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ema

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

ema appears in the code Syntology harvested for 15 papers, as 11 distinct code bodies found in 15 places (a place is one code body under one paper). At least one of them ran in 8 of the papers; 5 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 ema 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 5 of the 11 distinct code bodies named ema; 6 are unverified. One tile per status, in the site's fixed vocabulary, each code body counted once:

3ran · honoured contract
0ran · violated contract
1ran · our draft was wrong
0ran · fixture could not drive it
1ran
6unverified
5fingerprinted

Licence is a property of each copy, so it is counted per place: 3 of the 15 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

15 papers shown of 15, newest first; 15 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 2 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
ReST-KV: Robust KV Cache Eviction with Layer-wise Output Reconstruction and Spatial-Temporal Smoothing added by Syntology 2026-05 (from id) an-yongqi/rest-kv/restkv/llama_model.py 88375ce705173d0e ran · our draft was wrong fingerprinted MIT (permissive)
Distilling Bayesian Belief States into Language Models for Auditable Negotiation added by Syntology 2026-05 (from id) kaneis1/CaSiNo_negotiation-agent/src/casino_belief/evaluation/metrics.py 093bd02fd4d1be7c ran fingerprinted licence not identified · pointer only
Invariant Causal Imitation Learning for Generalizable Policies 2 Nov 2023 ioanabica/invariant-causal-imitation-learning/network/mine_network.py a1073d8f05df7b5a ran · honoured contract fingerprinted MIT (permissive)
TD-MPC2: Scalable, Robust World Models for Continuous Control 25 Oct 2023 nicklashansen/tdmpc/src/algorithm/tdmpc.py e39520f04bf0598d unverified MIT (permissive)
VeLO: Training Versatile Learned Optimizers by Scaling Up 17 Nov 2022 google/learned_optimization/learned_optimization/notebook_utils.py e6c862d84c69f94c unverified Apache-2.0 (permissive)
GroupFormer: Group Activity Recognition with Clustered Spatial-Temporal Transformer 28 Aug 2021 xueyee/GroupFormer/group/models/cluster_transformer.py f70774c0916069a5 ran · honoured contract fingerprinted Apache-2.0 (permissive)
Cascaded Head-colliding Attention 31 May 2021 pytorch/fairseq/fairseq/modules/kmeans_attention.py 62b973828672478f ran · honoured contract fingerprinted MIT (permissive)
The ELBO of Variational Autoencoders Converges to a Sum of Three Entropies 28 Oct 2020 learning-with-entropies/elbo-entropies-aistats23/utils.py 419e916c07567d5b unverified MIT (permissive)
Phasic Policy Gradient 9 Sep 2020 openai/phasic-policy-gradient/phasic_policy_gradient/graph_util.py a362c435a091c0f4 unverified MIT (permissive)
Leveraging Procedural Generation to Benchmark Reinforcement Learning 3 Dec 2019 openai/train-procgen/train_procgen/graph_util.py a362c435a091c0f4 unverified MIT (permissive)
MINE: Mutual Information Neural Estimation 12 Jan 2018 identical code first harvested elsewhere a1073d8f05df7b5a ran · honoured contract fingerprinted licence of this copy not recorded
Continual Learning Through Synaptic Intelligence 13 Mar 2017 ganguli-lab/pathint/pathint/utils.py 8908090914518af0 unverified MIT (permissive)
Opening the Black Box of Deep Neural Networks via Information 2 Mar 2017 identical code first harvested elsewhere a1073d8f05df7b5a ran · honoured contract fingerprinted licence of this copy not recorded
Temporal Ensembling for Semi-Supervised Learning 7 Oct 2016 notha99y/mean_teacher_domain_adapt/src/model.py 88874fb38feaf13a unverified MIT (permissive)
InfoGAN: Interpretable Representation Learning by Information Maximizing Generative Adversarial Nets 12 Jun 2016 gtegner/mine-pytorch/mine/models/mine.py a1073d8f05df7b5a 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".

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