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pooling

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

pooling appears in the code Syntology harvested for 13 papers, as 10 distinct code bodies found in 13 places (a place is one code body under one paper). At least one of them ran in 6 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 pooling 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 4 of the 10 distinct code bodies named pooling; 6 are unverified. One tile per status, in the site's fixed vocabulary, each code body counted once:

1ran · honoured contract
0ran · violated contract
0ran · our draft was wrong
2ran · fixture could not drive it
1ran
6unverified
1fingerprinted

Licence is a property of each copy, so it is counted per place: 4 of the 13 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

13 papers shown of 13, newest first; 13 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 3 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
Parameter-free Adaptive Sparse Attention via Compression-Based Content Selection added by Syntology 2026-07 (from id) sc782/SBM-Transformer/code/model_wrapper.py 9dbe45c9859b04e5 ran no licence file found · pointer only
Meta-Reinforcement Learning with Self-Reflection for Agentic Search added by Syntology 2026-03 (from id) tengxiao1/MR-Search/meta-search/search/index_builder.py 8f15fb50de86d072 unverified no licence file found · pointer only
Language-Coupled Reinforcement Learning for Multilingual Retrieval-Augmented Generation added by Syntology 2026-01 (from id) Cherry-qwq/LcRL-Open/search_r1/search/index_builder.py 8f15fb50de86d072 unverified Apache-2.0 (permissive)
LightRetriever: A LLM-based Hybrid Retrieval Architecture with 1000x Faster Query Inference 18 May 2025 caskcsg/lightretriever/src/lightretriever/finetune/dense_pooling.py 028d8766e22f9773 unverified Apache-2.0 (permissive)
GAPrompt: Geometry-Aware Point Cloud Prompt for 3D Vision Model 7 May 2025 zhoujiahuan1991/icml2025-gaprompt/models/GAPrompt.py c8323a81e01ee29f unverified Apache-2.0 (permissive)
Drop your Decoder: Pre-training with Bag-of-Word Prediction for Dense Passage Retrieval 20 Jan 2024 ma787639046/bowdpr/src/bowdpr/pretrain/modeling.py 28cec7e054181c12 ran · fixture could not drive it Apache-2.0 (permissive)
MIMONets: Multiple-Input-Multiple-Output Neural Networks Exploiting Computation in Superposition 5 Dec 2023 IBM/multiple-input-multiple-output-nets/MIMOFormer/code/model_wrapper.py 9dbe45c9859b04e5 ran Apache-2.0 (permissive)
Agent-based Graph Neural Networks 22 Jun 2022 karolismart/agentnet/smp_models/utils/layers.py 7a693a902861da98 unverified MIT (permissive)
Improving Transformers with Probabilistic Attention Keys 16 Oct 2021 minhtannguyen/transformer-mgk/lra/model_wrapper.py e8f5f9eaaaacad5e unverified CC0-1.0 (permissive)
Wasserstein Distance Regularized Sequence Representation for Text Matching in Asymmetrical Domains 15 Oct 2020 RUC-WSM/WD-Match/src/model.py dc02d636fe86e94c ran · honoured contract fingerprinted no licence file found · pointer only
Simple and Effective Text Matching with Richer Alignment Features 1 Aug 2019 alibaba-edu/simple-effective-text-matching/src/modules/pooling.py dc02d636fe86e94c ran · honoured contract fingerprinted Apache-2.0 (permissive)
A Comprehensive Exploration on WikiSQL with Table-Aware Word Contextualization 4 Feb 2019 qjay612/meta_learning_NL2SQL/src/models/model_wikisql.py eb5186ba7911c429 ran · fixture could not drive it no licence file found · pointer only
Train Sparsely, Generate Densely: Memory-efficient Unsupervised Training of High-resolution Temporal GAN 22 Nov 2018 pfnet-research/tgan2/tgan2/datasets/multi_level.py 8a91291b41bbb98e 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