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make_output_format

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

make_output_format appears in the code Syntology harvested for 88 papers, as 27 distinct code bodies found in 88 places (a place is one code body under one paper). At least one of them ran in 52 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 make_output_format 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 4 of the 27 distinct code bodies named make_output_format; 23 are unverified. One tile per status, in the site's fixed vocabulary, each code body counted once:

0ran · honoured contract

0ran · violated contract

1ran · our draft was wrong

0ran · fixture could not drive it

3ran

23unverified

0fingerprinted

Licence is a property of each copy, so it is counted per place: 27 of the 88 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

88 papers shown of 88, newest first; 88 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 4 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.

Paper	Date	File	Status Syntology	Licence
Randomized Advantage Transformation (RAT): Computing Natural Policy Gradients via Direct Backpropagation added by Syntology	2026-05 (from id)	agent-lab/ICML2026-RAT/utils/logger.py `bcd8b4acab199405`	ran	MIT (permissive)
Diffusion Model-Based Data Augmentation for Enhanced Neuron Segmentation added by Syntology	2026-01 (from id)	HeadLiuYun/NeuroDiff/diffusion_model/logger.py `bcd8b4acab199405`	ran	no licence file found · pointer only
Label-Efficient Hyperspectral Image Classification via Spectral FiLM Modulation of Low-Level Pretrained Diffusion Features added by Syntology	2025-12 (from id)	openai/guided-diffusion/guided_diffusion/logger.py `bcd8b4acab199405`	ran	MIT (permissive)
Enhancing Diffusion Model Guidance through Calibration and Regularization added by Syntology	2025-11 (from id)	ajavid34/guided-info-diffusion/guided_diffusion/logger.py `bcd8b4acab199405`	ran	no licence file found · pointer only
Physics Informed Distillation for Diffusion Models	13 Nov 2024	pantheon5100/pid_diffusion/cm/logger.py `bcd8b4acab199405`	ran	MIT (permissive)
Inverse Problems with Diffusion Models: A MAP Estimation Perspective	27 Jul 2024	guthasaibharathchandra/MAP-GA/cm/logger.py `bcd8b4acab199405`	ran	no licence file found · pointer only
Diffusion Prior-Based Amortized Variational Inference for Noisy Inverse Problems	23 Jul 2024	mlvlab/davi/cm/logger.py `bcd8b4acab199405`	ran	MIT (permissive)
Self-Guided Generation of Minority Samples Using Diffusion Models	16 Jul 2024	soobin-um/sg-minority/guided_diffusion/logger.py `bcd8b4acab199405`	ran	MIT (permissive)
ECLIPSE: Expunging Clean-label Indiscriminate Poisons via Sparse Diffusion Purification	21 Jun 2024	cgcl-codes/eclipse/improved_diff_utils/logger.py `bcd8b4acab199405`	ran	MIT (permissive)
Diffusion Rejection Sampling	28 May 2024	aailabkaist/DiffRS/guided_diffusion/logger.py `bcd8b4acab199405`	ran	Apache-2.0 (permissive)
DMPlug: A Plug-in Method for Solving Inverse Problems with Diffusion Models	27 May 2024	yuanzhi-zhu/DiffPIR/guided_diffusion/logger.py `bcd8b4acab199405`	ran	MIT (permissive)
Out-of-Distribution Detection with a Single Unconditional Diffusion Model	20 May 2024	clear-nus/diffpath/improved_diffusion/logger.py `bcd8b4acab199405`	ran	MIT (permissive)
DiffAM: Diffusion-based Adversarial Makeup Transfer for Facial Privacy Protection	16 May 2024	HansSunY/DiffAM/models/improved_ddpm/logger.py `af251dae21d711a5`	ran	no licence file found · pointer only
Causal Diffusion Autoencoders: Toward Counterfactual Generation via Diffusion Probabilistic Models	27 Apr 2024	akomand/causaldiffae/improved_diffusion/logger.py `bcd8b4acab199405`	ran	no licence file found · pointer only
Conditional Wasserstein Distances with Applications in Bayesian OT Flow Matching	27 Mar 2024	jchemseddine/conditional_wasserstein_distances/utils/logger.py `bcd8b4acab199405`	ran	no licence file found · pointer only
Self-Rectifying Diffusion Sampling with Perturbed-Attention Guidance	26 Mar 2024	KU-CVLAB/Perturbed-Attention-Guidance/guided_diffusion/logger.py `bcd8b4acab199405`	ran	MIT (permissive)
SemCity: Semantic Scene Generation with Triplane Diffusion	12 Mar 2024	zoomin-lee/semcity/diffusion/logger.py `bcd8b4acab199405`	ran	MIT (permissive)
A Phase Transition in Diffusion Models Reveals the Hierarchical Nature of Data	26 Feb 2024	pcsl-epfl/forward-backward-diffusion/guided_diffusion/logger.py `bcd8b4acab199405`	ran	MIT (permissive)
GeneOH Diffusion: Towards Generalizable Hand-Object Interaction Denoising via Denoising Diffusion	22 Feb 2024	meowuu7/geneoh-diffusion/diffusion/logger.py `bcd8b4acab199405`	ran	MIT (permissive)
Fast Diffusion-Based Counterfactuals for Shortcut Removal and Generation	21 Dec 2023	nina-weng/fastdime_med/models/logger.py `bcd8b4acab199405`	ran	no licence file found · pointer only
Multi-scale Reconstruction of Turbulent Rotating Flows with Generative Diffusion Models	2023-12 (from id)	smartturb/repaint-turb/guided_diffusion/logger.py `bcd8b4acab199405`	ran	MIT (permissive)
The Generalization Gap in Offline Reinforcement Learning	10 Dec 2023	facebookresearch/gen_dgrl/webShop/baseline_models/logger.py `e69c2e4d0254e7de`	unverified	licence not identified · pointer only
DiffiT: Diffusion Vision Transformers for Image Generation	4 Dec 2023	nvlabs/diffit/diffit/logger.py `bcd8b4acab199405`	ran	no licence file found · pointer only
Do text-free diffusion models learn discriminative visual representations?	29 Nov 2023	soumik-kanad/diffssl/guided_diffusion/logger.py `c4b9f60ffc5a8bac`	ran	MIT (permissive)
ScanDL: A Diffusion Model for Generating Synthetic Scanpaths on Texts	24 Oct 2023	dili-lab/scandl/scandl/utils/logger.py `bcd8b4acab199405`	ran	no licence file found · pointer only
Fast Diffusion EM: a diffusion model for blind inverse problems with application to deconvolution	1 Sep 2023	claroche-r/fastdiffusionem/guided_diffusion/logger.py `bcd8b4acab199405`	ran	no licence file found · pointer only
DiffGuard: Semantic Mismatch-Guided Out-of-Distribution Detection using Pre-trained Diffusion Models	15 Aug 2023	cure-lab/DiffGuard/guided_diffusion/logger.py `bcd8b4acab199405`	ran	no licence file found · pointer only
Understanding the Latent Space of Diffusion Models through the Lens of Riemannian Geometry	24 Jul 2023	enkeejunior1/Diffusion-Pullback/src/models/guided_diffusion/logger.py `bcd8b4acab199405`	ran	Apache-2.0 (permissive)
Synthetic Lagrangian Turbulence by Generative Diffusion Models	17 Jul 2023	smartturb/diffusion-lagr/guided_diffusion/logger.py `bcd8b4acab199405`	ran	MIT (permissive)
Intellectual Property Protection of Diffusion Models via the Watermark Diffusion Process	6 Jun 2023	senp98/wdm/wdm/logger.py `bcd8b4acab199405`	ran	MIT (permissive)
Auto-GPT for Online Decision Making: Benchmarks and Additional Opinions	4 Jun 2023	younghuman/llmagent/webshop/baseline_models/logger.py `e69c2e4d0254e7de`	unverified	Apache-2.0 (permissive)
Image generation with shortest path diffusion	1 Jun 2023	mtkresearch/shortest-path-diffusion/guided_diffusion/logger.py `95431cdc488516f0`	unverified	Apache-2.0 (permissive)
Denoising Diffusion Models for Plug-and-Play Image Restoration	15 May 2023	yuanzhi-zhu/diffpir/guided_diffusion/logger.py `bcd8b4acab199405`	ran	MIT (permissive)
Contrastive Energy Prediction for Exact Energy-Guided Diffusion Sampling in Offline Reinforcement Learning	25 Apr 2023	thu-ml/cep-energy-guided-diffusion/images/guided_diffusion/logger.py `bcd8b4acab199405`	ran	MIT (permissive)
LayoutDiffusion: Controllable Diffusion Model for Layout-to-image Generation	30 Mar 2023	dcdcvgroup/layout-diffusion-mindspore/layout_diffusion/logger.py `f1f1aa73de47c1e0`	unverified	MIT (permissive)
Class-Guided Image-to-Image Diffusion: Cell Painting from Brightfield Images with Class Labels	15 Mar 2023	crosszamirski/guided-i2i/guided_diffusion/logger.py `bcd8b4acab199405`	ran	Apache-2.0 (permissive)
Consistency Models	2 Mar 2023	openai/consistency_models/cm/logger.py `bcd8b4acab199405`	ran	MIT (permissive)
Cooperative Open-ended Learning Framework for Zero-shot Coordination	9 Feb 2023	PKU-Alignment/ProAgent/lib/stable-baselines/stable_baselines/logger.py `6d3c2b5e4fba7274`	unverified	MIT (permissive)
Sample Dropout: A Simple yet Effective Variance Reduction Technique in Deep Policy Optimization	5 Feb 2023	linzichuan/sdpo/baselines/logger.py `bcd8b4acab199405`	ran	MIT recorded; this copy not marked cleared · pointer only
GibbsDDRM: A Partially Collapsed Gibbs Sampler for Solving Blind Inverse Problems with Denoising Diffusion Restoration	30 Jan 2023	sony/gibbsddrm/guided_diffusion/logger.py `bcd8b4acab199405`	ran	MIT (permissive)
MedSegDiff-V2: Diffusion based Medical Image Segmentation with Transformer	19 Jan 2023	wujunde/medsegdiff/guided_diffusion/logger.py `bcd8b4acab199405`	ran	MIT (permissive)
PECAN: Leveraging Policy Ensemble for Context-Aware Zero-Shot Human-AI Coordination	16 Jan 2023	LxzGordon/pecan_human_AI_coordination/overcookedgym/human_aware_rl/baselines/baselines/logger.py `817d5caf0e3d3706`	unverified	MIT (permissive)
MM-Diffusion: Learning Multi-Modal Diffusion Models for Joint Audio and Video Generation	19 Dec 2022	researchmm/mm-diffusion/mm_diffusion/logger.py `57131491357c189b`	unverified	MIT (permissive)
Empowering Diffusion Models on the Embedding Space for Text Generation	19 Dec 2022	zhjgao/difformer/improved_diffusion/logger.py `bcd8b4acab199405`	ran	MIT (permissive)
Zero-Shot Image Restoration Using Denoising Diffusion Null-Space Model	1 Dec 2022	ipc-lab/deepjscc-diffusion/guided_diffusion/logger.py `bcd8b4acab199405`	ran	MIT (permissive)
SinDiffusion: Learning a Diffusion Model from a Single Natural Image	22 Nov 2022	weilunwang/sindiffusion/guided_diffusion/logger.py `bcd8b4acab199405`	ran	Apache-2.0 (permissive)
Improving Sample Quality of Diffusion Models Using Self-Attention Guidance	3 Oct 2022	KU-CVLAB/Self-Attention-Guidance/guided_diffusion/logger.py `bcd8b4acab199405`	ran	MIT recorded; this copy not marked cleared · pointer only
AT-DDPM: Restoring Faces degraded by Atmospheric Turbulence using Denoising Diffusion Probabilistic Models	24 Aug 2022	nithin-gk/at-ddpm/guided_diffusion/logger.py `bcd8b4acab199405`	ran	Apache-2.0 (permissive)
Semantic Image Synthesis via Diffusion Models	30 Jun 2022	marinadominguez/diffusion-for-us-images/semantic_diffusion_model/guided_diffusion/logger.py `64dfda52a70e9d95`	unverified	MIT (permissive)
(Certified!!) Adversarial Robustness for Free!	21 Jun 2022	ethz-privsec/diffusion_denoised_smoothing/imagenet/guided_diffusion/logger.py `bcd8b4acab199405`	ran	MIT (permissive)
Diffusion Models for Video Prediction and Infilling	15 Jun 2022	Tobi-r9/RaMViD/diffusion_openai/logger.py `bcd8b4acab199405`	ran	MIT (permissive)
Task-Agnostic Continual Reinforcement Learning: Gaining Insights and Overcoming Challenges	28 May 2022	amazon-research/replay-based-recurrent-rl/code/oailibs/logger.py `c9637f11d7c5f378`	unverified	Apache-2.0 (permissive)
Accelerating Diffusion Models via Early Stop of the Diffusion Process	25 May 2022	zhaoyanglyu/early_stopped_ddpm/guided_diffusion/logger.py `bcd8b4acab199405`	ran	MIT recorded; this copy not marked cleared · pointer only
Diffusion Models for Counterfactual Explanations	29 Mar 2022	guillaumejs2403/DiME/core/logger.py `bcd8b4acab199405`	ran	MIT (permissive)
Diffusion Models for Medical Anomaly Detection	8 Mar 2022	JuliaWolleb/diffusion-anomaly/guided_diffusion/logger.py `bcd8b4acab199405`	ran	MIT (permissive)
Beyond Images: Label Noise Transition Matrix Estimation for Tasks with Lower-Quality Features	2 Feb 2022	ucsc-real/est-t-mi/utils/logger.py `5eee517402b390d5`	unverified	MIT (permissive)
Diffusion Models for Implicit Image Segmentation Ensembles	6 Dec 2021	marrlab/dispr/guided_diffusion/logger.py `bcd8b4acab199405`	ran	Apache-2.0 (permissive)
Blended Diffusion for Text-driven Editing of Natural Images	29 Nov 2021	omriav/blended-diffusion/guided_diffusion/guided_diffusion/logger.py `bcd8b4acab199405`	ran	MIT (permissive)
Few-shot Image Generation with Mixup-based Distance Learning	23 Nov 2021	rowerliu/adbd/guided_diffusion/logger.py `6633aefbd7f08bc4`	unverified	MIT (permissive)
Time Discretization-Invariant Safe Action Repetition for Policy Gradient Methods	6 Nov 2021	artberryx/SAR/sb/stable_baselines/logger.py `d2ac8a40c8413065`	unverified	MIT (permissive)
Adversarial Intrinsic Motivation for Reinforcement Learning	27 May 2021	iDurugkar/adversarial-intrinsic-motivation/stable_baselines/logger.py `7bbab22bcf0e48c2`	unverified	MIT (permissive)
Principled Exploration via Optimistic Bootstrapping and Backward Induction	13 May 2021	rrmenon10/Bootstrapped-DQN/baselines/logger.py `d463e1295ed34b3c`	unverified	MIT recorded; this copy not marked cleared · pointer only
Rank the Episodes: A Simple Approach for Exploration in Procedurally-Generated Environments	20 Jan 2021	aklein1995/exploration_sil_im/rapid/rapid_agent.py `8b7334946d2ed532`	ran · our draft was wrong	MIT (permissive)
Multi-Agent Trust Region Policy Optimization	15 Oct 2020	hepengli/matrpo/matrpo/common/logger.py `817d5caf0e3d3706`	unverified	MIT (permissive)
Denoising Diffusion Implicit Models	6 Oct 2020	dan8991/Image-coding-perceptual-enhancement-with-diffusion-models/improved_diffusion/logger.py `b2962581b6ee5713`	unverified	MIT (permissive)
Phasic Policy Gradient	9 Sep 2020	openai/phasic-policy-gradient/phasic_policy_gradient/logger.py `6b6c572969663aab`	unverified	MIT (permissive)
PC-PG: Policy Cover Directed Exploration for Provable Policy Gradient Learning	16 Jul 2020	mbhenaff/pcpg/baselines/logger.py `bcd8b4acab199405`	ran	MIT (permissive)
Scalable Identification of Partially Observed Systems with Certainty-Equivalent EM	20 Jun 2020	sisl/CEEM/ceem/logger.py `e6d5c8ead04a113a`	unverified	MIT (permissive)
How to Avoid Being Eaten by a Grue: Structured Exploration Strategies for Textual Worlds	12 Jun 2020	rajammanabrolu/Q-BERT/qbert/logger.py `28dc605330336da2`	unverified	MIT (permissive)
Dual Policy Distillation	7 Jun 2020	kiminh/dual-policy-distillation/baselines/logger.py `5eee517402b390d5`	unverified	MIT recorded; this copy not marked cleared · pointer only
Curious Hierarchical Actor-Critic Reinforcement Learning	7 May 2020	knowledgetechnologyuhh/goal_conditioned_RL_baselines/baselines/logger.py `b1819de017418a10`	unverified	MIT recorded; this copy not marked cleared · pointer only
Influence-Based Multi-Agent Exploration	12 Oct 2019	TonghanWang/EITI-EDTI/baselines/logger.py `817d5caf0e3d3706`	unverified	MIT recorded; this copy not marked cleared · pointer only
Interactive Fiction Games: A Colossal Adventure	11 Sep 2019	microsoft/tdqn/tdqn/logger.py `28dc605330336da2`	unverified	MIT (permissive)
Deep Reinforcement Learning for Industrial Insertion Tasks with Visual Inputs and Natural Rewards	13 Jun 2019	mizolotu/SmartExcavator/baselines/logger.py `bcd8b4acab199405`	ran	MIT recorded; this copy not marked cleared · pointer only
Random Expert Distillation: Imitation Learning via Expert Policy Support Estimation	16 May 2019	RuohanW/RED/baselines/logger.py `817d5caf0e3d3706`	unverified	MIT recorded; this copy not marked cleared · pointer only
Dimension-Wise Importance Sampling Weight Clipping for Sample-Efficient Reinforcement Learning	7 May 2019	seungyulhan/disc/baselines/logger.py `b5272c7ba12ab1ee`	unverified	MIT recorded; this copy not marked cleared · pointer only
Deep Reinforcement Learning using Genetic Algorithm for Parameter Optimization	19 Feb 2019	aralab-unr/ReinforcementLearningWithGA/baselines/logger.py `28dc605330336da2`	unverified	MIT recorded; this copy not marked cleared · pointer only
Multi-Agent Generative Adversarial Imitation Learning	26 Jul 2018	ermongroup/multiagent-gail/multiagent-gail/rl/logger.py `4bc3c89aa4d71e84`	unverified	MIT (permissive)
RUDDER: Return Decomposition for Delayed Rewards	20 Jun 2018	ml-jku/baselines-rudder/baselines/logger.py `71697459087eb34f`	unverified	MIT recorded; this copy not marked cleared · pointer only
Graph Convolutional Policy Network for Goal-Directed Molecular Graph Generation	7 Jun 2018	bowenliu16/rl_graph_generation/rl-baselines/baselines/logger.py `5eee517402b390d5`	unverified	BSD-3-Clause (permissive)
On Learning Intrinsic Rewards for Policy Gradient Methods	17 Apr 2018	Hwhitetooth/lirpg/baselines/logger.py `5eee517402b390d5`	unverified	MIT recorded; this copy not marked cleared · pointer only
TreeQN and ATreeC: Differentiable Tree-Structured Models for Deep Reinforcement Learning	31 Oct 2017	oxwhirl/treeqn/treeqn/utils/logger.py `071e746ec3f03d74`	unverified	MIT (permissive)
Action-depedent Control Variates for Policy Optimization via Stein's Identity	30 Oct 2017	DartML/PPO-Stein-Control-Variate/evaluation/tb_logger.py `071e746ec3f03d74`	unverified	MIT (permissive)
Detecting Adversarial Attacks on Neural Network Policies with Visual Foresight	2 Oct 2017	yenchenlin/rl-attack-detection/baselines/logger.py `d463e1295ed34b3c`	unverified	MIT recorded; this copy not marked cleared · pointer only
Learning to reinforcement learn	17 Nov 2016	gomerudo/openai-baselines/baselines/logger.py `817d5caf0e3d3706`	unverified	MIT recorded; this copy not marked cleared · pointer only
Generative Adversarial Imitation Learning	10 Jun 2016	Techget/gail-tf-sc2/gailtf/baselines/logger.py `071e746ec3f03d74`	unverified	MIT (permissive)
arXiv:aaai_28418		KidsWithTokens/MedSegDiff/guided_diffusion/logger.py `bcd8b4acab199405`	ran	MIT (permissive)
arXiv:Liu_DOLCE_A_Model-Based_Probabilistic_Diffusion_Framework_for_Limited-Angle_CT_Reconstruction_ICCV_2023_paper		wustl-cig/DOLCE/guided_diffusion/logger.py `d725b890e00ae5ff`	unverified	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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