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clamp

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

clamp appears in the code Syntology harvested for 78 papers, as 33 distinct code bodies found in 79 places (a place is one code body under one paper). At least one of them ran in 34 of the papers; 14 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 clamp 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 20 of the 33 distinct code bodies named clamp; 13 are unverified. One tile per status, in the site's fixed vocabulary, each code body counted once:

4ran · honoured contract
1ran · violated contract
4ran · our draft was wrong
2ran · fixture could not drive it
9ran
13unverified
14fingerprinted

Licence is a property of each copy, so it is counted per place: 28 of the 79 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

78 papers shown of 78, newest first; 79 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 9 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
HYPOLE: Hyperproperty-Guided Multi-Agent Reinforcement Learning under Partial Observation added by Syntology 2026-06 (from id) oxwhirl/smac/smac/env/starcraft2/render.py 768c86dee853b804 ran · honoured contract fingerprinted MIT (permissive)
SORA: Free Second-Order Attacks in Fast Adversarial Training added by Syntology 2026-06 (from id) LIONS-EPFL/ELLE/eval_pgd50-10.py 0beec913c324c82a ran MIT (permissive)
Trust No Tool: Evaluating and Defending LLM Agents under Untrusted Tool Feedback added by Syntology 2026-05 (from id) idwts/TRUST-BENCH/code/risk_utils.py f8527531e86cc660 ran · honoured contract fingerprinted no licence file found · pointer only
DiM 3 : Bridging Multilingual and Multimodal Models via Direction-and Magnitude-Aware Merging added by Syntology 2026-05 (from id) wzj1718/DiM3/merge/merging_methods/pcb_merging.py 76418510bf7df06d ran no licence file found · pointer only
MER-Bench: A Comprehensive Benchmark for Multimodal Meme Reappraisal added by Syntology 2026-03 (from id) one-seven17/MER-Bench/results/figure_5_a-n.py 3ea4fe9a8337eb9e unverified no licence file found · pointer only
Encode Once, Decode Never: Reusing Audio LM Internals for Efficient Temporal Localization added by Syntology 2026-02 (from id) inkitori/taudio/tasks/timestamp_all.py 768c86dee853b804 ran · honoured contract fingerprinted no licence file found · pointer only
Calibrating Uncertainty for Zero-Shot Adversarial CLIP added by Syntology 2025-12 (from id) VivienLu/UCAT/attacks.py 8a93e041134b597a unverified no licence file found · pointer only
Sample-wise Adaptive Weighting for Transfer Consistency in Adversarial Distillation added by Syntology 2025-12 (from id) HongsinLee/saad/attacks.py e4e96565ba2bec7a unverified no licence file found · pointer only
Tight Robustness Certificates and Wasserstein Distributional Attacks for Deep Neural Networks added by Syntology 2025-10 (from id) OLab-Repo/WDA/wda.py c09cbca10020bb47 ran · our draft was wrong fingerprinted MIT (permissive)
CLIP is Strong Enough to Fight Back: Test-time Counterattacks towards Zero-shot Adversarial Robustness of CLIP 5 Mar 2025 identical code first harvested elsewhere 8a93e041134b597a unverified licence of this copy not recorded
Parameter Efficient Merging for Multimodal Large Language Models with Complementary Parameter Adaptation 24 Feb 2025 identical code first harvested elsewhere 683ad0be49559242 ran · our draft was wrong licence of this copy not recorded
Text-Guided Attention is All You Need for Zero-Shot Robustness in Vision-Language Models 29 Oct 2024 zhyblue424/TGA-ZSR/attacks.py 8a93e041134b597a unverified no licence file found · pointer only
Parameter Competition Balancing for Model Merging 3 Oct 2024 duguodong7/pcb-merging/pcb-merging.py 683ad0be49559242 ran · our draft was wrong MIT (permissive)
PartImageNet++ Dataset: Scaling up Part-based Models for Robust Recognition 15 Jul 2024 LixiaoTHU/PartImageNetPP/adv_utils.py 8a93e041134b597a unverified MIT (permissive)
Dissecting Adversarial Robustness of Multimodal LM Agents 18 Jun 2024 chenwu98/agent-attack/agent_attack/attacks/clip_attack.py 6007bd5812bfaa0f ran · our draft was wrong fingerprinted MIT (permissive)
Equivariant Denoisers Cannot Copy Graphs: Align Your Graph Diffusion Models 27 May 2024 Aalto-QuML/DiffAlign/diffalign/neuralnet/ema_pytorch.py e907f76525778206 ran fingerprinted no licence file found · pointer only
Probabilistic Verification of Neural Networks using Branch and Bound 27 May 2024 sen-uni-kn/probspecs/probspecs/operations/clamp.py 24efb96a2400ff7e ran fingerprinted MIT (permissive)
How to Leverage Diverse Demonstrations in Offline Imitation Learning 24 May 2024 liziniu/ISWBC/atari/experiments/agents/iswbc_agent.py 3336fdca39b09846 ran no licence file found · pointer only
Adversarial Robustness for Visual Grounding of Multimodal Large Language Models 16 May 2024 KuofengGao/MLLM-Grounding-Robustness/eval_scripts/target_to_all.py 52eb6c41f97993a4 ran BSD-3-Clause (permissive)
Uniformly Stable Algorithms for Adversarial Training and Beyond 3 May 2024 jiancongxiao/moreau-envelope-sgd/adversarial_robustness_overfitting/mea_train_cifar.py 8a93e041134b597a unverified no licence file found · pointer only
Revisiting the Adversarial Robustness of Vision Language Models: a Multimodal Perspective 30 Apr 2024 ellezwq/mmcoa/attacks.py 8a93e041134b597a unverified MIT (permissive)
Residual-based Language Models are Free Boosters for Biomedical Imaging 26 Mar 2024 zhixinlai/llmboostmedical/2D_classification/engine.py 8a93e041134b597a unverified MIT (permissive)
Few-Shot Adversarial Prompt Learning on Vision-Language Models 21 Mar 2024 lionel-w2/FAP/attack/pgd.py 8a93e041134b597a unverified MIT (permissive)
Metasql: A Generate-then-Rank Framework for Natural Language to SQL Translation 27 Feb 2024 Kaimary/MetaSQL/allenmodels/dataset_readers/enc_preproc.py 6bef2da47f1a8400 ran fingerprinted Apache-2.0 (permissive)
Agent Smith: A Single Image Can Jailbreak One Million Multimodal LLM Agents Exponentially Fast 13 Feb 2024 sail-sg/Agent-Smith/attack/optimize.py 3936f167deef1650 ran · fixture could not drive it fingerprinted MIT (permissive)
Diffusion Models are Certifiably Robust Classifiers 4 Feb 2024 huanranchen/NoisedDiffusionClassifiers/attacks/utils.py 6007bd5812bfaa0f ran · our draft was wrong fingerprinted no licence file found · pointer only
Efficient local linearity regularization to overcome catastrophic overfitting 21 Jan 2024 lions-epfl/elle/core/models/SLAT_hidden_module.py 1e4ac7a9e6dd4298 ran · our draft was wrong MIT (permissive)
Regularity as Intrinsic Reward for Free Play 3 Dec 2023 orybkin/lexa-benchmark/d4rl/carla/carla_env.py ccc25780948874cb ran fingerprinted no licence file found · pointer only
Frozen Transformers in Language Models Are Effective Visual Encoder Layers 19 Oct 2023 ziqipang/lm4visualencoding/image_classification/engine.py 8a93e041134b597a unverified MIT (permissive)
On the Over-Memorization During Natural, Robust and Catastrophic Overfitting 13 Oct 2023 tmllab/2024_ICLR_DOM/DOM.py 8a93e041134b597a unverified MIT (permissive)
PREADD: Prefix-Adaptive Decoding for Controlled Text Generation 6 Jul 2023 jonnypei/acl23-preadd/methods/fudge/util.py 2f04763df90287b6 ran fingerprinted MIT (permissive)
V-LoL: A Diagnostic Dataset for Visual Logical Learning 13 Jun 2023 ml-research/vlol-dataset-gen/blender_image_generator/get_b_box.py 97b29bd21738c149 unverified MIT (permissive)
ShiftAddViT: Mixture of Multiplication Primitives Towards Efficient Vision Transformer 10 Jun 2023 gatech-eic/shiftaddvit/pvt/deepshift/modules.py f3c76f772fb760b8 unverified Apache-2.0 (permissive)
Any-to-Any Generation via Composable Diffusion 19 May 2023 microsoft/i-Code/i-Code-Doc/core/common/utils.py 59eacee354fa7772 unverified MIT (permissive)
Point2Vec for Self-Supervised Representation Learning on Point Clouds 29 Mar 2023 kabouzeid/point2vec/point2vec/modules/EMA.py e907f76525778206 ran fingerprinted MIT (permissive)
Certified Robust Neural Networks: Generalization and Corruption Resistance 3 Mar 2023 ryanlucas3/hr_neural_networks/HR_Neural_Networks/Paper_experiments/Section_6.2/Rice_HR/Rice_HR.py 8a93e041134b597a unverified MIT (permissive)
Point Cloud Forecasting as a Proxy for 4D Occupancy Forecasting 25 Feb 2023 tarashakhurana/4d-occ-forecasting/utils/evaluation.py 9cb5038bb4debac9 unverified MIT (permissive)
Robust Weight Signatures: Gaining Robustness as Easy as Patching Weights? 24 Feb 2023 VITA-Group/Robust_Weight_Signatures/trainer/engine_pgd.py 8a93e041134b597a unverified MIT (permissive)
On the Robustness of Randomized Ensembles to Adversarial Perturbations 2 Feb 2023 identical code first harvested elsewhere 8a93e041134b597a unverified licence of this copy not recorded
Stochastic Rising Bandits 7 Dec 2022 albertometelli/stochastic-rising-bandits/src/reward_model.py 70d16b99ac1b2a81 unverified MIT (permissive)
Unifying Vision, Text, and Layout for Universal Document Processing 5 Dec 2022 DS4SD/MarkushGrapher/markushgrapher/core/common/utils.py 59eacee354fa7772 unverified MIT (permissive)
On the Effect of Pre-training for Transformer in Different Modality on Offline Reinforcement Learning 17 Nov 2022 rail-berkeley/d4rl/d4rl/carla/carla_env.py ccc25780948874cb ran fingerprinted Apache-2.0 (permissive)
Adversarial Auto-Augment with Label Preservation: A Representation Learning Principle Guided Approach 2 Nov 2022 identical code first harvested elsewhere 8a93e041134b597a unverified licence of this copy not recorded
A2: Efficient Automated Attacker for Boosting Adversarial Training 7 Oct 2022 alipay/A2-efficient-automated-attacker-for-boosting-adversarial-training/train_cifar10.py 8a93e041134b597a unverified Apache-2.0 (permissive)
Self-Adaptive Driving in Nonstationary Environments through Conjectural Online Lookahead Adaptation 2022-10 (from id) panshark/cola/macad_gym/multi_env.py ccc25780948874cb ran fingerprinted MIT (permissive)
Rainier: Reinforced Knowledge Introspector for Commonsense Question Answering 6 Oct 2022 liujch1998/rainier/rainier/ppo.py 37a3441d06cf812e ran · honoured contract fingerprinted Apache-2.0 (permissive)
TrojViT: Trojan Insertion in Vision Transformers 27 Aug 2022 mxzheng/trojvit/utils.py 8a93e041134b597a unverified MIT (permissive)
Understanding Robust Overfitting of Adversarial Training and Beyond 17 Jun 2022 identical code first harvested elsewhere 8a93e041134b597a unverified licence of this copy not recorded
Adversarial Vulnerability of Randomized Ensembles 14 Jun 2022 identical code first harvested elsewhere 8a93e041134b597a unverified licence of this copy not recorded
Using Multiple Self-Supervised Tasks Improves Model Robustness 7 Apr 2022 mattlawhon/SelfSupDefense/cifar10_defense.py 8a93e041134b597a unverified Apache-2.0 (permissive)
Patch-Fool: Are Vision Transformers Always Robust Against Adversarial Perturbations? 16 Mar 2022 RICE-EIC/Patch-Fool/utils.py 8a93e041134b597a unverified MIT (permissive)
Sparsity Winning Twice: Better Robust Generalization from More Efficient Training 20 Feb 2022 vita-group/sparsity-win-robust-generalization/Robust-Bird/utils/function.py 0beec913c324c82a ran MIT (permissive)
Few-Bit Backward: Quantized Gradients of Activation Functions for Memory Footprint Reduction 1 Feb 2022 SkoltechAI/fewbit/fewbit/functional/linear.py c8f42186142a2a86 unverified BSD-3-Clause (permissive)
Generalized Depthwise-Separable Convolutions for Adversarially Robust and Efficient Neural Networks 28 Oct 2021 identical code first harvested elsewhere 8a93e041134b597a unverified licence of this copy not recorded
Drawing Robust Scratch Tickets: Subnetworks with Inborn Robustness Are Found within Randomly Initialized Networks 26 Oct 2021 RICE-EIC/Robust-Scratch-Ticket/trainers/default.py 8a93e041134b597a unverified MIT (permissive)
Dynamic Network Quantization for Efficient Video Inference 23 Aug 2021 sunxm2357/VideoIQ/models/twod_models/ops/twoside_pact.py adc9dfd4579470c0 ran · fixture could not drive it fingerprinted no licence file found · pointer only
Adversarial Attacks are Reversible with Natural Supervision 26 Mar 2021 cvlab-columbia/SelfSupDefense/cifar10_defense.py 8a93e041134b597a unverified Apache-2.0 (permissive)
CLIP: Cheap Lipschitz Training of Neural Networks 23 Mar 2021 TimRoith/CLIP/adversarial_attacks.py 444c1bca3ed3cae9 unverified MIT (permissive)
Low Curvature Activations Reduce Overfitting in Adversarial Training 15 Feb 2021 identical code first harvested elsewhere 8a93e041134b597a unverified licence of this copy not recorded
Bag of Tricks for Adversarial Training 1 Oct 2020 identical code first harvested elsewhere 8a93e041134b597a unverified licence of this copy not recorded
Improving Adversarial Robustness by Enforcing Local and Global Compactness 10 Jul 2020 tuananhbui89/Adversarial-Divergence-Reduction/ADR_pt/adr.py 8a93e041134b597a unverified no licence file found · pointer only
D4RL: Datasets for Deep Data-Driven Reinforcement Learning 15 Apr 2020 anuragajay/d4rl/d4rl/carla/carla_env.py ccc25780948874cb ran fingerprinted Apache-2.0 (permissive)
Adversarial Weight Perturbation Helps Robust Generalization 13 Apr 2020 csdongxian/AWP/AT_AWP/train_cifar10.py 8a93e041134b597a unverified MIT (permissive)
Reliable evaluation of adversarial robustness with an ensemble of diverse parameter-free attacks 3 Mar 2020 locuslab/robust_overfitting/train_cifar.py 8a93e041134b597a unverified no licence file found · pointer only
Overfitting in adversarially robust deep learning 26 Feb 2020 identical code first harvested elsewhere 8a93e041134b597a unverified licence of this copy not recorded
Integrating Deep Reinforcement Learning with Model-based Path Planners for Automated Driving 2 Feb 2020 Ekim-Yurtsever/Hybrid-DeepRL-Automated-Driving/hybrid-rl/sources/carla.py ccc25780948874cb ran fingerprinted MIT (permissive)
Fast is better than free: Revisiting adversarial training 12 Jan 2020 locuslab/fast_adversarial/MNIST/evaluate_mnist.py 8a93e041134b597a unverified no licence file found · pointer only
Fast is better than free: Revisiting adversarial training 12 Jan 2020 MetaSolver/icml2021/MegaAdversarial/src/attacks/fgsm.py f1f502008abfb7b0 unverified BSD-3-Clause (permissive)
End-to-End Model-Free Reinforcement Learning for Urban Driving using Implicit Affordances 25 Nov 2019 valeoai/LearningByCheating/misc/dynamic_weather.py ccc25780948874cb ran fingerprinted MIT (permissive)
Multi-Agent Connected Autonomous Driving using Deep Reinforcement Learning 11 Nov 2019 praveen-palanisamy/macad-gym/src/macad_gym/carla/PythonAPI/dynamic_weather.py ccc25780948874cb ran fingerprinted MIT (permissive)
Explanations can be manipulated and geometry is to blame 19 Jun 2019 pankessel/explanations_can_be_manipulated/src/nn/utils.py 3fc9f581b5e17469 unverified Apache-2.0 (permissive)
Failing Loudly: An Empirical Study of Methods for Detecting Dataset Shift 29 Oct 2018 steverab/failing-loudly/generate_summary_tables.py dc5beb6794ffee14 ran · honoured contract fingerprinted MIT (permissive)
Detecting and Correcting for Label Shift with Black Box Predictors 12 Feb 2018 bbwang1030/half-kfn/halfkfn.py dc5beb6794ffee14 ran · honoured contract fingerprinted no licence file found · pointer only
Improved Regularization of Convolutional Neural Networks with Cutout 15 Aug 2017 barisozmen/deepaugment/src/deepaugment/transforms.py 77de6eeb25f3b2cc ran · violated contract fingerprinted MIT (permissive)
Towards Deep Learning Models Resistant to Adversarial Attacks 19 Jun 2017 identical code first harvested elsewhere 8a93e041134b597a unverified licence of this copy not recorded
Asynchronous Methods for Deep Reinforcement Learning 4 Feb 2016 cdesilv1/sc2_ai_cdes/deepmind_api_modified/pysc2/lib/renderer_human.py 768c86dee853b804 ran · honoured contract fingerprinted MIT (permissive)
arXiv:Tanke_Social_Diffusion_Long-term_Multiple_Human_Motion_Anticipation_ICCV_2023_paper jutanke/social_diffusion/social_diffusion/ema.py e907f76525778206 ran fingerprinted MIT (permissive)
arXiv:Ming_Deep_Dive_Into_Gradients_Better_Optimization_for_3D_Object_Detection_CVPR_2023_paper ming71/GCIoU-loss/pcdet/models/dense_heads/anchor_head_iou.py 01b37e5b0c9a8b57 unverified MIT (permissive)
arXiv:Guo_Improving_Robustness_of_Vision_Transformers_by_Reducing_Sensitivity_To_Patch_CVPR_2023_paper guoyongcs/RSPC/RSPC_RVT/engine.py 8a93e041134b597a 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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