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SAM

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

SAM appears in the code Syntology harvested for 25 papers, as 28 distinct code bodies found in 28 places (a place is one code body under one paper). At least one of them ran in 17 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 SAM 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 18 of the 28 distinct code bodies named SAM; 10 are unverified. One tile per status, in the site's fixed vocabulary, each code body counted once:

0ran · honoured contract
0ran · violated contract
1ran · our draft was wrong
0ran · fixture could not drive it
17ran
10unverified
1fingerprinted

Licence is a property of each copy, so it is counted per place: 11 of the 28 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

25 papers shown of 25, newest first; 28 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; 2 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
Temporal-Emerged Prompting for Segment Anything in Multiframe Infrared Small Target Detection added by Syntology 2026-06 (from id) cdh8285/TEP-SAM/models/sam_withToken.py 850f7b3f4cdbb1de unverified MIT (permissive)
Consistency of Local and Global Flatness for Federated Learning added by Syntology 2026-02 (from id) junkangLiu0/FedNSAM/optimizer/SAM.py e50e6e9c7bcdac38 ran no licence file found · pointer only
Nip Rumors in the Bud: Retrieval-Guided Topic-Level Adaptation for Test-Time Fake News Video Detection added by Syntology 2026-01 (from id) Jian-Lang/RADAR/core/adapt_model/RADAR/RADAR_model.py edad212265ca9252 ran no licence file found · pointer only
Sharpness-Aware Machine Unlearning 16 Jun 2025 HaoranTang/sharp-unlearn/sam/sam.py fccfa41f34e12825 ran MIT (permissive)
SAFE: Finding Sparse and Flat Minima to Improve Pruning 7 Jun 2025 LOG-postech/safe-torch/language/lib/prune.py e75a622bc571e165 unverified MIT (permissive)
Mitigating Parameter Interference in Model Merging via Sharpness-Aware Fine-Tuning 20 Apr 2025 baiklab/saft-merge/linearized_saft/src/sam.py e829ad9fe1462ced unverified no licence file found · pointer only
(FL)$^2$: Overcoming Few Labels in Federated Semi-Supervised Learning 30 Oct 2024 seungjoo-ai/FLFL-NeurIPS24/src/algorithm/flfl.py 5937ee54bec0a47e ran · metamorphic tier: deterministic MIT (permissive)
Improving SAM Requires Rethinking its Optimization Formulation 17 Jul 2024 LIONS-EPFL/BiSAM/utility/sam.py aacd1c60e21babdd ran MIT (permissive)
Residual-Conditioned Optimal Transport: Towards Structure-Preserving Unpaired and Paired Image Restoration 5 May 2024 xl-tang3/RCOT/Net.py 4bf95f287cef1b67 ran · metamorphic tier: deterministic no licence file found · pointer only
Enhancing RAW-to-sRGB with Decoupled Style Structure in Fourier Domain 4 Jan 2024 alexhe101/FourierISP/basicsr/archs/FourierISP_arch.py c53f98dfc4e5460f ran · metamorphic tier: deterministic no licence file found · pointer only
Global and Local Mixture Consistency Cumulative Learning for Long-tailed Visual Recognitions 15 May 2023 val-iisc/saddle-longtail/GLMC-2023/Trainer.py 5f0b6886fbdb403e ran MIT (permissive)
Nighttime Smartphone Reflective Flare Removal Using Optical Center Symmetry Prior 27 Mar 2023 ykdai/BracketFlare/basicsr/archs/mprnet_arch.py f289867efcaa686f ran · metamorphic tier: deterministic licence not identified · pointer only
Robust Generalization against Photon-Limited Corruptions via Worst-Case Sharpness Minimization 23 Mar 2023 zhuohuangai/sharpdro/sam.py 91898e953f3b8aa0 unverified MIT (permissive)
Make Sharpness-Aware Minimization Stronger: A Sparsified Perturbation Approach 11 Oct 2022 dbahri/universal_sam/solver/sam.py 7bd30c15c31ad1bb ran MIT (permissive)
Make Sharpness-Aware Minimization Stronger: A Sparsified Perturbation Approach 11 Oct 2022 mi-peng/sparse-sharpness-aware-minimization/solver/sam.py 291f38ec812b48d8 unverified MIT (permissive)
Learning Degradation Representations for Image Deblurring 10 Aug 2022 dasongli1/learning_degradation/basicsr/models/archs/msdi_arch.py 38a5faff61c0143d ran · metamorphic tier: deterministic no licence file found · pointer only
CrAM: A Compression-Aware Minimizer 28 Jul 2022 ist-daslab/cram/optimization/custom_optimizers.py e74d6737263a0f1b unverified Apache-2.0 (permissive)
A Closer Look at Smoothness in Domain Adversarial Training 16 Jun 2022 val-iisc/sdat/common/utils/sam.py 14e32376472deb6c unverified MIT (permissive)
Deep Generalized Unfolding Networks for Image Restoration 28 Apr 2022 mc-e/deep-generalized-unfolding-networks-for-image-restoration/Compressive-Sensing/DGUNet.py 658b7827b59f378e ran no licence file found · pointer only
Imputing Out-of-Vocabulary Embeddings with LOVE Makes Language Models Robust with Little Cost 15 Mar 2022 tigerchen52/LOVE/model.py 64c0f6a050045fc9 ran · metamorphic tier: deterministic MIT (permissive)
MAXIM: Multi-Axis MLP for Image Processing 9 Jan 2022 sayakpaul/maxim-tf/maxim/maxim.py e1002ec72887a8e7 ran · our draft was wrong Apache-2.0 (permissive)
MAXIM: Multi-Axis MLP for Image Processing 9 Jan 2022 google-research/maxim/maxim/models/maxim.py 5677718f64cf57a1 unverified Apache-2.0 (permissive)
Rethinking Space-Time Networks with Improved Memory Coverage for Efficient Video Object Segmentation 9 Jun 2021 limingxing00/rde-vos-cvpr2022/model/modules.py 2a010015f43898d9 unverified MIT (permissive)
MASA-SR: Matching Acceleration and Spatial Adaptation for Reference-Based Image Super-Resolution 4 Jun 2021 dvlab-research/MASA-SR/models/archs/MASA_arch.py 224af6a4c088bba6 ran · metamorphic tier: deterministic fingerprinted no licence file found · pointer only
Sharpness-Aware Minimization for Efficiently Improving Generalization 3 Oct 2020 simon20010923/DDAMFN/DDAMFN++/sam.py f04e7b9eb0136335 ran no licence file found · pointer only
Sharpness-Aware Minimization for Efficiently Improving Generalization 3 Oct 2020 Jannoshh/simple-sam/sam.py 954d13e2c6b31007 ran MIT (permissive)
arXiv:aaai_28478 AlexYangxx/CESST/train_code/architecture/CESST.py 99df98d02541aff9 ran · metamorphic tier: deterministic no licence file found · pointer only
arXiv:aaai_27923 Jiahuiqu/M2DTN/metrics_utils.py cf1e86bd2a0afa2b 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