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to_torch

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

to_torch appears in the code Syntology harvested for 53 papers, as 28 distinct code bodies found in 54 places (a place is one code body under one paper). At least one of them ran in 39 of the papers; 2 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 to_torch 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 14 of the 28 distinct code bodies named to_torch; 14 are unverified. One tile per status, in the site's fixed vocabulary, each code body counted once:

3ran · honoured contract
1ran · violated contract
4ran · our draft was wrong
1ran · fixture could not drive it
5ran
14unverified
2fingerprinted

Licence is a property of each copy, so it is counted per place: 14 of the 54 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

53 papers shown of 53, newest first; 54 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 4 papers added by Syntology; 1 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
V-Simba: Unleashing the Architectural Potential of RL in Visual Continuous Control added by Syntology 2026-08 (from id) FrankZheng2022/TACO/utils.py 6244e9922f4e0610 ran · our draft was wrong MIT (permissive)
End-to-End Fairness Optimization with Fair Decision-Focused Learning added by Syntology 2026-07 (from id) DennisWang2488/fair-dfl/fair_dfl_moo/src/fair_dfl/algorithms/torch_utils.py 74ba4448cea39c94 ran MIT (permissive)
Hierarchical Entity-centric Reinforcement Learning with Factored Subgoal Diffusion added by Syntology 2026-02 (from id) DanHrmti/HECRL/agents/diffuser/subgoal_diffuser.py 9d23c8e40238297e ran · our draft was wrong MIT (permissive)
A Fully First-Order Layer for Differentiable Optimization added by Syntology 2025-12 (from id) GT-KOALA/FFOLayer/src/ffolayer/utils.py ed333bcc321221bc unverified MIT (permissive)
Causal-aware Large Language Models: Enhancing Decision-Making Through Learning, Adapting and Acting 30 May 2025 dmirlab-group/causal-aware_llms/utils.py c8852f15bf8f5c93 unverified MIT (permissive)
A Cross-Domain Benchmark for Active Learning 1 Aug 2024 wernerth94/a-cross-domain-benchmark-for-active-learning/core/data.py 707898a271c298d2 ran no licence file found · pointer only
OASIS: Conditional Distribution Shaping for Offline Safe Reinforcement Learning 19 Jul 2024 yihangyao/OASIS/OSRL/osrl/common/net.py 134173215340e0d1 ran Apache-2.0 (permissive)
Uncertainty-Aware Reward-Free Exploration with General Function Approximation 24 Jun 2024 uclaml/GFA-RFE/utils.py 6244e9922f4e0610 ran · our draft was wrong MIT (permissive)
A Recipe for Unbounded Data Augmentation in Visual Reinforcement Learning 27 May 2024 aalmuzairee/dmcgb2/utils.py 6244e9922f4e0610 ran · our draft was wrong MIT (permissive)
GTA: Generative Trajectory Augmentation with Guidance for Offline Reinforcement Learning 27 May 2024 conglu1997/v-d4rl/drqbc/utils.py 6244e9922f4e0610 ran · our draft was wrong MIT (permissive)
Constrained Ensemble Exploration for Unsupervised Skill Discovery 25 May 2024 Baichenjia/CeSD/utils.py 6244e9922f4e0610 ran · our draft was wrong MIT (permissive)
PEAC: Unsupervised Pre-training for Cross-Embodiment Reinforcement Learning 23 May 2024 thu-ml/CEURL/DMC_image/utils.py 6244e9922f4e0610 ran · our draft was wrong MIT (permissive)
A Demographic-Conditioned Variational Autoencoder for fMRI Distribution Sampling and Removal of Confounds 13 May 2024 aorliche/demo-vae/pip/src/demovae/model.py 8a5e4e14c09b2ed2 ran · honoured contract MIT (permissive)
Stitching Sub-Trajectories with Conditional Diffusion Model for Goal-Conditioned Offline RL 11 Feb 2024 rlatjddbs/SSD/dc/dc.py a31d5ee8d54d737b ran · our draft was wrong no licence file found · pointer only
Premier-TACO is a Few-Shot Policy Learner: Pretraining Multitask Representation via Temporal Action-Driven Contrastive Loss 9 Feb 2024 PremierTACO/premier-taco/utils.py 6244e9922f4e0610 ran · our draft was wrong no licence file found · pointer only
Diffusion Reward: Learning Rewards via Conditional Video Diffusion 21 Dec 2023 TEA-Lab/diffusion_reward/diffusion_reward/models/reward_models/amp.py 6244e9922f4e0610 ran · our draft was wrong MIT (permissive)
Kinematic-aware Prompting for Generalizable Articulated Object Manipulation with LLMs 6 Nov 2023 gewu-lab/llm_articulated_object_manipulation/src/gpt_manipulation.py c473618f59887d59 ran no licence file found · pointer only
DrM: Mastering Visual Reinforcement Learning through Dormant Ratio Minimization 30 Oct 2023 premiertaco/premier-taco/premier_taco.py 6244e9922f4e0610 ran · our draft was wrong no licence file found · pointer only
ULTRA-DP: Unifying Graph Pre-training with Multi-task Graph Dual Prompt 23 Oct 2023 keytoyze/ultra-dp/model/data.py 0d9e24e1ca4aa17f unverified no licence file found · pointer only
Robot Fleet Learning via Policy Merging 2 Oct 2023 liruiw/fleet-tools/core/utils/torch_utils.py c473618f59887d59 ran MIT (permissive)
RLLTE: Long-Term Evolution Project of Reinforcement Learning 28 Sep 2023 RLE-Foundation/rllte/rllte/agent/utils.py 732bdafea594ea61 ran MIT (permissive)
Semantics Meets Temporal Correspondence: Self-supervised Object-centric Learning in Videos 19 Aug 2023 shvdiwnkozbw/smtc/src/vos.py 7aac4c51e0ceee97 ran · honoured contract no licence file found · pointer only
LIV: Language-Image Representations and Rewards for Robotic Control 1 Jun 2023 penn-pal-lab/liv/liv/utils/utils.py 6244e9922f4e0610 ran · our draft was wrong MIT (permissive)
Diffusion Model is an Effective Planner and Data Synthesizer for Multi-Task Reinforcement Learning 29 May 2023 tinnerhrhe/MTDiff/diffuser/utils/arrays.py 134173215340e0d1 ran MIT (permissive)
Behavior Contrastive Learning for Unsupervised Skill Discovery 8 May 2023 Rooshy-yang/BeCL/utils.py 6244e9922f4e0610 ran · our draft was wrong MIT recorded; this copy not marked cleared · pointer only
Teach a Robot to FISH: Versatile Imitation from One Minute of Demonstrations 2 Mar 2023 siddhanthaldar/FISH/FISH/utils.py 6244e9922f4e0610 ran · our draft was wrong MIT (permissive)
Visual Imitation Learning with Patch Rewards 2 Feb 2023 sail-sg/PatchAIL/PatchAIL/utils.py 6244e9922f4e0610 ran · our draft was wrong Apache-2.0 (permissive)
Masked Autoencoding for Scalable and Generalizable Decision Making 23 Nov 2022 fangchenliu/maskdp_public/utils.py 6244e9922f4e0610 ran · our draft was wrong MIT (permissive)
Robust Imitation of a Few Demonstrations with a Backwards Model 17 Oct 2022 jypark0/bmil/src/utils.py aebc04c1ce6a0e50 unverified Apache-2.0 (permissive)
MEIM: Multi-partition Embedding Interaction Beyond Block Term Format for Efficient and Expressive Link Prediction 30 Sep 2022 tranhungnghiep/MEIM/src/models.py 22bc6af5706e2818 ran · fixture could not drive it fingerprinted no licence file found · pointer only
Multimodal Across Domains Gaze Target Detection 23 Aug 2022 francescotonini/multimodal-across-domains-gaze-target-detection/utils.py 7aac4c51e0ceee97 ran · honoured contract MIT (permissive)
Generative Models of Multi-channel Data from a Single Example -- Application to Dust Emission 2022-08 (from id) bregaldo/pywph/pywph/utils.py 1fd693e0f7b46ef2 unverified BSD-3-Clause (permissive)
A Generalized Framework for Microstructural Optimization using Neural Networks 13 Jul 2022 uw-ersl/microtounn/projections.py 6f6b806cb66560ab unverified MIT (permissive)
A Generalized Framework for Microstructural Optimization using Neural Networks 13 Jul 2022 uw-ersl/microtounn/torchHomogenization.py 00386a39779ae95c unverified MIT (permissive)
A State-Distribution Matching Approach to Non-Episodic Reinforcement Learning 11 May 2022 architsharma97/medal/utils.py 6244e9922f4e0610 ran · our draft was wrong Apache-2.0 (permissive)
R3M: A Universal Visual Representation for Robot Manipulation 23 Mar 2022 facebookresearch/r3m/r3m/utils/utils.py 6244e9922f4e0610 ran · our draft was wrong MIT recorded; this copy not marked cleared · pointer only
Exploiting Independent Instruments: Identification and Distribution Generalization 3 Feb 2022 sorawitj/hsic-x/models/hsicx.py 7b5d23edea0e6753 ran · violated contract fingerprinted no licence file found · pointer only
Exponential Family Model-Based Reinforcement Learning via Score Matching 28 Dec 2021 anmolkabra/score-matching-rl/utils.py 36152863f9516d46 unverified MIT (permissive)
PoNet: Pooling Network for Efficient Token Mixing in Long Sequences 6 Oct 2021 erksch/fnet-pytorch/convert_jax_checkpoint.py 7fb57f0edc23a95b unverified MIT recorded; this copy not marked cleared · pointer only
Mastering Visual Continuous Control: Improved Data-Augmented Reinforcement Learning 20 Jul 2021 zhou-henry/distributed-distributional-drq/utils.py 6244e9922f4e0610 ran · our draft was wrong MIT (permissive)
Offline Reinforcement Learning as One Big Sequence Modeling Problem 3 Jun 2021 JannerM/trajectory-transformer/trajectory/utils/arrays.py 429e141abcf66681 unverified MIT (permissive)
Graph Consistency Based Mean-Teaching for Unsupervised Domain Adaptive Person Re-Identification 11 May 2021 liu-xb/GCMT/gcc/trainer_v2.py 7aac4c51e0ceee97 ran · honoured contract no licence file found · pointer only
LightTrack: Finding Lightweight Neural Networks for Object Tracking via One-Shot Architecture Search 29 Apr 2021 researchmm/LightTrack/lib/tracker/lighttrack.py 516e33dfd5c4f7df ran · honoured contract MIT (permissive)
Robust Tracking against Adversarial Attacks 20 Jul 2020 vision-sjtu/rtaa/DaSiamRPN/code/utils.py 7aac4c51e0ceee97 ran · honoured contract MIT (permissive)
Scale Equivariance Improves Siamese Tracking 17 Jul 2020 isosnovik/SiamSE/lib/utils.py 516e33dfd5c4f7df ran · honoured contract MIT (permissive)
GPT-GNN: Generative Pre-Training of Graph Neural Networks 27 Jun 2020 acbull/GPT-GNN/GPT_GNN/data.py d593841d1f81a8d9 unverified MIT (permissive)
Detecting Attended Visual Targets in Video 5 Mar 2020 ejcgt/attention-target-detection/utils/misc.py 7aac4c51e0ceee97 ran · honoured contract MIT (permissive)
Heterogeneous Graph Transformer 3 Mar 2020 acbull/pyHGT/pyHGT/data.py f8a36842e8bfa621 unverified MIT (permissive)
Learning from Synthetic Animals 17 Dec 2019 chaneyddtt/UDA-Animal-Pose/pose/utils/misc.py 7aac4c51e0ceee97 ran · honoured contract MIT (permissive)
Soft-Label Dataset Distillation and Text Dataset Distillation 6 Oct 2019 ilia10000/dataset-distillation/utils/io.py 63eebd9902e8150b unverified MIT (permissive)
SceneGraphNet: Neural Message Passing for 3D Indoor Scene Augmentation 25 Jul 2019 yzhou359/3DIndoor-SceneGraphNet/SceneGraphNet/model.py 45e3807991936355 ran · our draft was wrong no licence file found · pointer only
Dataset Distillation 27 Nov 2018 SsnL/dataset-distillation/utils/io.py 63eebd9902e8150b unverified MIT (permissive)
Near-Optimal Active Learning of Multi-Output Gaussian Processes 21 Nov 2015 sumitsk/MOGP-AL/utils.py 73e19c384080672d unverified MIT (permissive)
arXiv:136670327 stefanLeong/S2CRNet/utils/misc.py 7aac4c51e0ceee97 ran · honoured contract 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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