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Predictor

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

Predictor appears in the code Syntology harvested for 24 papers, as 25 distinct code bodies found in 25 places (a place is one code body under one paper). At least one of them ran in 14 of the papers; 8 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 Predictor 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 15 of the 25 distinct code bodies named Predictor; 10 are unverified. One tile per status, in the site's fixed vocabulary, each code body counted once:

0ran · honoured contract
0ran · violated contract
0ran · our draft was wrong
0ran · fixture could not drive it
15ran
10unverified
8fingerprinted

Licence is a property of each copy, so it is counted per place: 15 of the 25 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

24 papers shown of 24, newest first; 25 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. 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
REPAIR: Predictive Self-Supervised Representation Learning in Chess added by Syntology 2026-06 (from id) Artificial-Chrisi/RePAIR/networks.py f327faa9a36504b0 unverified no licence file found · pointer only
A Multi-Task Targeted Learning Framework for Lithium-Ion Battery State-of-Health and Remaining Useful Life added by Syntology 2026-03 (from id) wang-fujin/PINN4SOH/Model/Model.py df4e443278e1c115 ran · metamorphic tier: invariant no licence file found · pointer only
Discrete World Models via Regularization added by Syntology 2026-03 (from id) dbizzaro/DWMR/architecture.py d66fe076df46a83d ran no licence file found · pointer only
Towards Latent Diffusion Suitable For Text added by Syntology 2026-01 (from id) Nesta-gitU/discrete_diffusion/src/models/ndm/ndm.py 5b233230aa3b77a0 ran fingerprinted no licence file found · pointer only
Iterative Predictor-Critic Code Decoding for Real-World Image Dehazing 17 Mar 2025 Jiayi-Fu/IPC-Dehaze/basicsr/archs/dehazeToken_arch.py c800eb76e72597d7 unverified licence not identified · pointer only
Doubly Robust Causal Effect Estimation under Networked Interference via Targeted Learning 6 May 2024 WeilinChen507/targeted_interference/src/targetedModel_DoubleBSpline.py 80dd0a4d4192cf9f ran fingerprinted no licence file found · pointer only
Unleashing the Potential of Fractional Calculus in Graph Neural Networks with FROND 26 Apr 2024 zknus/torchfde/torchfde/explicit_solver.py ae5d259ba0676d48 ran no licence file found · pointer only
Dynamics Generalisation in Reinforcement Learning via Adaptive Context-Aware Policies 25 Oct 2023 tidiane-camaret/contextual_rl_zero_shot/meta_rl/iida/predictor.py 0c6f6a28d742e40a ran · metamorphic tier: deterministic no licence file found · pointer only
Unsupervised Out-of-Distribution Detection with Diffusion Inpainting 20 Feb 2023 zhenzhel/lift_map_detect/recon.py 60424db455a86fdc unverified Apache-2.0 (permissive)
Agent-Controller Representations: Principled Offline RL with Rich Exogenous Information 31 Oct 2022 manantomar/agent-centric-representations/acro.py fc8294e383461c9c ran fingerprinted no licence file found · pointer only
NashAE: Disentangling Representations through Adversarial Covariance Minimization 21 Sep 2022 ericyeats/nashae-beamsynthesis/ae_utils_exp.py 1c51a254f598a830 ran fingerprinted MIT (permissive)
Neural Color Operators for Sequential Image Retouching 17 Jul 2022 amberwangyili/neurop/codes_pytorch/models/networks.py d43d40d4af68cd54 ran · metamorphic tier: deterministic fingerprinted MIT (permissive)
Accelerating Score-based Generative Models with Preconditioned Diffusion Sampling 5 Jul 2022 fudan-zvg/pds/sampling.py ccb989dac7906e74 unverified MIT (permissive)
What Do You See in this Patient? Behavioral Testing of Clinical NLP Models 30 Nov 2021 bvanaken/clinical-behavioral-testing/behavioral_testing.py 544fe7e37e9ec233 unverified Apache-2.0 (permissive)
NAS-Bench-x11 and the Power of Learning Curves 5 Nov 2021 automl/nas-bench-x11/naslib/predictors/lce/lce.py 962e3193f835c354 ran Apache-2.0 (permissive)
Predify: Augmenting deep neural networks with brain-inspired predictive coding dynamics 4 Jun 2021 miladmozafari/predify/predify/modules/base.py 66572ffdc4e887c1 ran fingerprinted GPL-3.0 (copyleft) · pointer only
DynamicViT: Efficient Vision Transformers with Dynamic Token Sparsification 3 Jun 2021 vision-sjtu/quadmamba/classification/models/csms6s.py c2f59e9256846dc1 unverified MIT (permissive)
To Share or not to Share: Predicting Sets of Sources for Model Transfer Learning 16 Apr 2021 boschresearch/predicting_sets_of_sources/src/predictors.py 52437fee2644b775 unverified AGPL-3.0 (copyleft) · pointer only
Weakly-Supervised Hierarchical Models for Predicting Persuasive Strategies in Good-faith Textual Requests 16 Jan 2021 GT-SALT/Persuasion_Strategy_WVAE/code/bertVAE.py edce68a8401e0f6a ran no licence file found · pointer only
Score-Based Generative Modeling through Stochastic Differential Equations 26 Nov 2020 yang-song/score_sde/sampling.py fdabca225111e3dc unverified Apache-2.0 (permissive)
Learning to Model and Ignore Dataset Bias with Mixed Capacity Ensembles 7 Nov 2020 chrisc36/autobias/autobias/modules/classifier_ensembles.py 8b2698ce36b58c25 unverified Apache-2.0 (permissive)
Bootstrap your own latent: A new approach to self-supervised Learning 13 Jun 2020 yaox12/BYOL-PyTorch/model/byol_model.py 03e75d5f5306b451 ran fingerprinted MIT (permissive)
Bootstrap your own latent: A new approach to self-supervised Learning 13 Jun 2020 talipucar/PyFlow_BYOL/utils/model_utils.py 7641e6d697e6dffa ran · metamorphic tier: invariant fingerprinted no licence file found · pointer only
Dynamic Knowledge Routing Network For Target-Guided Open-Domain Conversation 4 Feb 2020 James-Yip/TGODC-DKRN/model/neural_dkr.py 20fcec5a07337ddc unverified no licence file found · pointer only
Representation Learning with Contrastive Predictive Coding 10 Jul 2018 theolepage/ssl-for-slr/sslforslr/models/cpc/CPC.py 61e69ae0f2b2b9d6 ran no licence file found · pointer only

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