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MLP

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

MLP appears in the code Syntology harvested for 375 papers, as 417 distinct code bodies found in 425 places (a place is one code body under one paper). At least one of them ran in 335 of the papers; 116 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 MLP 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 375 of the 417 distinct code bodies named MLP; 42 are unverified. One tile per status, in the site's fixed vocabulary, each code body counted once:

0ran · honoured contract
0ran · violated contract
6ran · our draft was wrong
9ran · fixture could not drive it
360ran
42unverified
116fingerprinted

Licence is a property of each copy, so it is counted per place: 212 of the 425 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

100 papers shown of 375 (newest first; the JSON twin carries all 425 places); 102 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 72 papers added by Syntology; 15 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
Enforcing Dirichlet Boundary Conditions in Operator Learning added by Syntology 2026-08 (from id) mtrautner/DNO/model/dno.py 39c10f96d9afc76c ran · metamorphic tier: deterministic fingerprinted no licence file found · pointer only
Gated Recurrent Transformers: Expressive Depth through Recurrent Modulation added by Syntology 2026-08 (from id) Amr-Hegazy1/gated-recurrent-transformer/model.py 03786358454495bd ran · metamorphic tier: deterministic fingerprinted no licence file found · pointer only
Low-Interaction-Rank Learning: Unifying Multiplicative Dual-Encoder Heads added by Syntology 2026-08 (from id) RS2002/Mul-Net/common/models.py adf4ac330736731e ran · metamorphic tier: deterministic no licence file found · pointer only
Stoicheia: Character-Level Masked Diffusion for Ancient Greek Textual Restoration, Parsing, and Metrical Scansion added by Syntology 2026-08 (from id) ericu9500/stoicheia/hf_release/modeling_char_bert_joint.py 49ad0eee404b665d ran · metamorphic tier: deterministic fingerprinted Apache-2.0 (permissive)
ReBRAC-v2: The Return of the King added by Syntology 2026-08 (from id) JongseongChae/FAC/agents/rebrac.py 5ad3a6776f51c943 ran · metamorphic tier: deterministic no licence file found · pointer only
ReBRAC-v2: The Return of the King added by Syntology 2026-08 (from id) Simple-Robotics/guided-flow-policy/agents/rebrac.py cd50c0c562015ecc ran · metamorphic tier: deterministic MIT (permissive)
Node4All: Learning Node Representation Beyond Datasets added by Syntology 2026-07 (from id) dooho00/node4all/channel_models/cgt.py beb62497cdee2501 ran licence not identified · pointer only
PGD-NO: A Neural Operator with Precomputed Geometry Decomposition for 3D Million-scale Physics Simulations added by Syntology 2026-07 (from id) WeihengZ/PGD-NO/driver/models/Transolver_seg_v2.py 373784a0a655fb06 ran · metamorphic tier: deterministic fingerprinted no licence file found · pointer only
Temperature Field Reconstruction of Tungsten Monoblock Divertor on EAST using Physics-aware Neural Operator Transformer added by Syntology 2026-06 (from id) Event-AHU/OpenFusion/PNOT/src/HeatOperator/pnot_heat/model.py 60ac5c2ae5b4901f ran fingerprinted MIT (permissive)
Temporal-Emerged Prompting for Segment Anything in Multiframe Infrared Small Target Detection added by Syntology 2026-06 (from id) cdh8285/TEP-SAM/models/sam_withToken.py aa4c2f980d8d830d ran · metamorphic tier: deterministic MIT (permissive)
Zeroth-Order Deep Learning for PDEs A Zeroth-Order Deep Learning Method for Fully Nonlinear Parabolic Partial Differential Equations with Unknown Coefficients added by Syntology 2026-06 (from id) du-ouyang/ZO4PDE/zeroth/solver.py f9d097b64823b762 ran · metamorphic tier: deterministic fingerprinted no licence file found · pointer only
SamatNext v0.2-B: An Exploratory Study of RMS-Normalized Hybrid Decoders for Curriculum Retention in Small Code Models added by Syntology 2026-06 (from id) samat2003/samatnext-v0.1/models/samat_next/model.py 9b78b0b0b405f317 ran · metamorphic tier: invariant fingerprinted Apache-2.0 (permissive)
SPOTR: Spatio-temporal Pooling One-Token Reconstruction for Universal Physiological Signal Self-supervised Learning added by Syntology 2026-06 (from id) 5GYYYYY/SPOTR/SPOTR.py 279f3c59498f7b8b ran · metamorphic tier: deterministic MIT (permissive)
Curvature-Informed Potential Energy Surface for Protein-Ligand Binding Affinity Prediction added by Syntology 2026-06 (from id) Peng-Fei-Sun/CPES/model.py 98f37717f626c49a ran · metamorphic tier: invariant no licence file found · pointer only
OSMGraphCLIP: Learning Global Location Representations from OpenStreetMap Graphs added by Syntology 2026-06 (from id) d-michail/osmgraphclip/osmgraphclip/model.py 950042d5ebd1fd97 ran licence not identified · pointer only
Amortized Factor Inference Networks for Posterior Inference added by Syntology 2026-05 (from id) joohwanko/AFINs/src/afin/model.py 6da7fd7b8e9ac995 ran no licence file found · pointer only
Courtroom Analogy: New Perspective on Uncertainty-Aware Classification added by Syntology 2026-05 (from id) TaeseongYoon/MoDEX/models.py 63daa34800ce34a8 ran MIT (permissive)
CIG: Exploration via Conditional Information Gain added by Syntology 2026-05 (from id) seohongpark/ogbench/impls/agents/gciql.py 387f24fb5c7833fe ran MIT (permissive)
Slot-MPC: Goal-Conditioned Model Predictive Control with Object-Centric Representations added by Syntology 2026-05 (from id) angelvillar96/PlaySlot/src/models/Predictors/DynamicsModels.py 0ea0cd54ea1ac540 ran no licence file found · pointer only
AIMing for Standardised Explainability Evaluation in GNNs: A Framework and Case Study on Graph Kernel Networks added by Syntology 2026-05 (from id) mproszewska/aim-xgkn/XGKN/models.py 034dac5e75b8b7ac ran MIT (permissive)
Crys-JEPA: Accelerating Crystal Discovery via Embedding Screening and Generative Refinement added by Syntology 2026-05 (from id) liun-online/Crys_JEPA/components/jepa/frame/jepa.py 628071871f6aa049 ran no licence file found · pointer only
ReMIA: a Powerful and Efficient Alternative to Membership Inference Attacks against Synthetic Data Generators added by Syntology 2026-05 (from id) aindo-com/remia/src/remia.py fb579c2299249052 ran · metamorphic tier: deterministic fingerprinted MIT (permissive)
Beyond Instance-Level Self-Supervision in 3D Multi-Modal Medical Imaging added by Syntology 2026-05 (from id) Ashespt/TACO/pretrain/TACO/losses/superglue.py 7ffc55a8aced3b32 ran no licence file found · pointer only
How to Scale Mixture-of-Experts: From µP to the Maximally Scale-Stable Parameterization added by Syntology 2026-05 (from id) vankadara-lab/mssp-moe/transformer-moe-experiments/model.py 89edafb2b7dd86d4 ran fingerprinted MIT (permissive)
Bridging Domain Gaps with Target-Aligned Generation for Offline Reinforcement Learning added by Syntology 2026-05 (from id) BattleWen/IGDF/algorithms/igdf/contrastiveoi.py c1ffa892c7ece936 ran · metamorphic tier: deterministic no licence file found · pointer only
Coupling Models for One-Step Discrete Generation added by Syntology 2026-05 (from id) pengzhangzhi/Coupling-Models/mnist_guidance/coupling_model/transformer_flow.py 5a8b2c66fde1e8fc ran fingerprinted no licence file found · pointer only
Geometry-Aware Neural Optimizer for Shape Optimization and Inversion added by Syntology 2026-05 (from id) intell-sci-comput/GANO/src/airfoil/gi_transolver.py 09e3467004223b43 ran · metamorphic tier: invariant fingerprinted licence not identified · pointer only
Towards Efficient and Expressive Offline RL via Flow-Anchored Noise-conditioned Q-Learning added by Syntology 2026-05 (from id) brianlsy98/FAN/agents/fan.py c10b91c12ad9a306 ran · metamorphic tier: deterministic MIT (permissive)
RESEARCH PAPER . RETO: A Rotary-Enhanced Transformer Operator for High-Fidelity Prediction of Automotive Aerodynamics added by Syntology 2026-05 (from id) bojunZhang-heng/RETO/modules_RT/model/RETO.py 13cca0b033bbd855 ran · metamorphic tier: invariant fingerprinted MIT (permissive)
Follow the TRACE: Exploiting Post-Click Trajectories for Online Delayed Conversion Rate Prediction added by Syntology 2026-04 (from id) LunaZhangxy/TRACE/src/model.py f2af5a7792630427 ran · metamorphic tier: deterministic fingerprinted no licence file found · pointer only
Normalizing Flows with Iterative Denoising added by Syntology 2026-04 (from id) apple/ml-itarflow/transformer_flow.py b8e9fe82a45f2393 ran · metamorphic tier: deterministic fingerprinted licence not identified · pointer only
Stylistic-STORM (ST-STORM) : Perceiving the Semantic Nature of Appearance added by Syntology 2026-04 (from id) Hamedkiri/RT-STORM-V2/models/semantic_moco_jepa.py 309fbf3960018a7e ran no licence file found · pointer only
ID and Graph View Contrastive Learning with Multi-View Attention Fusion for Sequential Recommendation added by Syntology 2026-04 (from id) sword-Lz/MMCrec/src/helpers/CLRunner.py d2a838c517ae82a6 unverified no licence file found · pointer only
DBGL: Decay-aware Bipartite Graph Learning for Irregular Medical Time Series Classification added by Syntology 2026-04 (from id) qianlima-lab/KEDGN/model.py 78841d997a37effa ran · metamorphic tier: deterministic fingerprinted no licence file found · pointer only
Toward Consistent World Models with Multi-Token Prediction and Latent Semantic Enhancement added by Syntology 2026-04 (from id) QiminZhong/LSE-MTP/model.py 47d551d04948384a ran fingerprinted no licence file found · pointer only
Generative Modeling under Non-Monotone MAR Missingness via Approximate Wasserstein Gradient Flows added by Syntology 2026-04 (from id) yujhml/MIRI-Imputation/src/imputer.py e96bb7e0947a8068 ran MIT (permissive)
A Multi-Task Targeted Learning Framework for Lithium-Ion Battery State-of-Health and Remaining Useful Life added by Syntology 2026-03 (from id) wang-fujin/PINN4SOH/Model/Model.py bcb50849f5ccdf08 ran · metamorphic tier: invariant no licence file found · pointer only
R2-Dreamer: Redundancy-Reduced World Models without Decoders or Augmentation added by Syntology 2026-03 (from id) NM512/r2dreamer/dreamer.py 036445ac0974af3a ran fingerprinted MIT (permissive)
Learning Transferable Sensor Models via Language-Informed Pretraining added by Syntology 2026-03 (from id) yuc0805/SLIP/modeling_slip.py eb3e21fdc8b60815 ran no licence file found · pointer only
Mitigating Homophily Disparity in Graph Anomaly Detection: A Scalable and Adaptive Approach added by Syntology 2026-03 (from id) Cloudy1225/SAGAD/model.py 165d4c5b2e07fbca ran no licence file found · pointer only
Forecasting as Rendering: A 2D Gaussian Splatting Framework for Time Series Forecasting added by Syntology 2026-03 (from id) yixinwang1/TimeGS/models/TimeGS.py 0faa277150aff3e6 ran no licence file found · pointer only
Neural Latent Arbitrary Lagrangian-Eulerian Grids for Fluid-Solid Interaction added by Syntology 2026-03 (from id) therontau0054/Fisale/model/fisale.py 9169ae6a92206a71 ran MIT (permissive)
OmniZip: Learning a Unified and Lightweight Lossless Compressor for Multi-Modal Data added by Syntology 2026-02 (from id) adminasmi/OmniZip-CVPR2026/models/rwkv7_hira_moa_moe.py bda257f078dbbab8 ran no licence file found · pointer only
Learning Recursive Multi-Scale Representations for Irregular Multivariate Time Series Forecasting added by Syntology 2026-02 (from id) Ladbaby/PyOmniTS/models/ASTGI.py 42ded712c4b3a555 unverified MIT (permissive)
Benchmarking Graph Neural Networks in Solving Hard Constraint Satisfaction Problems added by Syntology 20 Feb 2026 ArtLabBocconi/RandCSPBench/algorithms/QuerySAT/model/querysat.py 3ff53d97eedf60bc ran MIT (permissive)
Conditional Flow Matching for Continuous Anomaly Detection in Autonomous Driving on a Manifold-Aware Spectral Space added by Syntology 2026-02 (from id) AntonioAlgaida/FlowMatchingTrajectoryAnomaly/src/models/deep_flow.py be7bc6dccbf9195b ran Apache-2.0 (permissive)
genriesz: A Python Package for Automatic Debiased Machine Learning with Generalized Riesz Regression added by Syntology 2026-02 (from id) MasaKat0/genriesz/src/genriesz/scorematchingriesz.py aac17f214043b73a ran · metamorphic tier: invariant GPL-3.0 (copyleft) · pointer only
CausalCompass: Evaluating the Robustness of Time-Series Causal Discovery in Misspecified Scenarios added by Syntology 2026-02 (from id) iancovert/Neural-GC/models/cmlp.py b66e5800a09b6fee ran · metamorphic tier: deterministic MIT (permissive)
Unified Biomolecular Trajectory Generation via Pretrained Variational Bridge added by Syntology 2026-02 (from id) yaledeus/PVB/module/model.py 399a9aa98224f17a ran · metamorphic tier: deterministic fingerprinted MIT (permissive)
A Decomposition-based State Space Model for Multivariate Time-Series Forecasting added by Syntology 2026-02 (from id) Neurogica/DecompSSM/models/decompssm/network.py c3bec6e6f10139d4 ran BSD-3-Clause-Clear · pointer only
Transolver-3: Scaling Up Transformer Solvers to Industrial-Scale Geometries added by Syntology 4 Feb 2026 thuml/Transolver-3/models/Transolver_chunk_opt_matrix_mul.py ace976d2c61e5d20 ran · metamorphic tier: invariant fingerprinted no licence file found · pointer only
Hierarchical Entity-centric Reinforcement Learning with Factored Subgoal Diffusion added by Syntology 2026-02 (from id) DanHrmti/HECRL/agents/diffuser/subgoal_diffuser.py 35583be7932ff902 ran · metamorphic tier: deterministic MIT (permissive)
Hierarchical Entity-centric Reinforcement Learning with Factored Subgoal Diffusion added by Syntology 2026-02 (from id) carl-qi/EC-Diffuser/diffuser/diffuser/models/transformer_modules.py d95157530021729f ran MIT (permissive)
Spectral Text Fusion: A Frequency-Aware Approach to Multimodal Time-Series Forecasting added by Syntology 2026-02 (from id) hiepnh137/SpecTF/models/SpecTF.py 78b770443c606150 ran fingerprinted no licence file found · pointer only
LEMUR: Learned Multi-Vector Retrieval added by Syntology 2026-01 (from id) ejaasaari/lemur/lemur/lemur.py 9fc125d141b40235 ran · metamorphic tier: invariant MIT (permissive)
LLM4Fluid: Large Language Models as Generalizable Neural Solvers for Fluid Dynamics added by Syntology 29 Jan 2026 BaratiLab/FactFormer/libs/factorization_module.py e5636fd204187221 ran MIT (permissive)
Semi-Supervised Masked Autoencoders: Unlocking Vision Transformer Potential with Limited Data added by Syntology 2026-01 (from id) atik666/ssmae/ssmae.py 9af55144ae0f62dd ran · metamorphic tier: deterministic no licence file found · pointer only
Domain-Expert-Guided Hybrid Mixture-of-Experts for Medical AI: Integrating Data-Driven Learning With Clinical Priors added by Syntology 2026-01 (from id) BrainX-Lab/Domain-Expert-Guided-Hybrid-MoE/src/models/moe.py 14b997f79c72384b ran · our draft was wrong no licence file found · pointer only
Rank-based Geographical Regularization: Revisiting Contrastive Self-Supervised Learning for Multispectral Remote Sensing Imagery added by Syntology 2026-01 (from id) tomburgert/georank/models/crossscalemae_backbone.py 0676b635788344f5 unverified no licence file found · pointer only
AceFF: A State-of-the-Art Machine Learning Potential for Small Molecules added by Syntology 2026-01 (from id) isayevlab/aimnetcentral/aimnet/models/aimnet2.py 7e43e03f34753829 unverified MIT (permissive)
ADPretrain: Advancing Industrial Anomaly Detection via Anomaly Representation Pretraining added by Syntology 2025-11 (from id) xcyao00/ADPretrain/models/projector.py 20a4c7fb11604be0 ran MIT (permissive)
Transitive RL: Value Learning via Divide and Conquer added by Syntology 2025-10 (from id) aoberai/trl/agents/trl.py 29c2c254a8d12929 ran · metamorphic tier: deterministic MIT (permissive)
Online Optimization for Offline Safe Reinforcement Learning added by Syntology 2025-10 (from id) yassineCh/O3SRL/o3srl.py aeb21c086bcdf8d3 ran · metamorphic tier: invariant fingerprinted no licence file found · pointer only
Uncertainty Estimation by Flexible Evidential Deep Learning added by Syntology 2025-10 (from id) TaeseongYoon/F-EDL/models.py 91126c2157b62a9d ran · metamorphic tier: invariant no licence file found · pointer only
Rethinking Nighttime Image Deraining via Learnable Color Space Transformation added by Syntology 2025-10 (from id) guanqiyuan/CST-Net/net_arch/model.py 545a884e3b8b3036 ran · metamorphic tier: invariant no licence file found · pointer only
HiMaCon: Discovering Hierarchical Manipulation Concepts from Unlabeled Multi-Modal Data added by Syntology 2025-10 (from id) zrllrz/HiMaCon/src/hminfocon.py c4116e2fa0115f5a ran Apache-2.0 (permissive)
Brain Harmony: A Multimodal Foundation Model Unifying Morphology and Function into 1D Tokens added by Syntology 2025-09 (from id) hzlab/Brain-Harmony/modules/harmonizer/stage1_pretrain/models.py 00ab6e2a5e0dd98d ran · metamorphic tier: deterministic no licence file found · pointer only
Towards Generalizable PDE Dynamics Forecasting via Physics-Guided Invariant Learning added by Syntology 2025-09 (from id) LSY-Cython/iMOOE/models/framework.py da06665567678c45 ran fingerprinted no licence file found · pointer only
Data Efficient Adaptation in Large Language Models via Continuous Low-Rank Fine-Tuning added by Syntology 2025-09 (from id) zzm-black/DEAL-Continuous-Low-Rank-Fine-Tuning/src/waveletLoRAAdapter.py a186f7407a058225 ran · metamorphic tier: deterministic licence not identified · pointer only
Training a Foundation Model for Materials on a Budget added by Syntology 2025-08 (from id) atomicarchitects/nequix/nequix/torch_impl/model.py 82eea3aa8df4fb78 ran · metamorphic tier: invariant fingerprinted MIT (permissive)
DictAS: A Framework for Class-Generalizable Few-Shot Anomaly Segmentation via Dictionary Lookup added by Syntology 2025-08 (from id) xiaozhen228/DictAS/models/DictAS.py 452d4c731921f622 ran MIT (permissive)
SynBrain: Enhancing Visual-to-fMRI Synthesis via Probabilistic Representation Learning added by Syntology 2025-08 (from id) MichaelMaiii/SynBrain/src/vae/brainvae.py d4deb2c235a073d1 unverified MIT (permissive)
IMoRe: Implicit Program-Guided Reasoning for Human Motion Q&A added by Syntology 2025-08 (from id) LUNAProject22/IMoRe/IMoReModels/IMoReI/models/IPGRM_reasoning.py 673a555026bd788e ran · metamorphic tier: deterministic fingerprinted no licence file found · pointer only
Stochastic Encodings for Active Feature Acquisition added by Syntology 2025-08 (from id) a-norcliffe/SEFA/models/sefa.py 331a88baba0746eb ran MIT (permissive)
arXiv:2507.15542 2025-07 (from id) ChelsieLei/HOLa/hola_model.py 984e039f566e1d30 ran · metamorphic tier: deterministic no licence file found · pointer only
arXiv:2506.17230 2025-06 (from id) YichenLuo-0/MMET/model/mmet.py 5b88e56ee8033be9 ran fingerprinted MIT (permissive)
arXiv:2506.17182 2025-06 (from id) Computational-Morphogenomics-Group/DISCoVeR/src/VAE_variants.py 973700f7960cdcd7 ran MIT (permissive)
TAViS: Text-bridged Audio-Visual Segmentation with Foundation Models 13 Jun 2025 Sssssuperior/TAViS/models/sam_avs.py a4d9fce50aea89ac ran · metamorphic tier: invariant MIT (permissive)
Intention-Conditioned Flow Occupancy Models 10 Jun 2025 chongyi-zheng/infom/agents/infom.py 3a92290722d6d764 ran MIT (permissive)
Graph-Assisted Stitching for Offline Hierarchical Reinforcement Learning 9 Jun 2025 qortmdgh4141/gas/M_utils/agents/gas.py 5ea4698a49c7d0bf unverified MIT (permissive)
MTPNet: Multi-Grained Target Perception for Unified Activity Cliff Prediction 5 Jun 2025 ZishanShu/MTPNet/module/TPM.py 9712c0082f19cec9 ran · metamorphic tier: deterministic no licence file found · pointer only
arXiv:2506.01299 2025-06 (from id) NJU-RL/SICQL/net.py 2221a9c8c14fa7ca ran no licence file found · pointer only
I2MoE: Interpretable Multimodal Interaction-aware Mixture-of-Experts 25 May 2025 raina-xin/i2moe/src/imoe/InteractionMoE.py f16c04f948320e48 ran · metamorphic tier: deterministic no licence file found · pointer only
Generative Distribution Embeddings 23 May 2025 njwfish/distributionembeddings/encoder/encoders.py 7df32dff1ba1a9fb unverified no licence file found · pointer only
Single Domain Generalization for Few-Shot Counting via Universal Representation Matching 22 May 2025 jbr97/URM/URM/urm/universal_prompt_attention.py e75aa072e004da65 ran · metamorphic tier: deterministic no licence file found · pointer only
CRAFT: Time Series Forecasting with Cross-Future Behavior Awareness 20 May 2025 CRAFTinTSF/CRAFT/craft.py 19823a2c93d84908 ran · metamorphic tier: deterministic fingerprinted no licence file found · pointer only
ZEUS: Zero-shot Embeddings for Unsupervised Separation of Tabular Data 15 May 2025 clabrugere/pytorch-scarf/scarf/model.py 35598d37019944b8 ran · metamorphic tier: deterministic MIT (permissive)
Long-Term Individual Causal Effect Estimation via Identifiable Latent Representation Learning 8 May 2025 learnwjj/ICEVAE/model/ICEVAE.py f3dac40a6caa5f28 ran · metamorphic tier: invariant no licence file found · pointer only
Towards Anomaly-Aware Pre-Training and Fine-Tuning for Graph Anomaly Detection 19 Apr 2025 Cloudy1225/APF/finetune.py 4054c43db7ca36ae ran · metamorphic tier: deterministic no licence file found · pointer only
Real-time High-fidelity Gaussian Human Avatars with Position-based Interpolation of Spatially Distributed MLPs 17 Apr 2025 1231234zhan/mmlphuman/scene/mlp.py 3f119bf2384aa285 ran · metamorphic tier: deterministic fingerprinted MIT (permissive)
VIPO: Value Function Inconsistency Penalized Offline Reinforcement Learning 16 Apr 2025 NUS-CORE/vipo/vipo/OfflineRL-Kit/offlinerlkit/dynamics/vipo_ensemble_dynamics.py c9bdaab41222986f ran · metamorphic tier: deterministic no licence file found · pointer only
Exploring CLIP's Dense Knowledge for Weakly Supervised Semantic Segmentation 26 Mar 2025 zwyang6/ExCEL/model/model_excel.py db60ee0941515aae ran no licence file found · pointer only
EMPLACE: Self-Supervised Urban Scene Change Detection 22 Mar 2025 Timalph/EMPLACE/Rectangular_VIT.py 87690167a99fc9bc ran fingerprinted no licence file found · pointer only
DTGBrepGen: A Novel B-rep Generative Model through Decoupling Topology and Geometry 17 Mar 2025 jinli99/DTGBrepGen/model.py e5f285c1c21f239b ran · metamorphic tier: deterministic no licence file found · pointer only
Towards Learning High-Precision Least Squares Algorithms with Sequence Models 15 Mar 2025 HazyResearch/precision-ls/src/models/gpt2.py 813516a2674fe31a ran fingerprinted MIT (permissive)
COMODO: Cross-Modal Video-to-IMU Distillation for Efficient Egocentric Human Activity Recognition 10 Mar 2025 Breezelled/COMODO/comodo/utils/model_util.py 26d5467aad92b08b unverified MIT (permissive)
Dynamic Dictionary Learning for Remote Sensing Image Segmentation 9 Mar 2025 XavierJiezou/D2LS/network/models/d2ls.py 02ffe882b76bbe14 ran · metamorphic tier: invariant no licence file found · pointer only
arXiv:2503.01931 2025-03 (from id) ZHANG-NI/AGFN/cvrp/net_D.py 89b8b2eb481d6627 ran · metamorphic tier: deterministic fingerprinted no licence file found · pointer only
Maximum Entropy Reinforcement Learning with Diffusion Policy 17 Feb 2025 diffusionyes/maxentdp/jaxrl5/agents/score_matching/max_entropy_learner.py 5cb27561835800a5 ran no licence file found · pointer only
Linear Transformers as VAR Models: Aligning Autoregressive Attention Mechanisms with Autoregressive Forecasting 11 Feb 2025 ljc-fvnr/structural-aligned-mixture-of-var/models/AutoregressiveAlignment.py 4af1a565eefe778f ran · metamorphic tier: invariant fingerprinted MIT (permissive)
A Theoretical Framework for Data Efficient Multi-Source Transfer Learning Based on Cramér-Rao Bound 6 Feb 2025 zqy0126/OTQMS/algorithms.py 437fb4662f63588b ran no licence file found · pointer only
Diversity By Design: Leveraging Distribution Matching for Offline Model-Based Optimization 30 Jan 2025 michael-s-yao/dynamo/src/dynamo/core/dynamo_core.py c8ccd1e95b3b0e9e ran · metamorphic tier: deterministic 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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