825 ran fingerprinted Apache-2.0 (permissive)
Graph Denoising Diffusion for Inverse Protein Folding 29 Jun 2023 ykiiiiii/GraDe_IF/diffusion/utils.py 826fe75952e9c8fb ran · honoured contract fingerprinted MIT (permissive)
DiffInfinite: Large Mask-Image Synthesis via Parallel Random Patch Diffusion in Histopathology 23 Jun 2023 marcoaversa/diffinfinite/dm.py 05e94467a0de94a4 ran · honoured contract fingerprinted MIT (permissive)
Masked Diffusion Models Are Fast Distribution Learners 20 Jun 2023 jiachenlei/maskdm/gaussian_ddpm.py 0bd8c65f1839edbf unverified MIT (permissive)
VillanDiffusion: A Unified Backdoor Attack Framework for Diffusion Models 12 Jun 2023 IBM/villandiffusion/loss.py f3a9cdb81c13d825 ran fingerprinted Apache-2.0 (permissive)
DFormer: Diffusion-guided Transformer for Universal Image Segmentation 6 Jun 2023 cp3wan/dformer/dformer/DFormer_model.py 05e94467a0de94a4 ran · honoured contract fingerprinted MIT (permissive)
Diffusion Model is an Effective Planner and Data Synthesizer for Multi-Task Reinforcement Learning 29 May 2023 tinnerhrhe/MTDiff/diffuser/models/helpers.py b6113e0f43155a33 ran · honoured contract MIT (permissive)
Policy Representation via Diffusion Probability Model for Reinforcement Learning 22 May 2023 bellmantimehut/dipo/agent/helpers.py b6113e0f43155a33 ran · honoured contract MIT (permissive)
3D Equivariant Diffusion for Target-Aware Molecule Generation and Affinity Prediction 6 Mar 2023 hughnew/gapdiff/binddm/models/molopt_score_model.py c92a02b48d8fb1c4 ran · honoured contract fingerprinted MIT (permissive)
AdaptDiffuser: Diffusion Models as Adaptive Self-evolving Planners 3 Feb 2023 Liang-ZX/adaptdiffuser/diffusion/denoising_diffusion_pytorch_adapt.py b59ed49c95c3db63 ran · honoured contract fingerprinted MIT (permissive)
Generating Novel, Designable, and Diverse Protein Structures by Equivariantly Diffusing Oriented Residue Clouds 29 Jan 2023 aqlaboratory/genie/genie/diffusion/schedule.py 3695b1fe03026ff4 unverified Apache-2.0 (permissive)
Protein structure generation via folding diffusion 30 Sep 2022 microsoft/foldingdiff/foldingdiff/beta_schedules.py 82f226c1ee04dd39 unverified MIT (permissive)
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 2844790a72cc7fd1 unverified Apache-2.0 (permissive)
Hierarchical Text-Conditional Image Generation with CLIP Latents 13 Apr 2022 lucidrains/DALLE2-pytorch/dalle2_pytorch/dalle2_pytorch.py 63d04624697c8f60 ran · honoured contract fingerprinted MIT (permissive)
Perception Prioritized Training of Diffusion Models 1 Apr 2022 yiyixuxu/denoising-diffusion-flax/denoising_diffusion_flax/utils.py e15c4c68fe717e48 ran · honoured contract fingerprinted Apache-2.0 (permissive)
Diffusion Models Beat GANs on Image Synthesis 11 May 2021 lucidrains/ddpm-proteins/ddpm_proteins/ddpm_proteins.py d069cafc41670adf ran · honoured contract fingerprinted MIT (permissive)
Diffusion Models Beat GANs on Image Synthesis 11 May 2021 filipbasara0/simple-diffusion/simple_diffusion/scheduler/ddim.py b236cc9fdeeb2655 ran · honoured contract fingerprinted MIT (permissive)
Improved Denoising Diffusion Probabilistic Models 18 Feb 2021 YHL04/ddpm/ddpm.py 16240e26bc3e0d99 ran · honoured contract MIT (permissive)
Argmax Flows and Multinomial Diffusion: Learning Categorical Distributions 10 Feb 2021 YuzheZhang-1999/DiffTSR/model/TDM/models/diffusion_multinomial.py c92a02b48d8fb1c4 ran · honoured contract fingerprinted Apache-2.0 (permissive)
Denoising Diffusion Implicit Models 6 Oct 2020 ai4science-westlakeu/cl_diffphycon/diffusion/diffusion_2d.py 071922f4a3ff4a0f unverified MIT (permissive)
Denoising Diffusion Probabilistic Models 19 Jun 2020 identical code first harvested elsewhere 16240e26bc3e0d99 ran · honoured contract licence of this copy not recorded
Denoising Diffusion Probabilistic Models 19 Jun 2020 devjake/eeg-diffusion-pytorch/denoising_diffusion_pytorch/diffusion_models/denoising_diffusion_pytorch.py 62afec33f38bb212 ran · honoured contract fingerprinted MIT (permissive)
Denoising Diffusion Probabilistic Models 19 Jun 2020 lucidrains/denoising-diffusion-pytorch/denoising_diffusion_pytorch/denoising_diffusion_pytorch.py 69efa1a5ec74db25 ran · honoured contract fingerprinted MIT (permissive)
Denoising Diffusion Probabilistic Models 19 Jun 2020 arpitbansal297/cold-diffusion-models/denoising-diffusion-pytorch/denoising_diffusion_pytorch/denoising_diffusion_pytorch.py 65f82eed2ed5c542 ran · honoured contract fingerprinted no licence file found · pointer only
arXiv:Han_UIBDiffusion_Universal_Imperceptible_Backdoor_Attack_for_Diffusion_Models_CVPR_2025_paper TheLaoLab/UIBDiffusion/loss.py f3a9cdb81c13d825 ran 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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