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phi

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

phi appears in the code Syntology harvested for 30 papers, as 31 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; 19 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 phi 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 23 of the 31 distinct code bodies named phi; 8 are unverified. One tile per status, in the site's fixed vocabulary, each code body counted once:

5ran · honoured contract
5ran · violated contract
1ran · our draft was wrong
2ran · fixture could not drive it
10ran
8unverified
19fingerprinted

Licence is a property of each copy, so it is counted per place: 19 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 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
A Doeblin-Anchored Contrastive Chart for Learning Markov Transition Kernels added by Syntology 2026-06 (from id) Ao-Xu/doeblin_exp_2026/experiments/run_experiments.py a573d597ab276906 ran fingerprinted MIT (permissive)
Semiparametric Efficient Bilevel Gradient Estimation added by Syntology 2026-05 (from id) fareselkhoury/Semiparametric-Efficient-Bilevel-Gradient-Estimation/Bellman_b1_obigrad_experiment.py a0d20c08821184f8 ran fingerprinted no licence file found · pointer only
Semiparametric Efficient Bilevel Gradient Estimation added by Syntology 2026-05 (from id) fareselkhoury/Semiparametric-Efficient-Bilevel-Gradient-Estimation/Bellman_b4_kbo_regularization_experiment.py b8683e9da241bb40 ran fingerprinted no licence file found · pointer only
Near-Optimal Primal-Dual Algorithm for Learning Linear Mixture CMDPs with Adversarial Rewards added by Syntology 2026-03 (from id) kihyun-yu/pd-powers/cmdp_primal_dual_power.py 8a5a69296643c3bf ran · honoured contract fingerprinted no licence file found · pointer only
Spectral Attention Steering for Prompt Highlighting added by Syntology 2026-03 (from id) waylonli/SEKA/src/utils.py b409389f20aac5ac unverified Apache-2.0 (permissive)
o1-Coder: an o1 Replication for Coding 29 Nov 2024 adam-bjtu/o1-coder/src/RL/rewards/rewards.py a07a0dde2579431e ran · fixture could not drive it MIT (permissive)
Learning grid cells by predictive coding 1 Oct 2024 C16Mftang/place-cell-pred-coding/pattern_formation.py 7135f81d84a2a308 ran fingerprinted no licence file found · pointer only
StateAct: State Tracking and Reasoning for Acting and Planning with Large Language Models 21 Sep 2024 ai-nikolai/stateact/textcraft_runs/run_textcraft_thread.py 9eae20ece0fa12fe ran fingerprinted no licence file found · pointer only
In-Context Learning of Linear Systems: Generalization Theory and Applications to Operator Learning 18 Sep 2024 lugroupumn/icl_linear_systems/utils/data_utils.py bbc3ea5030c78329 ran no licence file found · pointer only
Trainable Highly-expressive Activation Functions 10 Jul 2024 bgu-cs-vil/ditac/ditac/utils/misc.py 57b024a42d9d2520 ran fingerprinted MIT (permissive)
Competitive Algorithms for Online Knapsack with Succinct Predictions 26 Jun 2024 moreda-a/OKP/Fig 2a/code.py d2ddfda24bb83b7a ran · honoured contract fingerprinted no licence file found · pointer only
Towards Infinite-Long Prefix in Transformer 20 Jun 2024 christianyang37/chiwun/src/NTK-Attention/ntk_attn_demo.py 46730dd388443496 ran · honoured contract fingerprinted no licence file found · pointer only
BMRS: Bayesian Model Reduction for Structured Pruning 3 Jun 2024 saintslab/bmrs-structured-pruning/modules/layers.py 3f5012a9ea5a467a ran · honoured contract fingerprinted no licence file found · pointer only
THREAD: Thinking Deeper with Recursive Spawning 27 May 2024 philipmit/thread/alfworld/run_alfworld.py 9eae20ece0fa12fe ran fingerprinted no licence file found · pointer only
THREAD: Thinking Deeper with Recursive Spawning 27 May 2024 philipmit/thread/mimiciii_icu_qa/run_mimiciii_icuqa.py 923f66a00de77f15 ran fingerprinted no licence file found · pointer only
Efficient Combinatorial Optimization via Heat Diffusion 13 Mar 2024 AwakerMhy/HeO/mvc.py 721c115ded88d833 ran fingerprinted no licence file found · pointer only
Robust Distortion-free Watermarks for Language Models 28 Jul 2023 jthickstun/watermark/watermarking/detection.py 4259f229c063dddd ran no licence file found · pointer only
A policy gradient approach for Finite Horizon Constrained Markov Decision Processes 10 Oct 2022 gsoumyajit/Finite-Horizon-with-constraints/finite/acf.py f30988b943203ca4 unverified no licence file found · pointer only
A Theoretical Understanding of Gradient Bias in Meta-Reinforcement Learning 31 Dec 2021 Benjamin-eecs/Theoretical-GMRL/lola/lola_dice_original.py 1bfb38a7f9b8eda2 ran · violated contract fingerprinted MIT (permissive)
Composite Goodness-of-fit Tests with Kernels 19 Nov 2021 oscarkey/composite-tests/src/composite_tests/distributions/kef.py b96ed8238f45cae0 unverified MIT (permissive)
DisUnknown: Distilling Unknown Factors for Disentanglement Learning 16 Sep 2021 stormraiser/disunknown/modules/WNPReLU.py c189942704ce5012 unverified MIT (permissive)
Rethinking Attention with Performers 30 Sep 2020 teddykoker/performer/performer.py d10e6f7a10a8b0d9 ran · our draft was wrong no licence file found · pointer only
WAFFLE: Watermarking in Federated Learning 17 Aug 2020 ssg-research/WAFFLE/src/SBP_utils.py 7f2454521cfb65b0 unverified Apache-2.0 (permissive)
Expert-Supervised Reinforcement Learning for Offline Policy Learning and Evaluation 23 Jun 2020 asonabend/dtr_via_surrogate_loss/utils.py 91b5337c783e792e ran · fixture could not drive it fingerprinted no licence file found · pointer only
Fast Matrix Square Roots with Applications to Gaussian Processes and Bayesian Optimization 19 Jun 2020 gpleiss/ciq_experiments/svgp/crps.py 400cde6d40f64792 unverified Apache-2.0 (permissive)
Active Preference-Based Gaussian Process Regression for Reward Learning 6 May 2020 Stanford-ILIAD/active-preference-based-gpr/util.py e50939e74b93fad3 unverified MIT (permissive)
ChainerRL: A Deep Reinforcement Learning Library 9 Dec 2019 chainer/chainerrl/examples/atari/train_a2c_ale.py 0a2023b3034fef07 ran · violated contract fingerprinted MIT (permissive)
Data Programming using Continuous and Quality-Guided Labeling Functions 22 Nov 2019 oishik75/CAGE/cage.py 879c9d9c95108744 ran · honoured contract fingerprinted no licence file found · pointer only
Smoothness-Adaptive Contextual Bandits 22 Oct 2019 armmn/Smoothness-Adaptive-Contextual-Bandits/Exp211.py 03dd80301bb5f93c unverified MIT (permissive)
DAS3H: Modeling Student Learning and Forgetting for Optimally Scheduling Distributed Practice of Skills 14 May 2019 theophilegervet/learner-performance-prediction/encode.py 7ebe2a9b54bc2a7f ran · violated contract fingerprinted no licence file found · pointer only
Graph Convolutional Neural Networks via Scattering 31 Mar 2018 dmzou/SCAT/scat.py cc7b03c440566127 ran · violated contract fingerprinted MIT (permissive)
Deep-learning Top Taggers or The End of QCD? 2017-01 (from id) elsaeessc/Deep-Top-based-CNN/preprocessing.py 5cdbbda47e910667 ran · violated contract fingerprinted 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