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forward

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

forward appears in the code Syntology harvested for 75 papers, as 73 distinct code bodies found in 80 places (a place is one code body under one paper). At least one of them ran in 28 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 forward 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 27 of the 73 distinct code bodies named forward; 46 are unverified. One tile per status, in the site's fixed vocabulary, each code body counted once:

3ran · honoured contract
0ran · violated contract
13ran · our draft was wrong
4ran · fixture could not drive it
7ran
46unverified
1fingerprinted

Licence is a property of each copy, so it is counted per place: 24 of the 80 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

75 papers shown of 75, newest first; 80 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
Test-Time Adaptation for ECG Classification via SQI-Gated Self-Training and Beat-Rhythm Consistency added by Syntology 2026-08 (from id) Vincent-Wenhan/BeatRhythm-TTA/src/method/beatrhythmtta.py 95c7d423e5761bc9 ran · our draft was wrong MIT (permissive)
Power law graph attention: exact generalization of scaled dot-product attention, empirical collapse at inference added by Syntology 2026-08 (from id) burcgokden/PLDR-LLM-Math-Foundations/audit/audit_online.py 01eade9225d5e9f6 ran Apache-2.0 (permissive)
Repurposing a Speech Classifier for Guided Diffusion-Based Speech Generation added by Syntology 2026-06 (from id) gudgud96/frechet-audio-distance/frechet_audio_distance/models/pytorch_utils.py 3a101004e6f0c3e0 unverified MIT (permissive)
How Well Do Agentic Skills Work in the Wild: Benchmarking LLM Skill Usage in Realistic Settings added by Syntology 2026-04 (from id) UCSB-NLP-Chang/Skill-Usage/terminal-bench-2/model-extraction-relu-logits/environment/forward.py 355cc1877144cdab unverified no licence file found · pointer only
PLoP: Precise LoRA Placement for Efficient Finetuning of Large Models 25 Jun 2025 soufiane001/plop/sft/model_utils.py a67d00a6a5eb9ebe unverified no licence file found · pointer only
Olica: Efficient Structured Pruning of Large Language Models without Retraining 10 Jun 2025 bettertmrr/llm-olica/model_pruning.py b174b3c5b1ffc583 unverified no licence file found · pointer only
FlashDMoE: Fast Distributed MoE in a Single Kernel 5 Jun 2025 osayamenja/kleos/flashmoe/router.py 3cd110dfc60c31a2 unverified BSD-3-Clause (permissive)
SageAttention2++: A More Efficient Implementation of SageAttention2 27 May 2025 thu-ml/spargeattn/evaluate/modify_model/modify_hunyuan.py 0556f0c2b0b90c73 unverified Apache-2.0 (permissive)
Meta-Design Matters: A Self-Design Multi-Agent System 21 May 2025 SalesforceAIResearch/MAS-Zero/blocks/llm_debate.py 2090e43062a53e84 unverified Apache-2.0 (permissive)
UncertainSAM: Fast and Efficient Uncertainty Quantification of the Segment Anything Model 8 May 2025 greenautoml4fas/uncertainsam/usam/patch_sam2.py d229ce7028a83f88 ran · our draft was wrong MIT (permissive)
MP-GUI: Modality Perception with MLLMs for GUI Understanding 18 Mar 2025 BigTaige/MP-GUI/model/internvl/patch/llama_flash_attn_monkey_patch.py 021dddfe7e4fc462 unverified MIT (permissive)
From Demonstrations to Rewards: Alignment Without Explicit Human Preferences 15 Mar 2025 Hong-Lab-UMN-ECE/IRLAlignment/summarize_from_feedback_details/dpo.py 1f9a50a3becd157e ran MIT (permissive)
EEdit: Rethinking the Spatial and Temporal Redundancy for Efficient Image Editing 13 Mar 2025 yuriyanzexuan/eedit/MyCodes/MyFluxForward.py a9ebe98ae1217a05 unverified MIT (permissive)
LEO: Boosting Mixture of Vision Encoders for Multimodal Large Language Models 13 Jan 2025 mozhgan91/leo/leo_chat/leo/patch/llama_flash_attn_monkey_patch.py 021dddfe7e4fc462 unverified Apache-2.0 (permissive)
Transformer-Squared: Self-adaptive LLMs 9 Jan 2025 SakanaAI/self-adaptive-llms/utils.py 5154a9cbc712e1a5 unverified Apache-2.0 (permissive)
Language Models are Hidden Reasoners: Unlocking Latent Reasoning Capabilities via Self-Rewarding 6 Nov 2024 salesforceairesearch/latro/LaTRO/utils/trainer_utils.py 493d024d8342a0f8 unverified Apache-2.0 (permissive)
Enhancing Temporal Modeling of Video LLMs via Time Gating 8 Oct 2024 lavi-lab/tg-vid/stllm/models/peft_model.py 515cc4dd73dc0caf unverified no licence file found · pointer only
Look Twice Before You Answer: Memory-Space Visual Retracing for Hallucination Mitigation in Multimodal Large Language Models 4 Oct 2024 1zhou-Wang/MemVR/memvr.py eb84abf07fedcf77 unverified Apache-2.0 (permissive)
HLLM: Enhancing Sequential Recommendations via Hierarchical Large Language Models for Item and User Modeling 19 Sep 2024 bytedance/hllm/code/HLLM_Creator_eval_scripts/generate_useremb.py 261d4b69d11323bc ran Apache-2.0 (permissive)
HLLM: Enhancing Sequential Recommendations via Hierarchical Large Language Models for Item and User Modeling 19 Sep 2024 bytedance/hllm/code/HLLM_Creator_eval_scripts/generate_usertitle.py bab644af7cd1ef26 unverified Apache-2.0 (permissive)
In-Context Learning of Linear Systems: Generalization Theory and Applications to Operator Learning 18 Sep 2024 lugroupumn/icl_linear_systems/Net/Net.py e2484442967ebc51 ran no licence file found · pointer only
Quest: Query-Aware Sparsity for Efficient Long-Context LLM Inference 16 Jun 2024 mit-han-lab/Quest/evaluation/quest_attention.py 1e15c8009d60ec39 unverified MIT (permissive)
Zero-Painter: Training-Free Layout Control for Text-to-Image Synthesis 6 Jun 2024 picsart-ai-research/zero-painter/src/smplfusion/patches/attentionpatch/zeropaint.py b4944d7dea02e511 unverified MIT (permissive)
FedPFT: Federated Proxy Fine-Tuning of Foundation Models 17 Apr 2024 pzp-dzd/fedpft/federated_proxy_finetuning/fedparty_cv.py 302b4186297c9724 ran no licence file found · pointer only
ST-LLM: Large Language Models Are Effective Temporal Learners 30 Mar 2024 TencentARC/ST-LLM/stllm/models/peft_model.py 515cc4dd73dc0caf unverified Apache-2.0 (permissive)
Enhancing the General Agent Capabilities of Low-Parameter LLMs through Tuning and Multi-Branch Reasoning 29 Mar 2024 haiv-lab/llm-tmbr/script/sft/tmpx5rspyo1/_remote_module_non_scriptable.py ddd44785fe636d9c unverified no licence file found · pointer only
Correlation of Fréchet Audio Distance With Human Perception of Environmental Audio Is Embedding Dependant 2024-03 (from id) YoonjinXD/kadtk/kadtk/models/panns/pytorch_utils.py 20581601538964cf unverified MIT (permissive)
LaRE^2: Latent Reconstruction Error Based Method for Diffusion-Generated Image Detection 26 Mar 2024 luo3300612/lare/model.py 0923387a70ab89fc unverified Apache-2.0 (permissive)
The N+ Implementation Details of RLHF with PPO: A Case Study on TL;DR Summarization 24 Mar 2024 vwxyzjn/summarize_from_feedback_details/summarize_from_feedback_details/dpo.py 1f9a50a3becd157e ran MIT (permissive)
When Do We Not Need Larger Vision Models? 19 Mar 2024 bfshi/scaling_on_scales/s2wrapper/core.py 33d75f66e6e135e7 unverified MIT (permissive)
Resilience of Entropy Model in Distributed Neural Networks 1 Mar 2024 Restuccia-Group/EntropyR/utils.py 93b6789c99feca7c unverified MIT (permissive)
UrbanGPT: Spatio-Temporal Large Language Models 25 Feb 2024 hkuds/urbangpt/urbangpt/model/monkey_patch_non_inplace.py 2cbe6ed055d5fd44 unverified Apache-2.0 (permissive)
On Prompt-Driven Safeguarding for Large Language Models 31 Jan 2024 chujiezheng/LLM-Safeguard/code/forward.py 697e52018675a5c2 ran no licence file found · pointer only
Airavata: Introducing Hindi Instruction-tuned LLM 26 Jan 2024 ai4bharat/indicinstruct/open_instruct/bloom_flash_attn_monkey_patch.py b4bab7d7cf5218ef unverified Apache-2.0 (permissive)
What Makes Good Data for Alignment? A Comprehensive Study of Automatic Data Selection in Instruction Tuning 25 Dec 2023 hkust-nlp/deita/src/deita/alignment/flash_attn/bloom_flash_attention.py 167711db8b432976 unverified Apache-2.0 (permissive)
LoRAMoE: Alleviate World Knowledge Forgetting in Large Language Models via MoE-Style Plugin 15 Dec 2023 ablustrund/loramoe/flash_attn_patch.py 602b6b6c04496cfd unverified no licence file found · pointer only
CapsFusion: Rethinking Image-Text Data at Scale 31 Oct 2023 baaivision/capsfusion/llama_flash_attn_monkey_patch_xops.py 89ca479b88c0ff41 unverified no licence file found · pointer only
Exploring the Reliability of Large Language Models as Customized Evaluators for Diverse NLP Tasks 30 Oct 2023 qtli/coeval/webapp/monkey_patch_non_inplace.py 2cbe6ed055d5fd44 unverified Apache-2.0 (permissive)
Learning Successor Features with Distributed Hebbian Temporal Memory 20 Oct 2023 vicariousinc/naturecomm_cscg/chmm_actions.py 701373520efd837b ran · fixture could not drive it MIT (permissive)
nanoT5: A PyTorch Framework for Pre-training and Fine-tuning T5-style Models with Limited Resources 5 Sep 2023 piotrnawrot/nanot5/nanoT5/utils/train_utils.py d354eb40c8df3017 ran Apache-2.0 (permissive)
Universal and Transferable Adversarial Attacks on Aligned Language Models 27 Jul 2023 fra31/rlhf-trojan-competition-submission/method/attacks.py 855a5a17a02b08d8 ran · our draft was wrong Apache-2.0 (permissive)
Stochastic Collapse: How Gradient Noise Attracts SGD Dynamics Towards Simpler Subnetworks 7 Jun 2023 ccffccffcc/stochastic_collapse/run/run_teacher_student_diagonal.py 825ac88080cdc65d unverified Apache-2.0 (permissive)
Stochastic Collapse: How Gradient Noise Attracts SGD Dynamics Towards Simpler Subnetworks 7 Jun 2023 ccffccffcc/stochastic_collapse/run/run_teacher_student_general.py dc9a611d35e90a18 unverified Apache-2.0 (permissive)
SGDP: A Stream-Graph Neural Network Based Data Prefetcher 7 Apr 2023 yyysjz1997/SGDP/model.py 2dea56d99c453220 ran · our draft was wrong MIT (permissive)
Optimal ANN-SNN Conversion for High-accuracy and Ultra-low-latency Spiking Neural Networks 8 Mar 2023 chenlicodebank/dynamic-confidence-in-spiking-neural-networks/all_models.py 6264802109c28063 ran · our draft was wrong GPL-2.0 (copyleft) · pointer only
Demystifying the Adversarial Robustness of Random Transformation Defenses 18 Jun 2022 wagner-group/demystify-random-transform/train_bpda.py f80a1900ef60f141 unverified MIT (permissive)
Efficiently Leveraging Multi-level User Intent for Session-based Recommendation via Atten-Mixer Network 26 Jun 2022 Peiyance/Atten-Mixer-torch/GNN-AM/model.py 194d86fad5383c8a ran · our draft was wrong no licence file found · pointer only
Efficiently Leveraging Multi-level User Intent for Session-based Recommendation via Atten-Mixer Network 26 Jun 2022 Peiyance/Atten-Mixer-torch/SGNN-HN-AM/model_star.py f13817c7862b4eb7 ran · our draft was wrong no licence file found · pointer only
VisFIS: Visual Feature Importance Supervision with Right-for-the-Right-Reason Objectives 22 Jun 2022 zfying/visfis/components/feature_impt.py eec3cde903e4d38e ran · our draft was wrong MIT (permissive)
NTIRE 2022 Challenge on Efficient Super-Resolution: Methods and Results 11 May 2022 ofsoundof/ntire2022_esr/test_demo.py db062f082a870142 ran · fixture could not drive it MIT (permissive)
Signal Propagation: A Framework for Learning and Inference In a Forward Pass 4 Apr 2022 amassivek/signalpropagation/sigprop/propagators/functional_other.py c2297c3c48ddf90e unverified BSD-3-Clause (permissive)
VarCLR: Variable Semantic Representation Pre-training via Contrastive Learning 5 Dec 2021 squareslab/varclr/varclr/utils/infer.py 22a97b7cb4d23098 unverified MIT (permissive)
DyTox: Transformers for Continual Learning with DYnamic TOken eXpansion 22 Nov 2021 arthurdouillard/dytox/continual/engine.py 7c129ba97c54ef15 unverified Apache-2.0 recorded; this copy not marked cleared · pointer only
PatchGame: Learning to Signal Mid-level Patches in Referential Games 2 Nov 2021 kampta/PatchGame/eval_patchrank.py 253faf1dcc9bf28f ran · our draft was wrong Apache-2.0 (permissive)
Glimpse-Attend-and-Explore: Self-Attention for Active Visual Exploration 26 Aug 2021 soroushseifi/glimpse-attend-explore/network_functions.py ea26e612a9f62e7c unverified no licence file found · pointer only
Global Context Enhanced Graph Neural Networks for Session-based Recommendation 9 Jun 2021 CCIIPLab/GCE-GNN/model.py 83822c9121dc7f23 ran · our draft was wrong no licence file found · pointer only
An Online Method for A Class of Distributionally Robust Optimization with Non-Convex Objectives 17 Jun 2020 qiqi-helloworld/recover/RECOVER.py 100bd4fe23c00dfe unverified no licence file found · pointer only
TAGNN: Target Attentive Graph Neural Networks for Session-based Recommendation 6 May 2020 CRIPAC-DIG/TAGNN/model.py 65806d9881d0fec6 unverified Apache-2.0 (permissive)
End-to-End Pseudo-LiDAR for Image-Based 3D Object Detection 7 Apr 2020 mileyan/pseudo-LiDAR_e2e/PIXOR/train_pixor_e2e.py 452d196e9b42108b ran · our draft was wrong MIT (permissive)
Trajectory Forecasts in Unknown Environments Conditioned on Grid-Based Plans 3 Jan 2020 nachiket92/P2T/models/rl.py 682763c80dfee513 unverified MIT (permissive)
PANNs: Large-Scale Pretrained Audio Neural Networks for Audio Pattern Recognition 2019-12 (from id) qiuqiangkong/audioset_tagging_cnn/pytorch/pytorch_utils.py 3a101004e6f0c3e0 unverified MIT (permissive)
Sound Event Detection of Weakly Labelled Data with CNN-Transformer and Automatic Threshold Optimization 2019-12 (from id) qiuqiangkong/sound_event_detection_dcase2017_task4/pytorch/pytorch_utils.py 3fef75ce55cfc573 unverified MIT recorded; this copy not marked cleared · pointer only
StructureNet: Hierarchical Graph Networks for 3D Shape Generation 1 Aug 2019 daerduoCarey/structurenet/code/train_box.py 2273a8ecf6267aee ran · honoured contract licence not identified · pointer only
StructureNet: Hierarchical Graph Networks for 3D Shape Generation 1 Aug 2019 daerduoCarey/structurenet/code/train_pc.py 4e1ea95cdaf8e84a ran · honoured contract licence not identified · pointer only
PIXOR: Real-time 3D Object Detection from Point Clouds 17 Feb 2019 identical code first harvested elsewhere 452d196e9b42108b ran · our draft was wrong licence of this copy not recorded
Learning Compressed Transforms with Low Displacement Rank 4 Oct 2018 HazyResearch/structured-nets/tensorflow/model.py 948d6e2b3de233d3 unverified Apache-2.0 (permissive)
ProxQuant: Quantized Neural Networks via Proximal Operators 1 Oct 2018 allenbai01/ProxQuant/main_binary_reg.py 172df2baa8f002c3 unverified MIT (permissive)
Robust Text-to-SQL Generation with Execution-Guided Decoding 9 Jul 2018 Microsoft/PointerSQL/model/pointer_net_graph_meta.py 5dee7f2a76ba2fc8 unverified MIT (permissive)
Neural Ordinary Differential Equations 19 Jun 2018 johnhw/simple_neural_ode/neural_ode.py 6a5e35d9dcd92ff6 ran · fixture could not drive it MIT (permissive)
Behavioral Cloning from Observation 4 May 2018 greerviau/GlorifiedCruiseControl/SCNN_lanenet/train_lanenet.py 569798d0afd5c026 unverified MIT (permissive)
Compositional Attention Networks for Machine Reasoning 8 Mar 2018 ceyzaguirre4/mac-network-pytorch/image_feature.py dbde19906ac732ed unverified MIT (permissive)
Attention Is All You Need 12 Jun 2017 krocki/np-transformer/transformer.py 8e7e581c7b34706d ran · fixture could not drive it no licence file found · pointer only
Visual Dialog 26 Nov 2016 gicheonkang/gst-visdial/train_gen.py b0b960555948cc0d ran · our draft was wrong MIT (permissive)
Deep Biaffine Attention for Neural Dependency Parsing 6 Nov 2016 chantera/biaffineparser/src/training.py 2a8f48dd9ad2f576 unverified Apache-2.0 (permissive)
Colorful Image Colorization 28 Mar 2016 identical code first harvested elsewhere e1c9ddd8a189ef4d ran · our draft was wrong licence of this copy not recorded
From Softmax to Sparsemax: A Sparse Model of Attention and Multi-Label Classification 5 Feb 2016 AndreasMadsen/course-02456-sparsemax/tensorflow_python/sparsemax.py 8d31b8450757150f ran · honoured contract fingerprinted MIT (permissive)
Data-dependent Initializations of Convolutional Neural Networks 21 Nov 2015 philkr/magic_init/magic_init.py e1c9ddd8a189ef4d ran · our draft was wrong licence not identified · pointer only
Deep Recurrent Q-Learning for Partially Observable MDPs 23 Jul 2015 hamishs/JAX-RL/examples/ppo_cartpole.py 10e837671b0dd6de unverified MIT (permissive)
Deep Recurrent Q-Learning for Partially Observable MDPs 23 Jul 2015 hamishs/JAX-RL/examples/ppo_cartpole.py ff5795efd681b64a unverified MIT (permissive)
arXiv:136960462 levymsn/CQA-CRCT/CRCT/backbone/encoder_decorator.py c18bcab3fca0524e 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".

Report a problem or propose a change · a person checks every report against the paper or source before anything changes; decisions are listed on /corrections