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decode

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

decode appears in the code Syntology harvested for 57 papers, as 46 distinct code bodies found in 57 places (a place is one code body under one paper). At least one of them ran in 13 of the papers; 1 of the code bodies carries 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 decode 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 12 of the 46 distinct code bodies named decode; 34 are unverified. One tile per status, in the site's fixed vocabulary, each code body counted once:

0ran · honoured contract
0ran · violated contract
7ran · our draft was wrong
0ran · fixture could not drive it
5ran
34unverified
1fingerprinted

Licence is a property of each copy, so it is counted per place: 13 of the 57 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

57 papers shown of 57, newest first; 57 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 6 papers added by Syntology; 3 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.

PaperDateFileStatus SyntologyLicence
Reconstructing Randomly Masked Spectra Helps DNNs Identify Discriminant Wavenumbers added by Syntology 2026-06 (from id) Chaoscendence/TeaNet/code/train_model.py b5a388dbcf749e86 ran · metamorphic tier: deterministic MIT (permissive)
SEAOTTER: Sensor Embedded Autoencoding with One-Time Transcode for Efficient Reconstruction added by Syntology 2026-06 (from id) UT-SysML/seaotter/src/seaotter/jpeg_codec.py 39fd0a8491578762 ran no licence file found · pointer only
Variational Entropic Optimal Transport added by Syntology 2026-02 (from id) DrEternity/VarEOT/ALAE/alae_ffhq_inference.py c20cc362e7fc6f55 unverified MIT (permissive)
Discrete Feynman-Kac Correctors added by Syntology 15 Jan 2026 hasanmohsin/discrete_fkc/fk_steering.py 1e985d915d91aa56 ran · our draft was wrong no licence file found · pointer only
MODE: Efficient Time Series Prediction with Mamba Enhanced by Low-Rank Neural ODEs added by Syntology 2026-01 (from id) XsChen524/mode-mamba-ts/src/mamba_mode/utils/generation.py eda7b73324d5e67e unverified no licence file found · pointer only
Contact Wasserstein Geodesics for Non-Conservative Schrödinger Bridges added by Syntology 2025-11 (from id) ngushchin/LightSB/ALAE/alae_ffhq_inference.py c20cc362e7fc6f55 unverified MIT (permissive)
Sonata: Self-Supervised Learning of Reliable Point Representations 20 Mar 2025 facebookresearch/sonata/sonata/serialization/default.py 89ba8581eca2a6a5 unverified Apache-2.0 (permissive)
MaTVLM: Hybrid Mamba-Transformer for Efficient Vision-Language Modeling 17 Mar 2025 hustvl/MaTVLM/mamba2_inference/hybrid_wrapper_tinyllava.py 4ada4f4ed6ff4fec unverified Apache-2.0 (permissive)
Block Diffusion: Interpolating Between Autoregressive and Diffusion Language Models 12 Mar 2025 MindSpore-scientific/code-12/AECRNet/data.py 72814d7de33e5aef unverified Apache-2.0 (permissive)
EdiText: Controllable Coarse-to-Fine Text Editing with Diffusion Language Models 27 Feb 2025 zacharyhorvitz/ParaGuide/inference/diffusion_utils.py 662fc3cfb477b4bd unverified no licence file found · pointer only
FlashVideo:Flowing Fidelity to Detail for Efficient High-Resolution Video Generation 7 Feb 2025 foundationvision/flashvideo/flashvideo/utils.py c0aeee5806437317 unverified Apache-2.0 (permissive)
The Mamba in the Llama: Distilling and Accelerating Hybrid Models 27 Aug 2024 itsdaniele/speculative_mamba/specmamba/utils/generation.py 57563881caa239a8 unverified Apache-2.0 (permissive)
LLMs as Zero-shot Graph Learners: Alignment of GNN Representations with LLM Token Embeddings 25 Aug 2024 MindSpore-scientific-2/code-11/AECRNet/data.py 72814d7de33e5aef unverified Apache-2.0 (permissive)
Scalable Autoregressive Image Generation with Mamba 22 Aug 2024 hp-l33/aim/models/stage2/generation.py 09c473eb11e68418 unverified MIT (permissive)
Mamba-FSCIL: Dynamic Adaptation with Selective State Space Model for Few-Shot Class-Incremental Learning 8 Jul 2024 xiaojieli0903/mamba-fscil/mmfscil/models/mamba_ssm/utils/generation.py eda7b73324d5e67e unverified no licence file found · pointer only
Just read twice: closing the recall gap for recurrent language models 7 Jul 2024 HazyResearch/prefix-linear-attention/based/generation.py 26116b1ac7fbe421 unverified no licence file found · pointer only
Voxel Mamba: Group-Free State Space Models for Point Cloud based 3D Object Detection 15 Jun 2024 gwenzhang/voxel-mamba/mamba/mamba_ssm/utils/generation.py eda7b73324d5e67e unverified Apache-2.0 (permissive)
Audio Mamba: Bidirectional State Space Model for Audio Representation Learning 5 Jun 2024 mhamzaerol/audio-mamba-aum/vim-mamba_ssm/mamba_ssm/utils/generation.py feab015e66e37666 unverified BSD-3-Clause (permissive)
Superposed Decoding: Multiple Generations from a Single Autoregressive Inference Pass 28 May 2024 RAIVNLab/SuperposedDecoding/superposed/llama/utils.py 96a252f312cd6f36 ran licence not identified · pointer only
SVGCraft: Beyond Single Object Text-to-SVG Synthesis with Comprehensive Canvas Layout 30 Mar 2024 ayanban011/svgcraft/models/pipelines.py 3f195c728018813a ran no licence file found · pointer only
State Space Models as Foundation Models: A Control Theoretic Overview 25 Mar 2024 jsie7/ssm-benchmark/mamba-1.1.4/mamba_ssm/utils/generation.py eda7b73324d5e67e unverified MIT (permissive)
Light and Optimal Schrödinger Bridge Matching 5 Feb 2024 skholkin/lightsb-matching/ALAE/alae_ffhq_inference.py c20cc362e7fc6f55 unverified MIT (permissive)
Getting the most out of your tokenizer for pre-training and domain adaptation 1 Feb 2024 gautierdag/tokenizer-bench/utils.py f470938d6eededcc unverified MIT (permissive)
Continuous-Multiple Image Outpainting in One-Step via Positional Query and A Diffusion-based Approach 28 Jan 2024 Sherrylone/PQDiff/evaluate.py 3c301f0e833e69e2 ran · our draft was wrong no licence file found · pointer only
Point Transformer V3: Simpler, Faster, Stronger 15 Dec 2023 pointcept/pointtransformerv3/serialization/default.py 89ba8581eca2a6a5 unverified MIT (permissive)
IMMA: Immunizing text-to-image Models against Malicious Adaptation 30 Nov 2023 MindCode-4/code-14/AECRNet/data.py 72814d7de33e5aef unverified Apache-2.0 (permissive)
Skywork: A More Open Bilingual Foundation Model 30 Oct 2023 skyworkai/skywork/eval/eval_gsm8k.py e4adafd3040ed495 ran · our draft was wrong licence not identified · pointer only
LLM Blueprint: Enabling Text-to-Image Generation with Complex and Detailed Prompts 16 Oct 2023 hananshafi/llmblueprint/models/pipelines.py 3f195c728018813a ran no licence file found · pointer only
Light Schrödinger Bridge 2 Oct 2023 ngushchin/lightsb/ALAE/alae_ffhq_inference.py c20cc362e7fc6f55 unverified MIT (permissive)
From Language Modeling to Instruction Following: Understanding the Behavior Shift in LLMs after Instruction Tuning 30 Sep 2023 jacksonwuxs/interpret_instruction_tuning_llms/src/utils.py c29b6a708dc39670 ran fingerprinted GPL-3.0 (copyleft) · pointer only
Unlimiformer: Long-Range Transformers with Unlimited Length Input 2 May 2023 abertsch72/unlimiformer/src/utils/decoding.py 5cfc5db67bc70f8f unverified MIT (permissive)
WavCaps: A ChatGPT-Assisted Weakly-Labelled Audio Captioning Dataset for Audio-Language Multimodal Research 30 Mar 2023 gzhu06/cacophony/src/caco/caco.py 131ab70b285d350e unverified MIT (permissive)
Targeted Adversarial Attacks against Neural Machine Translation 2 Mar 2023 sssadrizadeh/nmt-targeted-attack/utils/attack.py de134be9694edba4 unverified Apache-2.0 (permissive)
An Empirical Study On Contrastive Search And Contrastive Decoding For Open-ended Text Generation 19 Nov 2022 yxuansu/contrastive_search_versus_contrastive_decoding/compute_CD_coherence.py fa974683b3309bff ran · our draft was wrong MIT (permissive)
Mutual Information Alleviates Hallucinations in Abstractive Summarization 24 Oct 2022 vanderpoelliam/cpmi/src/bart_file_bpe_decoder.py 4e5db0a9eb2ef73f unverified MIT (permissive)
Towards Realistic Low-resource Relation Extraction: A Benchmark with Empirical Baseline Study 19 Oct 2022 zjunlp/KnowPrompt/lit_models/transformer.py c178ab3e6d9537ee unverified MIT (permissive)
DIMES: A Differentiable Meta Solver for Combinatorial Optimization Problems 8 Oct 2022 dimesteam/dimes/MIS/solvers/intel_treesearch/NPHard/gcn/models.py b5e2ab32d7774a3c ran · our draft was wrong MIT (permissive)
Multimodal Analogical Reasoning over Knowledge Graphs 1 Oct 2022 zjunlp/MKGformer/MKG/lit_models/transformer.py 4aaee21eb89b469e unverified MIT (permissive)
WeatherBench Probability: A benchmark dataset for probabilistic medium-range weather forecasting along with deep learning baseline models 2 May 2022 sagar-garg/WeatherBench/src/data_generator.py 3dd5cbc0bf3672b7 unverified MIT (permissive)
Improving Tree-Structured Decoder Training for Code Generation via Mutual Learning 31 May 2021 DeepLearnXMU/CGML/evaluation.py fe716773de4c9a26 unverified Apache-2.0 (permissive)
Incorporating External Knowledge through Pre-training for Natural Language to Code Generation 20 Apr 2020 neulab/external-knowledge-codegen/evaluation.py 0bf34988625f82d1 unverified Apache-2.0 (permissive)
Adversarial Disentanglement with Grouped Observations 14 Jan 2020 jonemeth/aaai20/src/Model.py a7e93466c7811c48 unverified no licence file found · pointer only
PV-RCNN: Point-Voxel Feature Set Abstraction for 3D Object Detection 31 Dec 2019 jhultman/PV-RCNN/vision3d/core/box_encode.py ac13c2ae56957af1 unverified MIT (permissive)
Searching for MobileNetV3 6 May 2019 emilianavt/OpenSeeFace/retinaface.py 24e984c89fc9c4d5 unverified BSD-2-Clause (permissive)
RetinaFace: Single-stage Dense Face Localisation in the Wild 2 May 2019 hhj1897/face_detection/ibug/face_detection/s3fd/utils.py 957481035acfb48d unverified MIT (permissive)
MinCall - MinION end2end convolutional deep learning basecaller 22 Apr 2019 nmiculinic/minion-basecaller/mincall/util.py e25051fd015f60d2 unverified MIT (permissive)
Learning to Paint With Model-based Deep Reinforcement Learning 11 Mar 2019 hzwer/ICCV2019-LearningToPaint/predict.py 75be60121d55e4f0 unverified MIT (permissive)
Hybrid Reinforcement Learning with Expert State Sequences 11 Mar 2019 XiaoxiaoGuo/tensor4rl/policies.py 5f9e60fbf29ea537 unverified MIT (permissive)
TRANX: A Transition-based Neural Abstract Syntax Parser for Semantic Parsing and Code Generation 5 Oct 2018 pcyin/tranX/evaluation.py 07759c7084e98fc4 unverified Apache-2.0 (permissive)
Compositional Obverter Communication Learning From Raw Visual Input 6 Apr 2018 benbogin/obverter/obverter.py bc5f93767e713176 unverified MIT (permissive)
Lexically Constrained Decoding for Sequence Generation Using Grid Beam Search 24 Apr 2017 chrishokamp/constrained_decoding/scripts/translate_nematus.py 738876f89983e8fc ran · our draft was wrong MIT (permissive)
LipNet: End-to-End Sentence-level Lipreading 5 Nov 2016 rizkiarm/LipNet/lipnet/core/decoders.py 07d26c38ea615861 unverified MIT (permissive)
Abstractive Text Summarization Using Sequence-to-Sequence RNNs and Beyond 19 Feb 2016 meghu2791/DeepLearningModels/model.py 0c557b9d91697584 ran · our draft was wrong MIT (permissive)
Visualizing and Understanding Recurrent Networks 5 Jun 2015 suyash/char-rnn/trainer/utils.py acac44063c79b2c6 unverified MIT (permissive)
arXiv:aaai_19877 snuhcs/veca/veca/utils.py fd254c4cedd0243a unverified MIT (permissive)
arXiv:Zhang_Flow-Guided_One-Shot_Talking_Face_Generation_With_a_High-Resolution_Audio-Visual_Dataset_CVPR_2021_paper joonson/syncnet_python/detectors/s3fd/box_utils.py 957481035acfb48d unverified MIT (permissive)
arXiv:2025.findings-emnlp.327 jipy0222/TNAD/eval_seq2seq_tsat.py e6f67428dd2de5f0 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".

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