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round_by_factor

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

round_by_factor appears in the code Syntology harvested for 26 papers, as 2 distinct code bodies found in 26 places (a place is one code body under one paper). At least one of them ran in 25 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 round_by_factor 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 2 distinct code bodies named round_by_factor; 1 is unverified. One tile per status, in the site's fixed vocabulary, each code body counted once:

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

Licence is a property of each copy, so it is counted per place: 7 of the 26 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

26 papers shown of 26, newest first; 26 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 8 papers added by Syntology; 3 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
Measuring Cross-Modal Synergy: A Benchmark for VLM Explainability added by Syntology 2026-05 (from id) xmed-lab/TAM/qwen_utils.py e252767324188623 ran · honoured contract fingerprinted no licence file found · pointer only
WinDeskGround: A Benchmark for Robust GUI Grounding in Complex Multi-Window Desktop Environments added by Syntology 2026-05 (from id) ZZZhr-1/WinDeskGround/eval/models.py e252767324188623 ran · honoured contract fingerprinted no licence file found · pointer only
MemOCR: Layout-Aware Visual Memory for Efficient Long-Horizon Reasoning added by Syntology 2026-01 (from id) meituan/MemOCR/qwen_vl_utils.py e252767324188623 ran · honoured contract fingerprinted Apache-2.0 (permissive)
2 RELATED WORK Reinforcement learning has emerged as a powerful paradigm for enhancing the reasoning abilities of LLMs added by Syntology 2026-01 (from id) zywang0104/Video-KTR/src/qwen-vl-utils/src/qwen_vl_utils/vision_process.py e252767324188623 ran · honoured contract fingerprinted no licence file found · pointer only
EgoThinker: Unveiling Egocentric Reasoning with Spatio-Temporal CoT added by Syntology 2025-10 (from id) InternRobotics/EgoThinker/EgoThinker-RFT/src/open_r1/my_qwen_utils.py e252767324188623 ran · honoured contract fingerprinted no licence file found · pointer only
Evaluation of Vision-LLMs in Surveillance Video added by Syntology 2025-10 (from id) pascalbenschopTU/VLLM_AnomalyRecognition/models/vision_process.py e252767324188623 ran · honoured contract fingerprinted Apache-2.0 (permissive)
Turning Drift into Constraint: Robust Reasoning Alignment in Non-Stationary Multi-Stream Environments added by Syntology 2025-10 (from id) XiaoyuYoung/APO/qwen-vl-utils/src/qwen_vl_utils/vision_process.py e252767324188623 ran · honoured contract fingerprinted Apache-2.0 (permissive)
Draw-In-Mind: Rebalancing Designer-Painter Roles in Unified Multimodal Models Benefits Image Editing added by Syntology 2025-09 (from id) showlab/DIM/utils/vision_process.py e252767324188623 ran · honoured contract fingerprinted no licence file found · pointer only
Kwai Keye-VL Technical Report 2 Jul 2025 kwai-keye/keye/keye-vl-utils/src/keye_vl_utils/vision_process.py e252767324188623 ran · honoured contract fingerprinted no licence file found · pointer only
Ming-Omni: A Unified Multimodal Model for Perception and Generation 11 Jun 2025 inclusionai/ming/bailingmm_utils.py e252767324188623 ran · honoured contract fingerprinted MIT (permissive)
MMSU: A Massive Multi-task Spoken Language Understanding and Reasoning Benchmark 5 Jun 2025 QwenLM/Qwen2.5-Omni/qwen-omni-utils/src/qwen_omni_utils/v2_5/vision_process.py e252767324188623 ran · honoured contract fingerprinted Apache-2.0 recorded; this copy not marked cleared · pointer only
MiMo-VL Technical Report 4 Jun 2025 xiaomimimo/mimo-vl/demo/qwen_vl_utils/vision_process.py e252767324188623 ran · honoured contract fingerprinted Apache-2.0 (permissive)
Modality Curation: Building Universal Embeddings for Advanced Multimodal Information Retrieval 26 May 2025 friedrichor/UNITE/unite/model/qwen_vl_utils/vision_process.py e252767324188623 ran · honoured contract fingerprinted Apache-2.0 (permissive)
ARPO:End-to-End Policy Optimization for GUI Agents with Experience Replay 22 May 2025 dvlab-research/arpo/verl/trainer/gui_agent.py e252767324188623 ran · honoured contract fingerprinted Apache-2.0 (permissive)
DeepEyes: Incentivizing "Thinking with Images" via Reinforcement Learning 20 May 2025 visual-agent/deepeyes/eval/eval_vstar.py e252767324188623 ran · honoured contract fingerprinted Apache-2.0 (permissive)
VideoRFT: Incentivizing Video Reasoning Capability in MLLMs via Reinforced Fine-Tuning 18 May 2025 qiwang98/videorft/src/qwen-vl-utils/src/qwen_vl_utils/vision_process.py e252767324188623 ran · honoured contract fingerprinted Apache-2.0 (permissive)
Exploring the Effect of Reinforcement Learning on Video Understanding: Insights from SEED-Bench-R1 31 Mar 2025 tencentarc/seed-bench-r1/qwen-vl-utils/src/qwen_vl_utils/vision_process_egoplan.py e252767324188623 ran · honoured contract fingerprinted Apache-2.0 (permissive)
VideoMind: A Chain-of-LoRA Agent for Long Video Reasoning 17 Mar 2025 yeliudev/VideoMind/videomind/dataset/utils.py e252767324188623 ran · honoured contract fingerprinted BSD-3-Clause (permissive)
Does Your Vision-Language Model Get Lost in the Long Video Sampling Dilemma? 16 Mar 2025 dvlab-research/LSDBench/evaluation/models/vison_process.py e252767324188623 ran · honoured contract fingerprinted Apache-2.0 (permissive)
VideoRoPE: What Makes for Good Video Rotary Position Embedding? 7 Feb 2025 wiselnn570/videorope/videorope_plus/v_ruler/produce_haystack_embedding.py e252767324188623 ran · honoured contract fingerprinted Apache-2.0 (permissive)
LamRA: Large Multimodal Model as Your Advanced Retrieval Assistant 2 Dec 2024 Code-kunkun/LamRA/collators/qwen2_vision_process.py e252767324188623 ran · honoured contract fingerprinted MIT (permissive)
VidEgoThink: Assessing Egocentric Video Understanding Capabilities for Embodied AI 15 Oct 2024 adacheng/egothink/models/qwen_vl_utils_new.py e252767324188623 ran · honoured contract fingerprinted Apache-2.0 (permissive)
Qwen2-VL: Enhancing Vision-Language Model's Perception of the World at Any Resolution 18 Sep 2024 QwenLM/Qwen2-VL/qwen-vl-utils/src/qwen_vl_utils/vision_process.py e252767324188623 ran · honoured contract fingerprinted Apache-2.0 (permissive)
arXiv:openreview_XtIRCAEYoJ WayneTomas/Artemis/qwen_vl_utils/src/qwen_vl_utils/vision_process.py e252767324188623 ran · honoured contract fingerprinted Apache-2.0 (permissive)
arXiv:2025.findings-acl.964 QwenLM/Qwen2.5-VL/evaluation/ODinW-13/dataset_utils.py 29ff40c4fbc0dca3 unverified Apache-2.0 (permissive)
arXiv:2025.acl-long.1603 kiaia/GIRAFFE/models/vision_process.py e252767324188623 ran · honoured contract fingerprinted 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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