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inverse_sigmoid

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

inverse_sigmoid appears in the code Syntology harvested for 80 papers, as 19 distinct code bodies found in 81 places (a place is one code body under one paper). At least one of them ran in 61 of the papers; 13 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 inverse_sigmoid 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 13 of the 19 distinct code bodies named inverse_sigmoid; 6 are unverified. One tile per status, in the site's fixed vocabulary, each code body counted once:

1ran · honoured contract
1ran · violated contract
7ran · our draft was wrong
0ran · fixture could not drive it
4ran
6unverified
13fingerprinted

Licence is a property of each copy, so it is counted per place: 30 of the 81 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

80 papers shown of 80, newest first; 81 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
YesTrack: Referring Multi-Object Tracking via MLLM-based Yes/No Verification added by Syntology 2026-09 (from id) ggbondrighthere24/YesTrack/utils/misc.py b4c4991a4f855b9d unverified MIT (permissive)
Self-Supervised Slice-to-Volume Reconstruction with Gaussian Representations for Fetal MRI added by Syntology 2026-01 (from id) Yinsong0510/GaussianSVR-Self-Supervised-Slice-to-Volume-Reconstruction-with-Gaussian-Representations/src/gs_utils/general_utils.py b488da571728b636 ran · honoured contract fingerprinted no licence file found · pointer only
arXiv:2507.19993 2025-07 (from id) Howardkhh/FROSS/EGTR/model/deformable_detr.py 83c03ceb1307c6c4 ran · our draft was wrong fingerprinted Apache-2.0 (permissive)
arXiv:2507.19239 2025-07 (from id) zhongjiaru/CoopTrack/projects/mmdet3d_plugin/cooptrack/modules/decoder.py f3855be53d36327d unverified no licence file found · pointer only
TextureSplat: Per-Primitive Texture Mapping for Reflective Gaussian Splatting 16 Jun 2025 maeyounes/texturesplat/scene/light.py b488da571728b636 ran · honoured contract fingerprinted no licence file found · pointer only
The Devil is in the Spurious Correlation: Boosting Moment Retrieval via Temporal Dynamic Learning 13 Jan 2025 xyangzhou/TD-DETR/td_detr/model.py 6897880b6ce14c94 ran · our draft was wrong fingerprinted MIT (permissive)
FlashVTG: Feature Layering and Adaptive Score Handling Network for Video Temporal Grounding 18 Dec 2024 zhuo-cao/flashvtg/FlashVTG/transformer.py 6897880b6ce14c94 ran · our draft was wrong fingerprinted no licence file found · pointer only
GaussianAD: Gaussian-Centric End-to-End Autonomous Driving 13 Dec 2024 wzzheng/gaussianad/loss/occupancy_loss.py 15715bd88c8ed092 unverified no licence file found · pointer only
GaussianFormer-2: Probabilistic Gaussian Superposition for Efficient 3D Occupancy Prediction 5 Dec 2024 huang-yh/gaussianformer/loss/occupancy_loss.py 15715bd88c8ed092 unverified no licence file found · pointer only
DEIM: DETR with Improved Matching for Fast Convergence 5 Dec 2024 shihuahuang95/deim/engine/deim/utils.py 2fff86fc7c917b0c unverified licence not identified · pointer only
Bootstraping Clustering of Gaussians for View-consistent 3D Scene Understanding 29 Nov 2024 wb014/FreeGS/utils/general_utils.py b488da571728b636 ran · honoured contract fingerprinted no licence file found · pointer only
SplatFlow: Multi-View Rectified Flow Model for 3D Gaussian Splatting Synthesis 25 Nov 2024 gohyojun15/SplatFlow/model/refiner/camera_util.py b488da571728b636 ran · honoured contract fingerprinted no licence file found · pointer only
GSurf: 3D Reconstruction via Signed Distance Fields with Direct Gaussian Supervision 24 Nov 2024 xubaixinxbx/gsurf/utils/general_utils.py b488da571728b636 ran · honoured contract fingerprinted no licence file found · pointer only
GS^3: Efficient Relighting with Triple Gaussian Splatting 15 Oct 2024 gsrelight/gs-relight/utils/general_utils.py b488da571728b636 ran · honoured contract fingerprinted GPL-3.0 (copyleft) · pointer only
Does End-to-End Autonomous Driving Really Need Perception Tasks? 26 Sep 2024 PeidongLi/SSR/projects/mmdet3d_plugin/SSR/SSR_transformer.py f3855be53d36327d unverified Apache-2.0 (permissive)
OVA-DETR: Open Vocabulary Aerial Object Detection Using Image-Text Alignment and Fusion 22 Aug 2024 GT-Wei/RT-OVAD/src/zoo/itc_ovad/utils.py 2fff86fc7c917b0c unverified Apache-2.0 (permissive)
DeepInteraction++: Multi-Modality Interaction for Autonomous Driving 9 Aug 2024 fudan-zvg/DeepInteraction/projects/mmdet3d_plugin/models/backbones/swin_utils.py f3855be53d36327d unverified MIT (permissive)
Lighthouse: A User-Friendly Library for Reproducible Video Moment Retrieval and Highlight Detection 6 Aug 2024 line/lighthouse/lighthouse/common/cg_detr.py 6897880b6ce14c94 ran · our draft was wrong fingerprinted Apache-2.0 (permissive)
Prior Knowledge Integration via LLM Encoding and Pseudo Event Regulation for Video Moment Retrieval 21 Jul 2024 fletcherjiang/llmepet/llm_epet/model.py 6897880b6ce14c94 ran · our draft was wrong fingerprinted BSD-3-Clause (permissive)
Connecting Consistency Distillation to Score Distillation for Text-to-3D Generation 18 Jul 2024 LMozart/ECCV2024-GCS-BEG/utils/general_utils.py b488da571728b636 ran · honoured contract fingerprinted MIT (permissive)
SEED: A Simple and Effective 3D DETR in Point Clouds 15 Jul 2024 happinesslz/SEED/pcdet/models/dense_heads/seed_head.py 83c03ceb1307c6c4 ran · our draft was wrong fingerprinted no licence file found · pointer only
SHINE: Saliency-aware HIerarchical NEgative Ranking for Compositional Temporal Grounding 6 Jul 2024 zxccade/SHINE/shine/model.py 6897880b6ce14c94 ran · our draft was wrong fingerprinted no licence file found · pointer only
LaRa: Efficient Large-Baseline Radiance Fields 5 Jul 2024 autonomousvision/lara/lightning/renderer.py b488da571728b636 ran · honoured contract fingerprinted MIT (permissive)
Director3D: Real-world Camera Trajectory and 3D Scene Generation from Text 25 Jun 2024 imlixinyang/director3d/utils.py b488da571728b636 ran · honoured contract fingerprinted no licence file found · pointer only
Ouroboros3D: Image-to-3D Generation via 3D-aware Recursive Diffusion 5 Jun 2024 Costwen/Ouroboros3D/src/utils/general.py b488da571728b636 ran · honoured contract fingerprinted Apache-2.0 (permissive)
R$^2$-Gaussian: Rectifying Radiative Gaussian Splatting for Tomographic Reconstruction 31 May 2024 Ruyi-Zha/r2_gaussian/r2_gaussian/utils/gaussian_utils.py b488da571728b636 ran · honoured contract fingerprinted no licence file found · pointer only
Hybrid Fourier Score Distillation for Efficient One Image to 3D Object Generation 31 May 2024 Ysz2022/Fourier123/gs_renderer.py b488da571728b636 ran · honoured contract fingerprinted MIT (permissive)
Learning Latent Graph Structures and their Uncertainty 30 May 2024 allemanenti/Learning-Calibrated-Structures/utils/utils.py 1a375795f2408153 ran fingerprinted no licence file found · pointer only
Task-Driven Exploration: Decoupling and Inter-Task Feedback for Joint Moment Retrieval and Highlight Detection 14 Apr 2024 EdenGabriel/TaskWeave/taskweave/model.py 6897880b6ce14c94 ran · our draft was wrong fingerprinted no licence file found · pointer only
Hash3D: Training-free Acceleration for 3D Generation 9 Apr 2024 Adamdad/hash3D/dreamgaussian-hash3d/gs_renderer.py b488da571728b636 ran · honoured contract fingerprinted no licence file found · pointer only
Bridging the Gap Between End-to-End and Two-Step Text Spotting 6 Apr 2024 identical code first harvested elsewhere 6897880b6ce14c94 ran · our draft was wrong fingerprinted licence of this copy not recorded
SC4D: Sparse-Controlled Video-to-4D Generation and Motion Transfer 4 Apr 2024 jarrentwu1031/sc4d/gs_renderer.py b488da571728b636 ran · honoured contract fingerprinted Apache-2.0 (permissive)
EGTR: Extracting Graph from Transformer for Scene Graph Generation 2 Apr 2024 naver-ai/egtr/model/deformable_detr.py 83c03ceb1307c6c4 ran · our draft was wrong fingerprinted Apache-2.0 (permissive)
CoherentGS: Sparse Novel View Synthesis with Coherent 3D Gaussians 28 Mar 2024 identical code first harvested elsewhere b488da571728b636 ran · honoured contract fingerprinted licence of this copy not recorded
Multiple Object Tracking as ID Prediction 25 Mar 2024 MCG-NJU/MOTIP/models/misc.py 1ea73e7b284d1fd3 ran fingerprinted Apache-2.0 (permissive)
Salience DETR: Enhancing Detection Transformer with Hierarchical Salience Filtering Refinement 24 Mar 2024 xiuqhou/Salience-DETR/models/detectors/salience_detr.py 24d843af1035723e ran · our draft was wrong fingerprinted Apache-2.0 (permissive)
CG-SLAM: Efficient Dense RGB-D SLAM in a Consistent Uncertainty-aware 3D Gaussian Field 24 Mar 2024 hjr37/CG-SLAM/gaussian_utils/general_utils.py b488da571728b636 ran · honoured contract fingerprinted Apache-2.0 (permissive)
SyncTweedies: A General Generative Framework Based on Synchronized Diffusions 21 Mar 2024 KAIST-Visual-AI-Group/SyncTweedies/synctweedies/model/gaussian_splatting_model.py b488da571728b636 ran · honoured contract fingerprinted MIT (permissive)
SimPB: A Single Model for 2D and 3D Object Detection from Multiple Cameras 15 Mar 2024 nullmax-vision/SimPB/projects/mmdet3d_plugin/models/group_attn.py 83c03ceb1307c6c4 ran · our draft was wrong fingerprinted Apache-2.0 (permissive)
VADv2: End-to-End Vectorized Autonomous Driving via Probabilistic Planning 20 Feb 2024 hustvl/VAD/projects/mmdet3d_plugin/VAD/VAD_transformer.py f3855be53d36327d unverified Apache-2.0 (permissive)
TR-DETR: Task-Reciprocal Transformer for Joint Moment Retrieval and Highlight Detection 4 Jan 2024 mingyao1120/tr-detr/tr_detr/model.py 6897880b6ce14c94 ran · our draft was wrong fingerprinted no licence file found · pointer only
Context-Guided Spatio-Temporal Video Grounding 3 Jan 2024 henglan/cgstvg/models/net_utils.py 6897880b6ce14c94 ran · our draft was wrong fingerprinted no licence file found · pointer only
Fully Sparse 3D Occupancy Prediction 28 Dec 2023 mcg-nju/sparsebev/models/utils.py f3855be53d36327d unverified MIT (permissive)
Repaint123: Fast and High-quality One Image to 3D Generation with Progressive Controllable 2D Repainting 20 Dec 2023 junwuzhang19/repaint123/gs_renderer.py b488da571728b636 ran · honoured contract fingerprinted MIT (permissive)
Towards Balanced Alignment: Modal-Enhanced Semantic Modeling for Video Moment Retrieval 19 Dec 2023 lntzm/mesm/model/transformer.py 6897880b6ce14c94 ran · our draft was wrong fingerprinted MIT (permissive)
Decoupling Meta-Reinforcement Learning with Gaussian Task Contexts and Skills 11 Dec 2023 hehongc/DCMRL/simpl/math.py cece4e40242d2a10 ran fingerprinted no licence file found · pointer only
BAM-DETR: Boundary-Aligned Moment Detection Transformer for Temporal Sentence Grounding in Videos 30 Nov 2023 Pilhyeon/BAM-DETR/bam_detr/model.py 6897880b6ce14c94 ran · our draft was wrong fingerprinted no licence file found · pointer only
DreamPropeller: Supercharge Text-to-3D Generation with Parallel Sampling 28 Nov 2023 alexzhou907/dreampropeller/dreamgaussian/gs_renderer.py b488da571728b636 ran · honoured contract fingerprinted Apache-2.0 (permissive)
HumanGaussian: Text-Driven 3D Human Generation with Gaussian Splatting 28 Nov 2023 silence-tang/gaussianip/gs_renderer.py b488da571728b636 ran · honoured contract fingerprinted MIT (permissive)
Bridging the Gap: A Unified Video Comprehension Framework for Moment Retrieval and Highlight Detection 28 Nov 2023 easonxiao-888/uvcom/uvcom/model.py 6897880b6ce14c94 ran · our draft was wrong fingerprinted MIT (permissive)
LucidDreamer: Towards High-Fidelity Text-to-3D Generation via Interval Score Matching 19 Nov 2023 envision-research/luciddreamer/utils/general_utils.py b488da571728b636 ran · honoured contract fingerprinted MIT (permissive)
Correlation-Guided Query-Dependency Calibration for Video Temporal Grounding 15 Nov 2023 wjun0830/qd-detr/qd_detr/model.py 6897880b6ce14c94 ran · our draft was wrong fingerprinted licence not identified · pointer only
UniBEV: Multi-modal 3D Object Detection with Uniform BEV Encoders for Robustness against Missing Sensor Modalities 25 Sep 2023 tudelft-iv/unibev/projects/UniBEV/unibev_plugin/models/modules/decoder.py f3855be53d36327d unverified no licence file found · pointer only
Knowing Where to Focus: Event-aware Transformer for Video Grounding 14 Aug 2023 jinhyunj/eatr/misc.py 6897880b6ce14c94 ran · our draft was wrong fingerprinted MIT (permissive)
Exploring Predicate Visual Context in Detecting Human-Object Interactions 11 Aug 2023 fredzzhang/pvic/pvic.py 83c03ceb1307c6c4 ran · our draft was wrong fingerprinted BSD-3-Clause (permissive)
LATR: 3D Lane Detection from Monocular Images with Transformer 8 Aug 2023 JMoonr/LATR/models/utils.py c12fa9dce0d5fd34 ran fingerprinted MIT (permissive)
V-DETR: DETR with Vertex Relative Position Encoding for 3D Object Detection 8 Aug 2023 yichaoshen-ms/v-detr/models/vdetr_transformer.py 83c03ceb1307c6c4 ran · our draft was wrong fingerprinted MIT (permissive)
JOTR: 3D Joint Contrastive Learning with Transformers for Occluded Human Mesh Recovery 31 Jul 2023 xljh0520/jotr/common/nets/transformer.py 83c03ceb1307c6c4 ran · our draft was wrong fingerprinted MIT (permissive)
MeMOTR: Long-Term Memory-Augmented Transformer for Multi-Object Tracking 28 Jul 2023 MCG-NJU/MeMOTR/models/memotr.py bd7d1844c78a5ac3 ran · our draft was wrong fingerprinted MIT (permissive)
MomentDiff: Generative Video Moment Retrieval from Random to Real 6 Jul 2023 imccretrieval/momentdiff/momentdiff/model.py 6897880b6ce14c94 ran · our draft was wrong fingerprinted no licence file found · pointer only
Temporal Enhanced Training of Multi-view 3D Object Detector via Historical Object Prediction 3 Apr 2023 Sense-X/HoP/mmdet3d_plugin/hop/modules/decoder.py f3855be53d36327d unverified Apache-2.0 (permissive)
Bridging Stereo Geometry and BEV Representation with Reliable Mutual Interaction for Semantic Scene Completion 24 Mar 2023 Arlo0o/StereoScene/projects/mmdet3d_plugin/bevformer/modules/decoder.py f3855be53d36327d unverified Apache-2.0 (permissive)
BEVFormer v2: Adapting Modern Image Backbones to Bird's-Eye-View Recognition via Perspective Supervision 18 Nov 2022 fundamentalvision/BEVFormer/projects/mmdet3d_plugin/bevformer/modules/decoder.py f3855be53d36327d unverified Apache-2.0 (permissive)
ViP3D: End-to-end Visual Trajectory Prediction via 3D Agent Queries 2 Aug 2022 Tsinghua-MARS-Lab/ViP3D/plugin/vip3d/models/attention_dert3d.py c12fa9dce0d5fd34 ran fingerprinted MIT (permissive)
Vision-based Uneven BEV Representation Learning with Polar Rasterization and Surface Estimation 5 Jul 2022 superz-liu/polarbev/polarbev/models/img2bev.py 83c03ceb1307c6c4 ran · our draft was wrong fingerprinted MIT (permissive)
PolarFormer: Multi-camera 3D Object Detection with Polar Transformer 30 Jun 2022 fudan-zvg/polarformer/projects/mmdet3d_plugin/models/utils/polar_transformer.py c12fa9dce0d5fd34 ran fingerprinted MIT (permissive)
MyoSuite -- A contact-rich simulation suite for musculoskeletal motor control 26 May 2022 myo-manipulation/spasticmyoelbow/dev/model_validation_experiment.py a110880086c35bb4 ran · violated contract fingerprinted Apache-2.0 (permissive)
FUTR3D: A Unified Sensor Fusion Framework for 3D Detection 20 Mar 2022 tsinghua-mars-lab/futr3d/plugin/futr3d/models/utils/futr3d_attention.py f3855be53d36327d unverified Apache-2.0 (permissive)
DN-DETR: Accelerate DETR Training by Introducing Query DeNoising 2 Mar 2022 IDEA-Research/detrex/detrex/layers/denoising.py 49611009ffc9cf17 ran · our draft was wrong fingerprinted Apache-2.0 (permissive)
SGTR: End-to-end Scene Graph Generation with Transformer 24 Dec 2021 scarecrow0/sgtr/cvpods/layers/deformable_transformer.py 83c03ceb1307c6c4 ran · our draft was wrong fingerprinted Apache-2.0 recorded; this copy not marked cleared · pointer only
Object DGCNN: 3D Object Detection using Dynamic Graphs 13 Oct 2021 wangyueft/detr3d/projects/mmdet3d_plugin/models/utils/detr3d_transformer.py f3855be53d36327d unverified MIT (permissive)
Multi-Label Learning from Single Positive Labels 17 Jun 2021 elijahcole/single-positive-multi-label/models.py 1d978fb1ef9ac6b3 unverified MIT (permissive)
MonteFloor: Extending MCTS for Reconstructing Accurate Large-Scale Floor Plans 20 Mar 2021 woodfrog/poly-diffuse/src/models/polygon_models/polygon_net.py 83c03ceb1307c6c4 ran · our draft was wrong fingerprinted GPL-3.0 (copyleft) · pointer only
Deformable DETR: Deformable Transformers for End-to-End Object Detection 8 Oct 2020 LONGXUANX/CDFormer_code/models/deformable_transformer.py 806f660f9474c72d ran · our draft was wrong fingerprinted MIT (permissive)
Deformable DETR: Deformable Transformers for End-to-End Object Detection 8 Oct 2020 Visual-Behavior/aloception/alonet/deformable_detr/deformable_transformer.py a57888d65b00fb2b ran · our draft was wrong fingerprinted licence not identified · pointer only
Compression with Flows via Local Bits-Back Coding 21 May 2019 hojonathanho/localbitsback/compression/utils.py 755efb24f63a5a6c unverified MIT (permissive)
arXiv:aaai_28177 lntzm/MESM/model/transformer.py 6897880b6ce14c94 ran · our draft was wrong fingerprinted MIT (permissive)
arXiv:aaai_27844 retsuh-bqw/SRFormer-Text-Det/adet/modeling/srformer/utils.py 83c03ceb1307c6c4 ran · our draft was wrong fingerprinted Apache-2.0 (permissive)
arXiv:Xiao_Bridging_the_Gap_A_Unified_Video_Comprehension_Framework_for_Moment_CVPR_2024_paper EasonXiao-888/UVCOM/uvcom/model.py 6897880b6ce14c94 ran · our draft was wrong fingerprinted MIT (permissive)
arXiv:Shi_Matching_Is_Not_Enough_A_Two-Stage_Framework_for_Category-Agnostic_Pose_CVPR_2023_paper flyinglynx/CapeFormer/capeformer/models/keypoint_heads/two_stage_head.py 6897880b6ce14c94 ran · our draft was wrong fingerprinted Apache-2.0 (permissive)
arXiv:Chu_RaCFormer_Towards_High-Quality_3D_Object_Detection_via_Query-based_Radar-Camera_Fusion_CVPR_2025_paper cxmomo/RaCFormer/models/utils.py f3855be53d36327d unverified 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".

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