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batch

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

batch appears in the code Syntology harvested for 31 papers, as 23 distinct code bodies found in 32 places (a place is one code body under one paper). At least one of them ran in 18 of the papers; 4 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 batch 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 11 of the 23 distinct code bodies named batch; 12 are unverified. One tile per status, in the site's fixed vocabulary, each code body counted once:

2ran · honoured contract
0ran · violated contract
3ran · our draft was wrong
1ran · fixture could not drive it
5ran
12unverified
4fingerprinted

Licence is a property of each copy, so it is counted per place: 10 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

31 papers shown of 31, 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 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
Sequential Trajectories and Simultaneous Blending: Multi-Emotion Modeling for Instruction-Following TTS added by Syntology 2026-08 (from id) FunAudioLLM/CosyVoice/cosyvoice/dataset/processor.py 35a0b064833a64ee unverified Apache-2.0 (permissive)
The Sparsity Ceiling: Where Spiking Networks Canand Cannot-Trade Activity for Energy added by Syntology 2026-07 (from id) zeyuyuyu/sparsity-ceiling/exp1_2d.py 8ff194927721d885 ran MIT (permissive)
DualCodec: A Low-Frame-Rate, Semantically-Enhanced Neural Audio Codec for Speech Generation 2025-05 (from id) jiaqili3/DualCodec/dualcodec/dataset/processor.py ceaa742d42b41c00 unverified MIT (permissive)
A Meta-Learning Approach to Bayesian Causal Discovery 21 Dec 2024 Anish144/CausalStructureNeuralProcess/ml2_meta_causal_discovery/utils/helpers.py 1a65e10e8d0a485b unverified MIT (permissive)
Adaptive teachers for amortized samplers 2 Oct 2024 alstn12088/adaptive-teacher/discovery/gflownet/GFNs/teacher.py 1a1ebe33ee0285e0 ran · fixture could not drive it no licence file found · pointer only
FlashMask: Efficient and Rich Mask Extension of FlashAttention 2 Oct 2024 PaddlePaddle/Paddle/python/paddle/batch.py 8aef776e6a5e3e15 ran Apache-2.0 (permissive)
Eagle and Finch: RWKV with Matrix-Valued States and Dynamic Recurrence 8 Apr 2024 identical code first harvested elsewhere 7e9cf65e078afda5 ran · honoured contract licence of this copy not recorded
Zero-shot audio captioning with audio-language model guidance and audio context keywords 14 Nov 2023 explainableml/zeraucap/audio_captioning/sound_obj_generator.py 393efe21b22bf554 ran fingerprinted no licence file found · pointer only
The NeurIPS 2022 Neural MMO Challenge: A Massively Multiagent Competition with Specialization and Trade 7 Nov 2023 neuralmmo/neurips2022nmmo-submission-pool/submission_pool/baseline-IL/submission.py 64b96c46e228ff68 unverified no licence file found · pointer only
The NeurIPS 2022 Neural MMO Challenge: A Massively Multiagent Competition with Specialization and Trade 7 Nov 2023 neuralmmo/neurips2022nmmo-submission-pool/submission_pool/baseline-RL/monobeast.py 0deae43b60aa7c28 unverified no licence file found · pointer only
Local Search GFlowNets 4 Oct 2023 dbsxodud-11/ls_gfn/gflownet/utils.py 1a1ebe33ee0285e0 ran · fixture could not drive it no licence file found · pointer only
Order-Preserving GFlowNets 30 Sep 2023 yhangchen/op-gfn/single/GFN-Mole/gflownet/utils.py 1a1ebe33ee0285e0 ran · fixture could not drive it no licence file found · pointer only
Nougat: Neural Optical Understanding for Academic Documents 25 Aug 2023 facebookresearch/nougat/nougat/model.py fea7d53593666bbe ran fingerprinted MIT (permissive)
Unlocking Accuracy and Fairness in Differentially Private Image Classification 21 Aug 2023 deepmind/jax_privacy/jax_privacy/_validate.py 2c02fa4677bd1e99 ran Apache-2.0 (permissive)
A Mechanistic Interpretation of Arithmetic Reasoning in Language Models using Causal Mediation Analysis 24 May 2023 alestolfo/lm-arithmetic/intervention_models/intervention_model.py a3baae78dba11763 ran · our draft was wrong MIT (permissive)
RWKV: Reinventing RNNs for the Transformer Era 22 May 2023 BlinkDL/RWKV-LM/RWKV-v7/train_temp/rwkv7_train_simplified.py 7e9cf65e078afda5 ran · honoured contract Apache-2.0 (permissive)
ASDL: A Unified Interface for Gradient Preconditioning in PyTorch 8 May 2023 kazukiosawa/asdfghjkl/asdl/kernel.py 5b6026671740e023 unverified MIT (permissive)
WeNet 2.0: More Productive End-to-End Speech Recognition Toolkit 29 Mar 2022 leonwlw/wenet/wenet/dataset/processor.py f80d5ced1e019437 unverified Apache-2.0 (permissive)
HINT: Hierarchical Neuron Concept Explainer 27 Mar 2022 AntonotnaWang/HINT/func/concept_classifier.py 5028107bae80ca9d ran · our draft was wrong MIT (permissive)
Automatic Perturbation Analysis for Scalable Certified Robustness and Beyond 28 Feb 2020 huanzhang12/CROWN-IBP/convex_adversarial/dual_layers.py 778274b3fb463e7e ran · our draft was wrong fingerprinted BSD-2-Clause (permissive)
Neural Network Branching for Neural Network Verification 3 Dec 2019 oval-group/GNN_branching/convex_adversarial/convex_adversarial/dual_layers.py 778274b3fb463e7e ran · our draft was wrong fingerprinted MIT (permissive)
A Learned Representation for Scalable Vector Graphics 4 Apr 2019 tensorflow/magenta/magenta/common/state_util.py 851a75d666999e50 unverified Apache-2.0 (permissive)
SQL-to-Text Generation with Graph-to-Sequence Model 14 Sep 2018 IBM/SQL-to-Text/Graph2Seq-master/main/helpers.py fe5a62319b44915c unverified Apache-2.0 (permissive)
Exploiting Rich Syntactic Information for Semantic Parsing with Graph-to-Sequence Model 23 Aug 2018 IBM/Text-to-LogicForm/Graph2Seq-master/main/helpers.py fe5a62319b44915c unverified Apache-2.0 (permissive)
Convolutional Generative Adversarial Networks with Binary Neurons for Polyphonic Music Generation 25 Apr 2018 lucylow/Stochastic_SoundCloud/common/state_util.py 72dcc8b76ef3181d unverified MIT (permissive)
Graph2Seq: Graph to Sequence Learning with Attention-based Neural Networks 3 Apr 2018 IBM/Graph2Seq/main/helpers.py fe5a62319b44915c unverified Apache-2.0 (permissive)
Provable defenses against adversarial examples via the convex outer adversarial polytope 2 Nov 2017 fra31/mmr-universal/kolter_wong/convex_adversarial/dual_network.py 778274b3fb463e7e ran · our draft was wrong fingerprinted MIT (permissive)
QCD-Aware Recursive Neural Networks for Jet Physics 2 Feb 2017 glouppe/recnn/recnn/recnn.py c0889f46048db603 unverified BSD-3-Clause (permissive)
Pointer Networks 9 Jun 2015 identical code first harvested elsewhere 796b2511367209ba ran · honoured contract fingerprinted licence of this copy not recorded
Sequence to Sequence Learning with Neural Networks 10 Sep 2014 Guillem96/pointer-nn-pytorch/data.py 796b2511367209ba ran · honoured contract fingerprinted GPL-3.0 (copyleft) · pointer only
Neural Machine Translation by Jointly Learning to Align and Translate 1 Sep 2014 identical code first harvested elsewhere 796b2511367209ba ran · honoured contract fingerprinted licence of this copy not recorded
Generative Adversarial Networks 10 Jun 2014 chandlersupple/GAN-in-Tensorflow/vanilla_gan.py b95161d9acac6b0e 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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