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maybe_zero_3

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

maybe_zero_3 appears in the code Syntology harvested for 74 papers, as 9 distinct code bodies found in 83 places (a place is one code body under one paper). At least one of them ran in 1 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 maybe_zero_3 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 9 distinct code bodies named maybe_zero_3; 8 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
0ran
8unverified
1fingerprinted

Licence is a property of each copy, so it is counted per place: 53 of the 83 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

74 papers shown of 74, newest first; 83 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; 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
Training-Free Hashing-Based Attention via Binary Principal Components added by Syntology 2026-08 (from id) identical code first harvested elsewhere 616ffbdc154ed2d8 unverified licence of this copy not recorded
CP-MoE: Consistency-Preserving Mixture-of-Experts for Continual Learning added by Syntology 2026-05 (from id) YangLiu-Lewis/CP-MoE/llava/train/train_MOE.py 616ffbdc154ed2d8 unverified MIT (permissive)
Reasoning Portability: Guiding Continual Learning for MLLMs in the RLVR Era added by Syntology 2026-05 (from id) lluosi/RDB-CL/ETrain/Train/Base_trainer.py 616ffbdc154ed2d8 unverified no licence file found · pointer only
Out of the Memory Barrier: A Highly Memory Efficient Training System for LLMs with Million-Token Contexts added by Syntology 2026-02 (from id) wenhaoli-xmu/OOMB/chunkoptim/modifier.py 616ffbdc154ed2d8 unverified no licence file found · pointer only
Evaluating the Diagnostic Classification Ability of Multimodal Large Language Models: Insights from the Osteoarthritis Initiative added by Syntology 2026-01 (from id) wanglihx/LLaVA-OA/llava_trainer_weighted.py 735025744c1ab0cf unverified no licence file found · pointer only
Evaluating the Diagnostic Classification Ability of Multimodal Large Language Models: Insights from the Osteoarthritis Initiative added by Syntology 2026-01 (from id) wanglihx/LLaVA-OA/train_weighted.py 616ffbdc154ed2d8 unverified no licence file found · pointer only
COIDO: Efficient Data Selection for Visual Instruction Tuning via Coupled Importance-Diversity Optimization added by Syntology 2025-10 (from id) SuDIS-ZJU/CoIDO/coido_scorer/coido_trainer.py 64c18975ebd3ed40 unverified AGPL-3.0 (copyleft) · pointer only
COIDO: Efficient Data Selection for Visual Instruction Tuning via Coupled Importance-Diversity Optimization added by Syntology 2025-10 (from id) SuDIS-ZJU/CoIDO/coido_scorer/stage1.py 46e09ebb15e4afb6 unverified AGPL-3.0 (copyleft) · pointer only
arXiv:2507.15504 2025-07 (from id) PKU-YuanGroup/Video-LLaVA/videollava/train/llava_trainer.py 735025744c1ab0cf unverified Apache-2.0 (permissive)
SECOND: Mitigating Perceptual Hallucination in Vision-Language Models via Selective and Contrastive Decoding 10 Jun 2025 identical code first harvested elsewhere 735025744c1ab0cf unverified licence of this copy not recorded
ChatVLA-2: Vision-Language-Action Model with Open-World Embodied Reasoning from Pretrained Knowledge 28 May 2025 tutujingyugang1/ChatVLA_public/qwen2_vla/model_load_utils.py 616ffbdc154ed2d8 unverified MIT (permissive)
Daily-Omni: Towards Audio-Visual Reasoning with Temporal Alignment across Modalities 23 May 2025 identical code first harvested elsewhere 735025744c1ab0cf unverified licence of this copy not recorded
BLIP3-o: A Family of Fully Open Unified Multimodal Models-Architecture, Training and Dataset 14 May 2025 identical code first harvested elsewhere 735025744c1ab0cf unverified licence of this copy not recorded
T2I-R1: Reinforcing Image Generation with Collaborative Semantic-level and Token-level CoT 1 May 2025 identical code first harvested elsewhere 735025744c1ab0cf unverified licence of this copy not recorded
Med3DVLM: An Efficient Vision-Language Model for 3D Medical Image Analysis 25 Mar 2025 mirthai/med3dvlm/src/train/train_vlm.py 616ffbdc154ed2d8 unverified MIT (permissive)
Safety Mirage: How Spurious Correlations Undermine VLM Safety Fine-tuning 14 Mar 2025 OPTML-Group/VLM-Safety-Unlearn/llava/train/llava_unlearn_full_trainer.py 735025744c1ab0cf unverified MIT (permissive)
Safety Mirage: How Spurious Correlations Undermine VLM Safety Fine-tuning 14 Mar 2025 OPTML-Group/VLM-Safety-Unlearn/llava/train/train_unlearn.py 616ffbdc154ed2d8 unverified MIT (permissive)
R1-Omni: Explainable Omni-Multimodal Emotion Recognition with Reinforcement Learning 7 Mar 2025 identical code first harvested elsewhere 616ffbdc154ed2d8 unverified licence of this copy not recorded
Re-Imagining Multimodal Instruction Tuning: A Representation View 2 Mar 2025 identical code first harvested elsewhere 616ffbdc154ed2d8 unverified licence of this copy not recorded
Magma: A Foundation Model for Multimodal AI Agents 18 Feb 2025 microsoft/Magma/trainer/trainer.py 735025744c1ab0cf unverified MIT (permissive)
X-Boundary: Establishing Exact Safety Boundary to Shield LLMs from Multi-Turn Jailbreaks without Compromising Usability 14 Feb 2025 ai45lab/x-boundary/src/lorra_x_boundary.py 16f29eca39ef4fff ran · our draft was wrong fingerprinted no licence file found · pointer only
Ola: Pushing the Frontiers of Omni-Modal Language Model 6 Feb 2025 ola-omni/ola/ola/utils.py 720e6dbf9d7eb553 unverified Apache-2.0 (permissive)
VideoLLaMA 3: Frontier Multimodal Foundation Models for Image and Video Understanding 22 Jan 2025 damo-nlp-sg/videollama3/videollama3/videollama3_trainer.py 616ffbdc154ed2d8 unverified Apache-2.0 (permissive)
Mitigating Hallucinations in Large Vision-Language Models via DPO: On-Policy Data Hold the Key 16 Jan 2025 zhyang2226/opa-dpo/opadpo/opa_models/opa_trainer.py 735025744c1ab0cf unverified MIT recorded; this copy not marked cleared · pointer only
Mitigating Hallucinations in Large Vision-Language Models via DPO: On-Policy Data Hold the Key 16 Jan 2025 zhyang2226/opa-dpo/opadpo/opa_train.py 616ffbdc154ed2d8 unverified MIT recorded; this copy not marked cleared · pointer only
PruneVid: Visual Token Pruning for Efficient Video Large Language Models 20 Dec 2024 identical code first harvested elsewhere 735025744c1ab0cf unverified licence of this copy not recorded
MMedPO: Aligning Medical Vision-Language Models with Clinical-Aware Multimodal Preference Optimization 9 Dec 2024 aiming-lab/mmedpo/train/dpo/llava_trainer_weighted.py 735025744c1ab0cf unverified Apache-2.0 (permissive)
Insight-V: Exploring Long-Chain Visual Reasoning with Multimodal Large Language Models 21 Nov 2024 identical code first harvested elsewhere 735025744c1ab0cf unverified licence of this copy not recorded
PPLLaVA: Varied Video Sequence Understanding With Prompt Guidance 4 Nov 2024 identical code first harvested elsewhere 735025744c1ab0cf unverified licence of this copy not recorded
Senna: Bridging Large Vision-Language Models and End-to-End Autonomous Driving 29 Oct 2024 hustvl/senna/llava/senna/senna_llava_trainer.py 735025744c1ab0cf unverified Apache-2.0 (permissive)
Senna: Bridging Large Vision-Language Models and End-to-End Autonomous Driving 29 Oct 2024 hustvl/senna/llava/senna/train_senna_llava_laion_pretrain.py 616ffbdc154ed2d8 unverified Apache-2.0 (permissive)
LongVU: Spatiotemporal Adaptive Compression for Long Video-Language Understanding 22 Oct 2024 Vision-CAIR/LongVU/longvu/mm_datautils.py 25aaa1a93cc25f4d unverified Apache-2.0 (permissive)
Improve Vision Language Model Chain-of-thought Reasoning 21 Oct 2024 riflezhang/llava-hound-dpo/llava_hound_dpo/dpo_scripts/run_dpo.py 616ffbdc154ed2d8 unverified no licence file found · pointer only
RAP: Retrieval-Augmented Personalization for Multimodal Large Language Models 17 Oct 2024 hoar012/rap-mllm/llava/train/rap_train.py 616ffbdc154ed2d8 unverified no licence file found · pointer only
MMed-RAG: Versatile Multimodal RAG System for Medical Vision Language Models 16 Oct 2024 richard-peng-xia/MMed-RAG/train/dpo/llava_trainer_2stages.py 735025744c1ab0cf unverified MIT (permissive)
Reconstructive Visual Instruction Tuning 12 Oct 2024 haochen-wang409/ross/ross/ross_trainer.py 735025744c1ab0cf unverified Apache-2.0 (permissive)
TRACE: Temporal Grounding Video LLM via Causal Event Modeling 8 Oct 2024 gyxxyg/TRACE/trace/trace_trainer.py 735025744c1ab0cf unverified Apache-2.0 (permissive)
TRACE: Temporal Grounding Video LLM via Causal Event Modeling 8 Oct 2024 gyxxyg/trace/trace/train_mt.py 616ffbdc154ed2d8 unverified Apache-2.0 (permissive)
FakeShield: Explainable Image Forgery Detection and Localization via Multi-modal Large Language Models 3 Oct 2024 identical code first harvested elsewhere 735025744c1ab0cf unverified licence of this copy not recorded
Ferret: Federated Full-Parameter Tuning at Scale for Large Language Models 10 Sep 2024 identical code first harvested elsewhere 735025744c1ab0cf unverified licence of this copy not recorded
Recoverable Compression: A Multimodal Vision Token Recovery Mechanism Guided by Text Information 2 Sep 2024 identical code first harvested elsewhere 735025744c1ab0cf unverified licence of this copy not recorded
UniFashion: A Unified Vision-Language Model for Multimodal Fashion Retrieval and Generation 21 Aug 2024 xiangyu-mm/UniFashion/src/blip_fine_tune_2.py 7890d7ff378dc2fc unverified no licence file found · pointer only
LLaVA-NeXT-Interleave: Tackling Multi-image, Video, and 3D in Large Multimodal Models 10 Jul 2024 identical code first harvested elsewhere 735025744c1ab0cf unverified licence of this copy not recorded
STLLaVA-Med: Self-Training Large Language and Vision Assistant for Medical Question-Answering 28 Jun 2024 heliossun/stllava-med/llava_dpo_trainer.py 735025744c1ab0cf unverified MIT (permissive)
STLLaVA-Med: Self-Training Large Language and Vision Assistant for Medical Question-Answering 28 Jun 2024 heliossun/stllava-med/train_dpo.py 616ffbdc154ed2d8 unverified MIT (permissive)
PRESTO: Progressive Pretraining Enhances Synthetic Chemistry Outcomes 19 Jun 2024 idea-xl/presto/presto/model_utils.py 616ffbdc154ed2d8 unverified Apache-2.0 (permissive)
VoCo-LLaMA: Towards Vision Compression with Large Language Models 18 Jun 2024 identical code first harvested elsewhere 735025744c1ab0cf unverified licence of this copy not recorded
mDPO: Conditional Preference Optimization for Multimodal Large Language Models 17 Jun 2024 luka-group/mDPO/bunny/run_mdpo_bunny.py 616ffbdc154ed2d8 unverified no licence file found · pointer only
MMDU: A Multi-Turn Multi-Image Dialog Understanding Benchmark and Instruction-Tuning Dataset for LVLMs 17 Jun 2024 identical code first harvested elsewhere 735025744c1ab0cf unverified licence of this copy not recorded
Unveiling Encoder-Free Vision-Language Models 17 Jun 2024 identical code first harvested elsewhere 735025744c1ab0cf unverified licence of this copy not recorded
ISR-DPO: Aligning Large Multimodal Models for Videos by Iterative Self-Retrospective DPO 17 Jun 2024 yonseivnl/vlm-rlaif/RLAIF/finetune_policy_init.py 616ffbdc154ed2d8 unverified Apache-2.0 (permissive)
Vript: A Video Is Worth Thousands of Words 10 Jun 2024 mutonix/Vript/vriptor/train_hf.py 616ffbdc154ed2d8 unverified no licence file found · pointer only
Parrot: Multilingual Visual Instruction Tuning 4 Jun 2024 AIDC-AI/Parrot/parrot/train/parrot_trainer.py 735025744c1ab0cf unverified Apache-2.0 (permissive)
Video-MME: The First-Ever Comprehensive Evaluation Benchmark of Multi-modal LLMs in Video Analysis 31 May 2024 PhysGame/PhysGame/train_dpo.py 616ffbdc154ed2d8 unverified Apache-2.0 (permissive)
Data-augmented phrase-level alignment for mitigating object hallucination 28 May 2024 pritamqu/HALVA/llava/train/halva_trainer.py 735025744c1ab0cf unverified no licence file found · pointer only
Data-augmented phrase-level alignment for mitigating object hallucination 28 May 2024 pritamqu/HALVA/llava/train/train_halva.py 616ffbdc154ed2d8 unverified no licence file found · pointer only
VoCoT: Unleashing Visually Grounded Multi-Step Reasoning in Large Multi-Modal Models 27 May 2024 rupertluo/vocot/train_volcano.py d10512f432705d71 unverified no licence file found · pointer only
PLLaVA : Parameter-free LLaVA Extension from Images to Videos for Video Dense Captioning 25 Apr 2024 magic-research/PLLaVA/tasks/train/train_pllava_nframe_accel.py 735025744c1ab0cf unverified no licence file found · pointer only
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/train_dpo.py 616ffbdc154ed2d8 unverified no licence file found · pointer only
MoVA: Adapting Mixture of Vision Experts to Multimodal Context 19 Apr 2024 identical code first harvested elsewhere 735025744c1ab0cf unverified licence of this copy not recorded
Self-Supervised Visual Preference Alignment 16 Apr 2024 Kevinz-code/SeVa/seva/train_dpo_ours.py 616ffbdc154ed2d8 unverified GPL-3.0 (copyleft) · pointer only
ST-LLM: Large Language Models Are Effective Temporal Learners 30 Mar 2024 identical code first harvested elsewhere 735025744c1ab0cf unverified licence of this copy not recorded
SQ-LLaVA: Self-Questioning for Large Vision-Language Assistant 17 Mar 2024 heliossun/sq-llava/llava_trainer.py 735025744c1ab0cf unverified MIT (permissive)
Images are Achilles' Heel of Alignment: Exploiting Visual Vulnerabilities for Jailbreaking Multimodal Large Language Models 14 Mar 2024 identical code first harvested elsewhere 735025744c1ab0cf unverified licence of this copy not recorded
CAT: Enhancing Multimodal Large Language Model to Answer Questions in Dynamic Audio-Visual Scenarios 7 Mar 2024 rikeilong/bay-cat/ADPO_CAT/train_dpo.py 616ffbdc154ed2d8 unverified Apache-2.0 (permissive)
Grounding Language Models for Visual Entity Recognition 28 Feb 2024 mrzilinxiao/autover/train_oven.py 616ffbdc154ed2d8 unverified Apache-2.0 (permissive)
Your Vision-Language Model Itself Is a Strong Filter: Towards High-Quality Instruction Tuning with Data Selection 19 Feb 2024 rayruibochen/self-filter/self_filter/self_filter_trainer.py 735025744c1ab0cf unverified AGPL-3.0 (copyleft) · pointer only
Your Vision-Language Model Itself Is a Strong Filter: Towards High-Quality Instruction Tuning with Data Selection 19 Feb 2024 rayruibochen/self-filter/self_filter/stage1.py 616ffbdc154ed2d8 unverified AGPL-3.0 (copyleft) · pointer only
DoRA: Weight-Decomposed Low-Rank Adaptation 14 Feb 2024 NVlabs/DoRA/visual_instruction_tuning/llava/train/train_dora.py 616ffbdc154ed2d8 unverified no licence file found · pointer only
LLaGA: Large Language and Graph Assistant 13 Feb 2024 chenrunjin/llaga/train/llaga_trainer.py 735025744c1ab0cf unverified Apache-2.0 (permissive)
LLaVA-Phi: Efficient Multi-Modal Assistant with Small Language Model 4 Jan 2024 zhuyiche/llava-phi/llava_phi/train/convert_model2base_llava_phi.py 616ffbdc154ed2d8 unverified no licence file found · pointer only
G-LLaVA: Solving Geometric Problem with Multi-Modal Large Language Model 18 Dec 2023 pipilurj/g-llava/gllava/train/llava_trainer.py 735025744c1ab0cf unverified no licence file found · pointer only
Osprey: Pixel Understanding with Visual Instruction Tuning 15 Dec 2023 identical code first harvested elsewhere 735025744c1ab0cf unverified licence of this copy not recorded
Hallucination Augmented Contrastive Learning for Multimodal Large Language Model 12 Dec 2023 identical code first harvested elsewhere 735025744c1ab0cf unverified licence of this copy not recorded
LLaVA-Grounding: Grounded Visual Chat with Large Multimodal Models 5 Dec 2023 ux-decoder/llava-grounding/llava/train/train_grounding_1st.py 616ffbdc154ed2d8 unverified Apache-2.0 (permissive)
Beyond Hallucinations: Enhancing LVLMs through Hallucination-Aware Direct Preference Optimization 28 Nov 2023 identical code first harvested elsewhere 616ffbdc154ed2d8 unverified licence of this copy not recorded
GeoChat: Grounded Large Vision-Language Model for Remote Sensing 24 Nov 2023 identical code first harvested elsewhere 735025744c1ab0cf unverified licence of this copy not recorded
mPLUG-Owl2: Revolutionizing Multi-modal Large Language Model with Modality Collaboration 7 Nov 2023 identical code first harvested elsewhere 735025744c1ab0cf unverified licence of this copy not recorded
Improved Baselines with Visual Instruction Tuning 5 Oct 2023 identical code first harvested elsewhere 735025744c1ab0cf unverified licence of this copy not recorded
HallE-Control: Controlling Object Hallucination in Large Multimodal Models 3 Oct 2023 bronyayang/HallE_Switch/llava/train/train_switch.py 616ffbdc154ed2d8 unverified no licence file found · pointer only
Visual Instruction Tuning 17 Apr 2023 haotian-liu/LLaVA/llava/train/llava_trainer.py 735025744c1ab0cf unverified Apache-2.0 (permissive)
Unicom: Universal and Compact Representation Learning for Image Retrieval 12 Apr 2023 identical code first harvested elsewhere 735025744c1ab0cf unverified licence of this copy not recorded
arXiv:Wang_SMoLoRA_Exploring_and_Defying_Dual_Catastrophic_Forgetting_in_Continual_Visual_ICCV_2025_paper Minato-Zackie/SMoLoRA/llava/train/train_SMoLoRA.py 616ffbdc154ed2d8 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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