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compute_ci95

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

compute_ci95 appears in the code Syntology harvested for 38 papers, as 1 distinct code body found in 38 places (a place is one code body under one paper). At least one of them ran in 38 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 compute_ci95 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 1 of the 1 distinct code body named compute_ci95; 0 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
1ran
0unverified
1fingerprinted

Licence is a property of each copy, so it is counted per place: 8 of the 38 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

38 papers shown of 38, newest first; 38 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; 7 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
Concept-Constrained Prompt Learning for Few-Shot CLIP Adaptation added by Syntology 2026-06 (from id) richael-sang/concept-constrained-prompt-learning/parse_test_res.py ba26afd892405335 ran fingerprinted MIT (permissive)
Geometry-Aware Distillation for Prompt Tuning Biomedical Vision-Language Models added by Syntology 2026-06 (from id) tientrandinh/OGKD/parse_test_res.py ba26afd892405335 ran fingerprinted no licence file found · pointer only
Hierarchical Cross-modal Prompt Learning for Vision-Language Models 20 Jul 2025 zzeoZheng/HiCroPL/parse_test_res.py ba26afd892405335 ran fingerprinted no licence file found · pointer only
NLPrompt: Noise-Label Prompt Learning for Vision-Language Models 2 Dec 2024 qunovo/NLPrompt/parse_test_res.py ba26afd892405335 ran fingerprinted no licence file found · pointer only
Point-PRC: A Prompt Learning Based Regulation Framework for Generalizable Point Cloud Analysis 27 Oct 2024 auniquesun/Point-PRC/parse_test_res.py ba26afd892405335 ran fingerprinted MIT (permissive)
IPO: Interpretable Prompt Optimization for Vision-Language Models 20 Oct 2024 lmsdss/IPO/parse_test_res.py ba26afd892405335 ran fingerprinted no licence file found · pointer only
TransAgent: Transfer Vision-Language Foundation Models with Heterogeneous Agent Collaboration 16 Oct 2024 markywg/transagent/parse_test_res.py ba26afd892405335 ran fingerprinted MIT (permissive)
Understanding and Mitigating Miscalibration in Prompt Tuning for Vision-Language Models 3 Oct 2024 ml-stat-Sustech/Outlier-Calibration/parse_test_res.py ba26afd892405335 ran fingerprinted MIT (permissive)
Vision-Language Model Fine-Tuning via Simple Parameter-Efficient Modification 25 Sep 2024 minglllli/CLIPFit/CLIPFit/parse_test_res.py ba26afd892405335 ran fingerprinted no licence file found · pointer only
Improving Zero-shot Generalization of Learned Prompts via Unsupervised Knowledge Distillation 3 Jul 2024 miccunifi/kdpl/src/parse_test_res.py ba26afd892405335 ran fingerprinted no licence file found · pointer only
OVMR: Open-Vocabulary Recognition with Multi-Modal References 7 Jun 2024 Zehong-Ma/OVMR/parse_test_res.py ba26afd892405335 ran fingerprinted MIT (permissive)
Soft-Prompting with Graph-of-Thought for Multi-modal Representation Learning 6 Apr 2024 shishicode/agot/parse_test_res.py ba26afd892405335 ran fingerprinted MIT (permissive)
Prompt Learning via Meta-Regularization 1 Apr 2024 mlvlab/ProMetaR/parse_test_res.py ba26afd892405335 ran fingerprinted MIT (permissive)
Weak Distribution Detectors Lead to Stronger Generalizability of Vision-Language Prompt Tuning 31 Mar 2024 kding1225/VLPT-OOD/parse_test_res.py ba26afd892405335 ran fingerprinted MIT (permissive)
CLIPping the Deception: Adapting Vision-Language Models for Universal Deepfake Detection 20 Feb 2024 sohailahmedkhan/CLIPping-the-Deception/parse_test_res.py ba26afd892405335 ran fingerprinted MIT (permissive)
Learning to Prompt with Text Only Supervision for Vision-Language Models 4 Jan 2024 muzairkhattak/protext/parse_test_res.py ba26afd892405335 ran fingerprinted MIT (permissive)
TCP:Textual-based Class-aware Prompt tuning for Visual-Language Model 30 Nov 2023 htyao89/textual-based_class-aware_prompt_tuning/parse_test_res.py ba26afd892405335 ran fingerprinted MIT (permissive)
Beyond Sole Strength: Customized Ensembles for Generalized Vision-Language Models 28 Nov 2023 zhihelu/ensemble_vlm/parse_test_res.py ba26afd892405335 ran fingerprinted MIT (permissive)
Adversarial Prompt Tuning for Vision-Language Models 19 Nov 2023 jiamingzhang94/adversarial-prompt-tuning/parse_test_res.py ba26afd892405335 ran fingerprinted MIT (permissive)
Domain-Controlled Prompt Learning 30 Sep 2023 caoql98/dcpl/parse_test_res.py ba26afd892405335 ran fingerprinted no licence file found · pointer only
GraphAdapter: Tuning Vision-Language Models With Dual Knowledge Graph 24 Sep 2023 lixinustc/graphadapter/parse_test_res.py ba26afd892405335 ran fingerprinted no licence file found · pointer only
Read-only Prompt Optimization for Vision-Language Few-shot Learning 29 Aug 2023 mlvlab/RPO/parse_test_res.py ba26afd892405335 ran fingerprinted MIT (permissive)
Enhancing CLIP with GPT-4: Harnessing Visual Descriptions as Prompts 21 Jul 2023 mayug/vdt-adapter/parse_test_res.py ba26afd892405335 ran fingerprinted MIT (permissive)
Self-regulating Prompts: Foundational Model Adaptation without Forgetting 13 Jul 2023 muzairkhattak/PromptSRC/parse_test_res.py ba26afd892405335 ran fingerprinted MIT (permissive)
Visual-Language Prompt Tuning with Knowledge-guided Context Optimization 23 Mar 2023 KaiyangZhou/CoOp/parse_test_res.py ba26afd892405335 ran fingerprinted MIT (permissive)
MaPLe: Multi-modal Prompt Learning 6 Oct 2022 muzairkhattak/multimodal-prompt-learning/parse_test_res.py ba26afd892405335 ran fingerprinted MIT (permissive)
Bayesian Prompt Learning for Image-Language Model Generalization 5 Oct 2022 saic-fi/bayesian-prompt-learning/parse_test_res.py ba26afd892405335 ran fingerprinted MIT (permissive)
Masked Surfel Prediction for Self-Supervised Point Cloud Learning 7 Jul 2022 ybzh/masksurf/parse_test_res.py ba26afd892405335 ran fingerprinted MIT (permissive)
Exact Feature Distribution Matching for Arbitrary Style Transfer and Domain Generalization 15 Mar 2022 YBZh/EFDM/DomainGeneralization/imcls/parse_test_res.py ba26afd892405335 ran fingerprinted MIT (permissive)
Conditional Prompt Learning for Vision-Language Models 10 Mar 2022 Gahyeonkim09/AAPL/parse_test_res.py ba26afd892405335 ran fingerprinted MIT (permissive)
Semi-Supervised Domain Generalization with Stochastic StyleMatch 1 Jun 2021 KaiyangZhou/ssdg-benchmark/parse_test_res.py ba26afd892405335 ran fingerprinted MIT (permissive)
arXiv:openreview_aQAWAtrxxe QByteM/AlignedNorm/parse_test_res.py ba26afd892405335 ran fingerprinted MIT (permissive)
arXiv:aaai_27997 hulianyuyy/COMMA/parse_test_res.py ba26afd892405335 ran fingerprinted MIT (permissive)
arXiv:aaai_27950 gaojingsheng/LAMM/parse_test_res.py ba26afd892405335 ran fingerprinted MIT (permissive)
arXiv:Yu_Task_Residual_for_Tuning_Vision-Language_Models_CVPR_2023_paper geekyutao/TaskRes/parse_test_res.py ba26afd892405335 ran fingerprinted MIT (permissive)
arXiv:Yang_MMA_Multi-Modal_Adapter_for_Vision-Language_Models_CVPR_2024_paper ZjjConan/Multi-Modal-Adapter/parse_test_res.py ba26afd892405335 ran fingerprinted MIT (permissive)
arXiv:Koleilat_BiomedCoOp_Learning_to_Prompt_for_Biomedical_Vision-Language_Models_CVPR_2025_paper HealthX-Lab/BiomedCoOp/parse_test_res.py ba26afd892405335 ran fingerprinted MIT (permissive)
arXiv:Hao_Task-Aware_Clustering_for_Prompting_Vision-Language_Models_CVPR_2025_paper FushengHao/TAC/parse_test_res.py ba26afd892405335 ran fingerprinted 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