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SlotAttention

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

SlotAttention appears in the code Syntology harvested for 11 papers, as 16 distinct code bodies found in 16 places (a place is one code body under one paper). At least one of them ran in 9 of the papers; 2 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 SlotAttention 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 16 distinct code bodies named SlotAttention; 4 are unverified. One tile per status, in the site's fixed vocabulary, each code body counted once:

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

Licence is a property of each copy, so it is counted per place: 7 of the 16 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

11 papers shown of 11, newest first; 16 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; 1 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
arXiv:2503.15141 2025-03 (from id) djukicn/ocebo/models/ocebo.py 95969fcecc818fec ran Apache-2.0 (permissive)
Semantics Meets Temporal Correspondence: Self-supervised Object-centric Learning in Videos 19 Aug 2023 shvdiwnkozbw/SMTC/src/model/model_action.py 961e24591b43a876 ran fingerprinted no licence file found · pointer only
Discovering Object-Centric Generalized Value Functions From Pixels 27 Apr 2023 somjit77/oc_gvfs/slot_attention/model_jax.py 2f149edc4ef4e955 unverified MIT (permissive)
Shepherding Slots to Objects: Towards Stable and Robust Object-Centric Learning 31 Mar 2023 object-understanding/slash/model.py 77808f7557795579 ran · metamorphic tier: deterministic fingerprinted MIT (permissive)
Object Discovery from Motion-Guided Tokens 27 Mar 2023 zpbao/MoTok/models/model.py 50957c73909eec68 unverified no licence file found · pointer only
Object Discovery from Motion-Guided Tokens 27 Mar 2023 zpbao/discovery_obj_move/models/model.py c91f2d386d8a0b9d unverified no licence file found · pointer only
Object-centric Learning with Cyclic Walks between Parts and Whole 16 Feb 2023 zhanglab-deepneurocoglab/parts-whole-object-centric-learning/models/sacrw.py b3bc34c7d153487b ran no licence file found · pointer only
Improving Object-centric Learning with Query Optimization 17 Oct 2022 wall-facer-liuyu/bo-qsa/models/slot_attn.py 295fddd925eec42e ran no licence file found · pointer only
Test-time Adaptation with Slot-Centric Models 21 Mar 2022 mihirp1998/Slot-TTA/models.py 8f66b10bbdf1f05a ran no licence file found · pointer only
Conditional Object-Centric Learning from Video 24 Nov 2021 Genera1Z/SAVi-PyTorch/model.py 9350a1846d302769 ran no licence file found · pointer only
Unsupervised Discovery of Object Radiance Fields 16 Jul 2021 KovenYu/uORF/models/model.py 195edf2e3e744d44 ran · metamorphic tier: deterministic MIT (permissive)
Object-Centric Learning with Slot Attention 26 Jun 2020 lucidrains/slot-attention/slot_attention/slot_attention.py 8a880cb0b42760d3 ran · metamorphic tier: deterministic MIT (permissive)
Object-Centric Learning with Slot Attention 26 Jun 2020 HHousen/object-discovery-pytorch/object_discovery/slot_attention_model.py 2866aea2f2e12f24 ran · metamorphic tier: deterministic Apache-2.0 (permissive)
Object-Centric Learning with Slot Attention 26 Jun 2020 untitled-ai/slot_attention/slot_attention/model.py 6976478c1fa514f0 ran Apache-2.0 (permissive)
Object-Centric Learning with Slot Attention 26 Jun 2020 adityabingi/Slot-Attention/model.py 423454f6dee02cea ran · metamorphic tier: invariant MIT (permissive)
Object-Centric Learning with Slot Attention 26 Jun 2020 google-research/google-research/slot_attention/model.py d27f9166117666a4 unverified Apache-2.0 (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