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expand2square

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

expand2square appears in the code Syntology harvested for 78 papers, as 10 distinct code bodies found in 80 places (a place is one code body under one paper). At least one of them ran in 76 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 expand2square 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 7 of the 10 distinct code bodies named expand2square; 3 are unverified. One tile per status, in the site's fixed vocabulary, each code body counted once:

0ran · honoured contract
0ran · violated contract
2ran · our draft was wrong
0ran · fixture could not drive it
5ran
3unverified
0fingerprinted

Licence is a property of each copy, so it is counted per place: 34 of the 80 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

78 papers shown of 78, newest first; 80 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 6 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
OralAgent: Integrating Reasoning, Tools, and Knowledge for Interactive Dental Image Analysis added by Syntology 2026-05 (from id) isjinghao/OralAgent/oralagent/llava/mm_utils.py 908505ed68ff4871 ran Apache-2.0 (permissive)
Uncertainty-Aware Knowledge Distillation for Multimodal Large Language Models added by Syntology 2026-03 (from id) Jingchensun/beta-kd/mobilevlm/utils.py 592b3c1a88f93d7c ran · our draft was wrong no licence file found · pointer only
Beyond Next-Token Alignment: Distilling Multimodal Large Language Models via Token Interactions added by Syntology 2026-02 (from id) lchen1019/Align-TI/alignti/mm_utils.py 592b3c1a88f93d7c ran · our draft was wrong Apache-2.0 (permissive)
Benchmarking Direct Preference Optimization for Medical Large Vision-Language Models added by Syntology 2026-01 (from id) dmis-lab/med-vlm-dpo/inference/LLaVA-Med/llava/mm_utils.py 908505ed68ff4871 ran no licence file found · pointer only
UniX: Unifying Autoregression and Diffusion for Chest X-Ray Understanding and Generation added by Syntology 2026-01 (from id) ZrH42/UniX/modeling/unix_vlm/models/image_processing_vlm.py 592b3c1a88f93d7c ran · our draft was wrong MIT (permissive)
Uni-X: Mitigating Modality Conflict with a Two-End-Separated Architecture for Unified Multimodal Models added by Syntology 2025-09 (from id) CURRENTF/Uni-X/uni_arch/mm_utils.py 592b3c1a88f93d7c ran · our draft was wrong MIT (permissive)
arXiv:2507.18300 2025-07 (from id) 360CVGroup/LMM-Det/llava/mm_utils.py 592b3c1a88f93d7c ran · our draft was wrong Apache-2.0 (permissive)
arXiv:2507.04976 2025-07 (from id) EsYoon7/UVQA/llava/mm_utils.py 592b3c1a88f93d7c ran · our draft was wrong no licence file found · pointer only
ReasonGen-R1: CoT for Autoregressive Image generation models through SFT and RL 30 May 2025 Franklin-Zhang0/ReasonGen-R1/Janus/janus/models/image_processing_vlm.py 592b3c1a88f93d7c ran · our draft was wrong Apache-2.0 (permissive)
Understand, Think, and Answer: Advancing Visual Reasoning with Large Multimodal Models 27 May 2025 jefferyzhan/griffon/griffon/mm_utils.py 592b3c1a88f93d7c ran · our draft was wrong Apache-2.0 (permissive)
EVEv2: Improved Baselines for Encoder-Free Vision-Language Models 10 Feb 2025 baaivision/EVE/EVEv1/eve/mm_utils.py 592b3c1a88f93d7c ran · our draft was wrong MIT (permissive)
MedRAX: Medical Reasoning Agent for Chest X-ray 4 Feb 2025 bowang-lab/medrax/medrax/llava/mm_utils.py 908505ed68ff4871 ran Apache-2.0 (permissive)
VideoLLaMA 3: Frontier Multimodal Foundation Models for Image and Video Understanding 22 Jan 2025 damo-nlp-sg/videollama3/videollama3/mm_utils.py 592b3c1a88f93d7c ran · our draft was wrong Apache-2.0 (permissive)
InstructSeg: Unifying Instructed Visual Segmentation with Multi-modal Large Language Models 18 Dec 2024 congvvc/instructseg/instructseg/model/mipha/mm_utils.py 592b3c1a88f93d7c ran · our draft was wrong Apache-2.0 (permissive)
WiseAD: Knowledge Augmented End-to-End Autonomous Driving with Vision-Language Model 13 Dec 2024 wyddmw/WiseAD/mobilevlm/utils.py 592b3c1a88f93d7c ran · our draft was wrong no licence file found · pointer only
Liquid: Language Models are Scalable Multi-modal Generators 5 Dec 2024 foundationvision/liquid/evaluation/inference_i2t.py 592b3c1a88f93d7c ran · our draft was wrong MIT (permissive)
FlashSloth: Lightning Multimodal Large Language Models via Embedded Visual Compression 5 Dec 2024 codefanw/flashsloth/flashsloth/mm_utils.py 592b3c1a88f93d7c ran · our draft was wrong no licence file found · pointer only
HyperSeg: Towards Universal Visual Segmentation with Large Language Model 26 Nov 2024 congvvc/HyperSeg/hyperseg/model/mipha/mm_utils.py 592b3c1a88f93d7c ran · our draft was wrong Apache-2.0 (permissive)
Devils in Middle Layers of Large Vision-Language Models: Interpreting, Detecting and Mitigating Object Hallucinations via Attention Lens 23 Nov 2024 zhangqijiang07/middle_layers_indicating_hallucinations/eval_data_loader.py 592b3c1a88f93d7c ran · our draft was wrong no licence file found · pointer only
V-DPO: Mitigating Hallucination in Large Vision Language Models via Vision-Guided Direct Preference Optimization 5 Nov 2024 yuxixie/v-dpo/llava_dpo/mm_utils.py 592b3c1a88f93d7c ran · our draft was wrong Apache-2.0 (permissive)
Mitigating Modality Prior-Induced Hallucinations in Multimodal Large Language Models via Deciphering Attention Causality 7 Oct 2024 The-Martyr/CausalMM/llava-1.5/experiments/llava/mm_utils.py 592b3c1a88f93d7c ran · our draft was wrong MIT (permissive)
Attention Prompting on Image for Large Vision-Language Models 25 Sep 2024 identical code first harvested elsewhere 592b3c1a88f93d7c ran · our draft was wrong licence of this copy not recorded
CDChat: A Large Multimodal Model for Remote Sensing Change Description 24 Sep 2024 techmn/cdchat/cdchat/mm_utils.py 592b3c1a88f93d7c ran · our draft was wrong no licence file found · pointer only
Fit and Prune: Fast and Training-free Visual Token Pruning for Multi-modal Large Language Models 16 Sep 2024 ywh187/fitprune/LLaVA_1.5/llava/mm_utils.py 592b3c1a88f93d7c ran · our draft was wrong no licence file found · pointer only
ChangeChat: An Interactive Model for Remote Sensing Change Analysis via Multimodal Instruction Tuning 13 Sep 2024 hanlinwu/changechat/changechat/mm_utils.py 592b3c1a88f93d7c ran · our draft was wrong no licence file found · pointer only
Recoverable Compression: A Multimodal Vision Token Recovery Mechanism Guided by Text Information 2 Sep 2024 banjiuyufen/Recoverable-Compression/llava/mm_utils.py 592b3c1a88f93d7c ran · our draft was wrong Apache-2.0 (permissive)
IAA: Inner-Adaptor Architecture Empowers Frozen Large Language Model with Multimodal Capabilities 23 Aug 2024 360cvgroup/inner-adaptor-architecture/iaa/mm_utils.py 592b3c1a88f93d7c ran · our draft was wrong Apache-2.0 (permissive)
Math-PUMA: Progressive Upward Multimodal Alignment to Enhance Mathematical Reasoning 16 Aug 2024 wwzhuang01/math-puma/models/deepseek_math/image_processing_vlm.py 592b3c1a88f93d7c ran · our draft was wrong GPL-3.0 (copyleft) · pointer only
Paying More Attention to Image: A Training-Free Method for Alleviating Hallucination in LVLMs 31 Jul 2024 hasanar1f/llava-hallunication-fix/modPAI/llava/mm_utils.py 592b3c1a88f93d7c ran · our draft was wrong Apache-2.0 (permissive)
DenseFusion-1M: Merging Vision Experts for Comprehensive Multimodal Perception 11 Jul 2024 baaivision/DenseFusion/densefusion/mm_utils.py 592b3c1a88f93d7c ran · our draft was wrong no licence file found · pointer only
Web2Code: A Large-scale Webpage-to-Code Dataset and Evaluation Framework for Multimodal LLMs 28 Jun 2024 MBZUAI-LLM/web2code/web2code/llava/mm_utils.py 592b3c1a88f93d7c ran · our draft was wrong no licence file found · pointer only
Biomedical Visual Instruction Tuning with Clinician Preference Alignment 19 Jun 2024 mao1207/BioMed-VITAL/backbone/mm_utils.py 908505ed68ff4871 ran no licence file found · pointer only
Holmes-VAD: Towards Unbiased and Explainable Video Anomaly Detection via Multi-modal LLM 18 Jun 2024 pipixin321/holmesvad/videollava/mm_utils.py 592b3c1a88f93d7c ran · our draft was wrong MIT (permissive)
mDPO: Conditional Preference Optimization for Multimodal Large Language Models 17 Jun 2024 luka-group/mDPO/bunny/bunny_utils/util/mm_utils.py 592b3c1a88f93d7c ran · our draft was wrong no licence file found · pointer only
DevBench: A multimodal developmental benchmark for language learning 14 Jun 2024 alvinwmtan/dev-bench/model_classes/modeling_tinyllava_phi.py 592b3c1a88f93d7c ran · our draft was wrong no licence file found · pointer only
Multimodal Table Understanding 12 Jun 2024 spursgozmy/table-llava/llava/mm_utils.py 592b3c1a88f93d7c ran · our draft was wrong Apache-2.0 (permissive)
PosterLLaVa: Constructing a Unified Multi-modal Layout Generator with LLM 5 Jun 2024 posterllava/posterllava/llava/mm_utils.py 592b3c1a88f93d7c ran · our draft was wrong no licence file found · pointer only
Adaptive Image Quality Assessment via Teaching Large Multimodal Model to Compare 29 May 2024 Q-Future/Compare2Score/q_align/mm_utils.py 592b3c1a88f93d7c ran · our draft was wrong MIT (permissive)
Adaptive Image Quality Assessment via Teaching Large Multimodal Model to Compare 29 May 2024 Q-Future/Compare2Score/q_align/model/modeling_mplug_owl2.py 0d475d995befa10b ran MIT (permissive)
ConvLLaVA: Hierarchical Backbones as Visual Encoder for Large Multimodal Models 24 May 2024 alibaba/conv-llava/llava/eval/evaluate_grounding.py 592b3c1a88f93d7c ran · our draft was wrong Apache-2.0 (permissive)
LOVA3: Learning to Visual Question Answering, Asking and Assessment 23 May 2024 showlab/LOVA3/llava/mm_utils.py 592b3c1a88f93d7c ran · our draft was wrong no licence file found · pointer only
Imp: Highly Capable Large Multimodal Models for Mobile Devices 20 May 2024 milvlg/imp/imp_llava/mm_utils.py 592b3c1a88f93d7c ran · our draft was wrong Apache-2.0 (permissive)
Automated Multi-level Preference for MLLMs 18 May 2024 takomc/amp/llava/mm_utils.py 592b3c1a88f93d7c ran · our draft was wrong no licence file found · pointer only
GSCo: Towards Generalizable AI in Medicine via Generalist-Specialist Collaboration 23 Apr 2024 sunanhe/meddr/src/dataset/transforms.py 592b3c1a88f93d7c ran · our draft was wrong MIT (permissive)
Detecting and Mitigating Hallucination in Large Vision Language Models via Fine-Grained AI Feedback 22 Apr 2024 Mr-Loevan/HSA-DPO/hsa_dpo/models/llava-v1_5/llava/mm_utils.py 592b3c1a88f93d7c ran · our draft was wrong no licence file found · pointer only
Self-Supervised Visual Preference Alignment 16 Apr 2024 Kevinz-code/SeVa/seva/llava/mm_utils.py 592b3c1a88f93d7c ran · our draft was wrong GPL-3.0 (copyleft) · pointer only
VHM: Versatile and Honest Vision Language Model for Remote Sensing Image Analysis 29 Mar 2024 opendatalab/h2rsvlm/vhm/mm_utils.py 592b3c1a88f93d7c ran · our draft was wrong Apache-2.0 (permissive)
Mini-Gemini: Mining the Potential of Multi-modality Vision Language Models 27 Mar 2024 dvlab-research/minigemini/mgm/mm_utils.py 592b3c1a88f93d7c ran · our draft was wrong Apache-2.0 (permissive)
Towards a clinically accessible radiology foundation model: open-access and lightweight, with automated evaluation 12 Mar 2024 microsoft/llava-rad/llava/mm_utils.py 592b3c1a88f93d7c ran · our draft was wrong no licence file found · pointer only
DeepSeek-VL: Towards Real-World Vision-Language Understanding 8 Mar 2024 deepseek-ai/deepseek-vl/deepseek_vl/models/image_processing_vlm.py 592b3c1a88f93d7c ran · our draft was wrong MIT (permissive)
ImgTrojan: Jailbreaking Vision-Language Models with ONE Image 5 Mar 2024 xijia-tao/imgtrojan/finetune/llava/mm_utils.py 592b3c1a88f93d7c ran · our draft was wrong no licence file found · pointer only
MobileVLM V2: Faster and Stronger Baseline for Vision Language Model 6 Feb 2024 meituan-automl/mobilevlm/mobilevlm/utils.py 592b3c1a88f93d7c ran · our draft was wrong Apache-2.0 (permissive)
SciMMIR: Benchmarking Scientific Multi-modal Information Retrieval 24 Jan 2024 wusiwei0410/scimmir/mm_utils.py 592b3c1a88f93d7c ran · our draft was wrong no licence file found · pointer only
Prometheus-Vision: Vision-Language Model as a Judge for Fine-Grained Evaluation 12 Jan 2024 kaistai/prometheus-vision/llava/mm_utils.py 592b3c1a88f93d7c ran · our draft was wrong Apache-2.0 (permissive)
Eyes Wide Shut? Exploring the Visual Shortcomings of Multimodal LLMs 11 Jan 2024 tsb0601/MMVP/LLaVA/llava/mm_utils.py 592b3c1a88f93d7c ran · our draft was wrong no licence file found · pointer only
MLLM-Protector: Ensuring MLLM's Safety without Hurting Performance 5 Jan 2024 pipilurj/mllm-protector/llava/mm_utils.py 592b3c1a88f93d7c ran · our draft was wrong Apache-2.0 (permissive)
LLaVA-Phi: Efficient Multi-Modal Assistant with Small Language Model 4 Jan 2024 zhuyiche/llava-phi/llava_phi/mm_utils.py 592b3c1a88f93d7c ran · our draft was wrong no licence file found · pointer only
VCoder: Versatile Vision Encoders for Multimodal Large Language Models 21 Dec 2023 shi-labs/vcoder/vcoder_llava/mm_utils.py 592b3c1a88f93d7c ran · our draft was wrong Apache-2.0 (permissive)
V*: Guided Visual Search as a Core Mechanism in Multimodal LLMs 21 Dec 2023 penghao-wu/vstar/vstar_bench_eval.py e02a1c976f061bb2 ran · our draft was wrong MIT (permissive)
Osprey: Pixel Understanding with Visual Instruction Tuning 15 Dec 2023 circleradon/osprey/osprey/mm_utils.py 592b3c1a88f93d7c ran · our draft was wrong Apache-2.0 (permissive)
Genixer: Empowering Multimodal Large Language Models as a Powerful Data Generator 11 Dec 2023 zhaohengyuan1/genixer/Genixer_LLaVA/llava/mm_utils.py 592b3c1a88f93d7c ran · our draft was wrong no licence file found · pointer only
Quilt-LLaVA: Visual Instruction Tuning by Extracting Localized Narratives from Open-Source Histopathology Videos 7 Dec 2023 aldraus/quilt-llava/llava/mm_utils.py 592b3c1a88f93d7c ran · our draft was wrong MIT (permissive)
Safe-CLIP: Removing NSFW Concepts from Vision-and-Language Models 27 Nov 2023 aimagelab/safe-clip/LLaVA_generation/llava/mm_utils.py 592b3c1a88f93d7c ran · our draft was wrong no licence file found · pointer only
GeoChat: Grounded Large Vision-Language Model for Remote Sensing 24 Nov 2023 mbzuai-oryx/geochat/geochat/mm_utils.py 592b3c1a88f93d7c ran · our draft was wrong no licence file found · pointer only
Towards Improving Document Understanding: An Exploration on Text-Grounding via MLLMs 22 Nov 2023 harrytea/tgdoc/tgdoc/mm_utils.py 8c5ec74733471314 ran no licence file found · pointer only
Qilin-Med-VL: Towards Chinese Large Vision-Language Model for General Healthcare 27 Oct 2023 williamliujl/qilin-med-vl/llava/mm_utils.py 592b3c1a88f93d7c ran · our draft was wrong no licence file found · pointer only
Zero123++: a Single Image to Consistent Multi-view Diffusion Base Model 23 Oct 2023 sudo-ai-3d/zero123plus/gradio_app.py 592b3c1a88f93d7c ran · our draft was wrong Apache-2.0 (permissive)
Vision-by-Language for Training-Free Compositional Image Retrieval 13 Oct 2023 explainableml/vision_by_language/src/datasets.py e75146036d2d1504 ran MIT (permissive)
HallE-Control: Controlling Object Hallucination in Large Multimodal Models 3 Oct 2023 bronyayang/HallE_Switch/llava/mm_utils.py 592b3c1a88f93d7c ran · our draft was wrong no licence file found · pointer only
Pink: Unveiling the Power of Referential Comprehension for Multi-modal LLMs 1 Oct 2023 sy-xuan/pink/pink/eval/model_gqa.py ee1020522a070904 ran no licence file found · pointer only
StableLLaVA: Enhanced Visual Instruction Tuning with Synthesized Image-Dialogue Data 20 Aug 2023 icoz69/stablellava/llava/mm_utils.py 592b3c1a88f93d7c ran · our draft was wrong Apache-2.0 (permissive)
TOPIQ: A Top-down Approach from Semantics to Distortions for Image Quality Assessment 6 Aug 2023 chaofengc/iqa-pytorch/pyiqa/archs/compare2score_arch.py 66c27cd25f8c24da unverified licence not identified · pointer only
End-to-End Zero-Shot HOI Detection via Vision and Language Knowledge Distillation 1 Apr 2022 mrwu-mac/EoID/models/EoID.py 592b3c1a88f93d7c ran · our draft was wrong Apache-2.0 (permissive)
Self-attention Does Not Need $O(n^2)$ Memory 10 Dec 2021 jihaonew/mm-instruct/llava/mm_utils.py 592b3c1a88f93d7c ran · our draft was wrong Apache-2.0 (permissive)
Self-attention Does Not Need $O(n^2)$ Memory 10 Dec 2021 X-iZhang/Libra/libra/mm_utils.py 1fe910f8046380d4 unverified Apache-2.0 (permissive)
arXiv:Zhang_Learning_Rain_Location_Prior_for_Nighttime_Deraining_ICCV_2023_paper zkawfanx/RLP/rlp/utils.py 184826b4b0deed67 unverified MIT (permissive)
arXiv:2025.naacl-long.579 DAMO-NLP-SG/VideoLLaMA2/videollama2/mm_utils.py 592b3c1a88f93d7c ran · our draft was wrong Apache-2.0 (permissive)
arXiv:2024.findings-naacl.226 nguyennm1024/OSCaR/llava/mm_utils.py 592b3c1a88f93d7c ran · our draft was wrong Apache-2.0 (permissive)
arXiv:2024.findings-emnlp.775 YuxiXie/V-DPO/llava_dpo/mm_utils.py 592b3c1a88f93d7c ran · our draft was wrong Apache-2.0 (permissive)
arXiv:2024.findings-emnlp.268 HZQ950419/Math-LLaVA/llava/mm_utils.py 592b3c1a88f93d7c ran · our draft was wrong 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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