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prepare_inputs_for_generation

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

prepare_inputs_for_generation appears in the code Syntology harvested for 58 papers, as 8 distinct code bodies found in 58 places (a place is one code body under one paper). At least one of them ran in 5 of the papers; 0 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 prepare_inputs_for_generation 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 8 distinct code bodies named prepare_inputs_for_generation; 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
2ran · fixture could not drive it
2ran
4unverified
0fingerprinted

Licence is a property of each copy, so it is counted per place: 28 of the 58 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

58 papers shown of 58, newest first; 58 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; 4 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
Bridging Vision Foundation Model Priors with CLIP for Spatial-aware Few-shot Anomaly Detection in Medical Images added by Syntology 2026-09 (from id) JuzhengMiao/Spatial-FAD/open_clip_SpatialFAD/coca_model.py fb651d0a97fd4d3f unverified MIT (permissive)
Powering Up Zeroth-Order Training via Subspace Gradient Orthogonalization added by Syntology 2026-02 (from id) OPTML-Group/ZO-Muon/llm/prefix.py 84920a8095dca4fa unverified MIT (permissive)
Expert Knowledge-Guided Decision Calibration for Accurate Fine-Grained Tree Species Classification added by Syntology 2026-01 (from id) WHU-USI3DV/TreeCLS/models/open_clip/coca_model.py fb651d0a97fd4d3f unverified no licence file found · pointer only
arXiv:2507.12998 2025-07 (from id) MediaBrain-SJTU/DISSect/src/open_clip/coca_model.py fb651d0a97fd4d3f unverified no licence file found · pointer only
MedITok: A Unified Tokenizer for Medical Image Synthesis and Interpretation 25 May 2025 masaaki-75/meditok/local_openclip/coca_model.py fb651d0a97fd4d3f unverified MIT (permissive)
SimpleAR: Pushing the Frontier of Autoregressive Visual Generation through Pretraining, SFT, and RL 15 Apr 2025 wdrink/simplear/hpsv2/src/open_clip/coca_model.py fb651d0a97fd4d3f unverified MIT (permissive)
GeoLangBind: Unifying Earth Observation with Agglomerative Vision-Language Foundation Models 8 Mar 2025 xiong-zhitong/geolb-siglip/open_clip/src/open_clip/coca_model.py fb651d0a97fd4d3f unverified Apache-2.0 (permissive)
GEM: Empowering MLLM for Grounded ECG Understanding with Time Series and Images 8 Mar 2025 lanxiang1017/gem/ecg_coca/open_clip/coca_model.py af7bd4078c114f3d ran · fixture could not drive it Apache-2.0 (permissive)
Hidden in the Noise: Two-Stage Robust Watermarking for Images 5 Dec 2024 Kasraarabi/Hidden-in-the-Noise/open_clip/coca_model.py fb651d0a97fd4d3f unverified no licence file found · pointer only
CorrCLIP: Reconstructing Correlations in CLIP with Off-the-Shelf Foundation Models for Open-Vocabulary Semantic Segmentation 15 Nov 2024 zdk258/CorrCLIP/CorrCLIPv1/open_clip/coca_model.py fb651d0a97fd4d3f unverified no licence file found · pointer only
On Erroneous Agreements of CLIP Image Embeddings 7 Nov 2024 lst627/CLIP-Embeds/open_clip/src/open_clip/coca_model.py fb651d0a97fd4d3f unverified no licence file found · pointer only
ROBIN: Robust and Invisible Watermarks for Diffusion Models with Adversarial Optimization 6 Nov 2024 Hannah1102/ROBIN/open_clip/coca_model.py fb651d0a97fd4d3f unverified no licence file found · pointer only
What If the Input is Expanded in OOD Detection? 24 Oct 2024 tmlr-group/CoVer/open_clip/coca_model.py fb651d0a97fd4d3f unverified no licence file found · pointer only
TULIP: Token-length Upgraded CLIP 13 Oct 2024 ivonajdenkoska/tulip/open_clip/coca_model.py fb651d0a97fd4d3f unverified Apache-2.0 (permissive)
Zeroth-Order Fine-Tuning of LLMs in Random Subspaces 11 Oct 2024 zimingyy/subzero/large_models/prefix_tuning.py 84920a8095dca4fa unverified GPL-3.0 (copyleft) · pointer only
SePPO: Semi-Policy Preference Optimization for Diffusion Alignment 7 Oct 2024 dwanzhang-ai/seppo/utils/open_clip/coca_model.py fb651d0a97fd4d3f unverified no licence file found · pointer only
SegEarth-OV: Towards Training-Free Open-Vocabulary Segmentation for Remote Sensing Images 2 Oct 2024 likyoo/SegEarth-OV/open_clip/coca_model.py fb651d0a97fd4d3f unverified no licence file found · pointer only
Embedding Geometries of Contrastive Language-Image Pre-Training 19 Sep 2024 eify/open_clip/src/open_clip/coca_model.py fb651d0a97fd4d3f unverified no licence file found · pointer only
ECG-Chat: A Large ECG-Language Model for Cardiac Disease Diagnosis 16 Aug 2024 YubaoZhao/ECG-Chat/open_clip/open_clip/coca_model.py 82c3cd0a861f967a ran no licence file found · pointer only
ProxyCLIP: Proxy Attention Improves CLIP for Open-Vocabulary Segmentation 9 Aug 2024 mc-lan/proxyclip/open_clip/coca_model.py fb651d0a97fd4d3f unverified no licence file found · pointer only
VSSD: Vision Mamba with Non-Causal State Space Duality 26 Jul 2024 YuHengsss/Trident/open_clip/coca_model.py fb651d0a97fd4d3f unverified Apache-2.0 (permissive)
Audio Prompt Adapter: Unleashing Music Editing Abilities for Text-to-Music with Lightweight Finetuning 23 Jul 2024 fundwotsai2001/ap-adapter/pipeline/pipeline_audioldm2.py d5a09007aef6b7ff ran licence not identified · pointer only
Vision Model Pre-training on Interleaved Image-Text Data via Latent Compression Learning 11 Jun 2024 opengvlab/lcl/src/open_clip/coca_model.py fb651d0a97fd4d3f unverified MIT (permissive)
VideoLLaMA 2: Advancing Spatial-Temporal Modeling and Audio Understanding in Video-LLMs 11 Jun 2024 damo-nlp-sg/inf-clip/inf_clip/models/coca_arch.py fb651d0a97fd4d3f unverified Apache-2.0 (permissive)
Order-Independence Without Fine Tuning 4 Jun 2024 reidmcy/set-based-prompting/set_based_prompting/input_processing.py 47fbcb27d06f5149 ran · fixture could not drive it MIT (permissive)
Efficient Vision-Language Pre-training by Cluster Masking 14 May 2024 zi-hao-wei/efficient-vision-language-pre-training-by-cluster-masking/open_clip/coca_model.py fb651d0a97fd4d3f unverified no licence file found · pointer only
RingID: Rethinking Tree-Ring Watermarking for Enhanced Multi-Key Identification 22 Apr 2024 showlab/ringid/open_clip/coca_model.py fb651d0a97fd4d3f unverified no licence file found · pointer only
FiLo: Zero-Shot Anomaly Detection by Fine-Grained Description and High-Quality Localization 21 Apr 2024 casia-iva-lab/filo/models/vv_open_clip/coca_model.py fb651d0a97fd4d3f unverified Apache-2.0 (permissive)
PromptAD: Learning Prompts with only Normal Samples for Few-Shot Anomaly Detection 8 Apr 2024 funz-0/promptad/PromptAD/CLIPAD/coca_model.py fb651d0a97fd4d3f unverified Unlicense (permissive)
Gaussian Shading: Provable Performance-Lossless Image Watermarking for Diffusion Models 7 Apr 2024 bsmhmmlf/Gaussian-Shading/open_clip/coca_model.py fb651d0a97fd4d3f unverified MIT (permissive)
ViTamin: Designing Scalable Vision Models in the Vision-Language Era 2 Apr 2024 beckschen/vitamin/ViTamin/open_clip/coca_model.py fb651d0a97fd4d3f unverified Apache-2.0 (permissive)
DreamLIP: Language-Image Pre-training with Long Captions 25 Mar 2024 zyf0619sjtu/DreamLIP/open_clip/coca_model.py fb651d0a97fd4d3f unverified CC-BY-4.0 · pointer only
UrbanVLP: Multi-Granularity Vision-Language Pretraining for Urban Socioeconomic Indicator Prediction 25 Mar 2024 citymind-lab/urbanvlp/open_clip_mine/coca_model.py fb651d0a97fd4d3f unverified no licence file found · pointer only
Long-CLIP: Unlocking the Long-Text Capability of CLIP 22 Mar 2024 beichenzbc/long-clip/open_clip_long/coca_model.py fb651d0a97fd4d3f unverified Apache-2.0 (permissive)
Toward Generalist Anomaly Detection via In-context Residual Learning with Few-shot Sample Prompts 11 Mar 2024 mala-lab/WinCLIP/open_clip/coca_model.py fb651d0a97fd4d3f unverified GPL-3.0 (copyleft) · pointer only
Revisiting Zeroth-Order Optimization for Memory-Efficient LLM Fine-Tuning: A Benchmark 18 Feb 2024 zo-bench/zo-llm/zo-bench/prefix_tuning.py 84920a8095dca4fa unverified GPL-3.0 (copyleft) · pointer only
LoRETTA: Low-Rank Economic Tensor-Train Adaptation for Ultra-Low-Parameter Fine-Tuning of Large Language Models 18 Feb 2024 yifanycc/loretta/large_models/prefix.py 84920a8095dca4fa unverified GPL-3.0 (copyleft) · pointer only
Open-Vocabulary SAM: Segment and Recognize Twenty-thousand Classes Interactively 5 Jan 2024 harboryuan/ovsam/ext/open_clip/coca_model.py fb651d0a97fd4d3f unverified no licence file found · pointer only
ZO-AdaMU Optimizer: Adapting Perturbation by the Momentum and Uncertainty in Zeroth-order Optimization 23 Dec 2023 mathisall/zo-adamu/prefix.py 84920a8095dca4fa unverified no licence file found · pointer only
SkyScript: A Large and Semantically Diverse Vision-Language Dataset for Remote Sensing 20 Dec 2023 wangzhecheng/skyscript/src/open_clip/coca_model.py fb651d0a97fd4d3f unverified MIT (permissive)
CLIM: Contrastive Language-Image Mosaic for Region Representation 18 Dec 2023 wusize/clim/src/open_clip/coca_model.py fb651d0a97fd4d3f unverified no licence file found · pointer only
Diffusion Model Alignment Using Direct Preference Optimization 21 Nov 2023 SalesforceAIResearch/DiffusionDPO/utils/open_clip/coca_model.py fb651d0a97fd4d3f unverified Apache-2.0 recorded; this copy not marked cleared · pointer only
AnomalyCLIP: Object-agnostic Prompt Learning for Zero-shot Anomaly Detection 29 Oct 2023 zqhang/WinCLIP-pytorch/src/open_clip/coca_model.py fb651d0a97fd4d3f unverified MIT (permissive)
DPZero: Private Fine-Tuning of Language Models without Backpropagation 14 Oct 2023 Liang137/DPZero/opt/src/prefix.py 84920a8095dca4fa unverified MIT (permissive)
CLIPSelf: Vision Transformer Distills Itself for Open-Vocabulary Dense Prediction 2 Oct 2023 wusize/clipself/src/open_clip/coca_model.py fb651d0a97fd4d3f unverified no licence file found · pointer only
Understanding and Mitigating the Label Noise in Pre-training on Downstream Tasks 29 Sep 2023 Hhhhhhao/Noisy-Model-Learning/open_clip/open_clip/coca_model.py fb651d0a97fd4d3f unverified no licence file found · pointer only
Investigating Personalization Methods in Text to Music Generation 20 Sep 2023 zelaki/DreamSound/pipeline/pipeline_audioldm2.py d5a09007aef6b7ff ran no licence file found · pointer only
Bootstrap Fine-Grained Vision-Language Alignment for Unified Zero-Shot Anomaly Localization 30 Aug 2023 hq-deng/AnoVL/open_clip/coca_model.py fb651d0a97fd4d3f unverified MIT (permissive)
APRIL-GAN: A Zero-/Few-Shot Anomaly Classification and Segmentation Method for CVPR 2023 VAND Workshop Challenge Tracks 1&2: 1st Place on Zero-shot AD and 4th Place on Few-shot AD 27 May 2023 bychelsea/vand-april-gan/open_clip/coca_model.py fb651d0a97fd4d3f unverified MIT (permissive)
Fine-Tuning Language Models with Just Forward Passes 27 May 2023 princeton-nlp/mezo/large_models/prefix.py 84920a8095dca4fa unverified MIT (permissive)
An Inverse Scaling Law for CLIP Training 11 May 2023 UCSC-VLAA/CLIPA/clipa_torch/open_clip/coca_model.py fb651d0a97fd4d3f unverified Apache-2.0 (permissive)
WinCLIP: Zero-/Few-Shot Anomaly Classification and Segmentation 26 Mar 2023 caoyunkang/WinClip/WinCLIP/CLIPAD/coca_model.py fb651d0a97fd4d3f unverified MIT (permissive)
Learning Customized Visual Models with Retrieval-Augmented Knowledge 17 Jan 2023 microsoft/react/react_customization/src/open_clip/coca_model.py fb651d0a97fd4d3f unverified MIT (permissive)
Retrieval-Free Knowledge-Grounded Dialogue Response Generation with Adapters 13 May 2021 hltchkust/knowexpert/inference_task.py 67735cd057723d31 unverified MIT (permissive)
SummEval: Re-evaluating Summarization Evaluation 24 Jul 2020 PrimerAI/blanc/blanc/shannon.py 56f81e0b7efc8ed8 unverified MIT (permissive)
arXiv:Ma_ReMP-AD_Retrieval-enhanced_Multi-modal_Prompt_Fusion_for_Few-Shot_Industrial_Visual_Anomaly_ICCV_2025_paper cshcma/ReMP-AD/open_clip/coca_model.py fb651d0a97fd4d3f unverified MIT (permissive)
arXiv:Hertz_Style_Aligned_Image_Generation_via_Shared_Attention_CVPR_2024_paper aim-uofa/StyleDrop-PyTorch/open_clip/coca_model.py fb651d0a97fd4d3f unverified MIT (permissive)
arXiv:Guo_SCAN_Bootstrapping_Contrastive_Pre-training_for_Data_Efficiency_ICCV_2025_paper guoyang9/SCAN/open_clip/src/open_clip/coca_model.py fb651d0a97fd4d3f 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".

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