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flatten_dict

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

flatten_dict appears in the code Syntology harvested for 72 papers, as 33 distinct code bodies found in 74 places (a place is one code body under one paper). At least one of them ran in 33 of the papers; 0 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 flatten_dict 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 17 of the 33 distinct code bodies named flatten_dict; 16 are unverified. One tile per status, in the site's fixed vocabulary, each code body counted once:

0ran · honoured contract
0ran · violated contract
7ran · our draft was wrong
0ran · fixture could not drive it
10ran
16unverified
0fingerprinted

Licence is a property of each copy, so it is counted per place: 20 of the 74 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

72 papers shown of 72, newest first; 74 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 11 papers added by Syntology; 4 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
LT2: Linear-Time Looped Transformers added by Syntology 2026-05 (from id) chili-lab/LT2/lingua/args.py 15be2e56e073a228 ran BSD-3-Clause (permissive)
Towards Order Fairness: Mitigating LLMs Order Sensitivity through Dual Group Advantage Optimization added by Syntology 2026-05 (from id) Hyalinesky/DGAO/trl/core.py dfd0ecd9cb25af69 ran Apache-2.0 (permissive)
UHR-BAT: Budget-Aware Token Compression Vision-Language model for Ultra-High-Resolution Remote Sensing added by Syntology 2026-04 (from id) Yunkaidang/UHR/with-SAM/longva/trl/core.py a51ae45a1f6c0b5b unverified Apache-2.0 (permissive)
Pretraining A Large Language Model using Distributed GPUs: A Memory-Efficient Decentralized Paradigm added by Syntology 2026-02 (from id) zjr2000/SPES/spes/safetensors_util.py b593a4bbddcc66c3 unverified Apache-2.0 (permissive)
Altruism and Fair Objective in Mixed-Motive Markov games added by Syntology 2026-02 (from id) AkuBrains/altruistic-fair-MARL/src/train_suite.py 925f85148db8b0fe unverified Apache-2.0 (permissive)
VidLaDA: Bidirectional Diffusion Large Language Models for Efficient Video Understanding added by Syntology 2026-01 (from id) ziHoHe/VidLaDA/train/trl/core.py a51ae45a1f6c0b5b unverified Apache-2.0 (permissive)
Cross-Layer Injection for Deep Vision-Language Fusion added by Syntology 2026-01 (from id) codefuse-ai/CLI/trl/core.py a51ae45a1f6c0b5b unverified Apache-2.0 (permissive)
Self-Supervised Dynamical System Representations for Physiological Time-Series added by Syntology 2025-12 (from id) yuqinie98/PatchTST/PatchTST_self_supervised/src/utils.py 4ac8e022e2aa0b43 unverified Apache-2.0 (permissive)
Equivariance by Contrast: Identifiable Equivariant Embeddings from Unlabeled Finite Group Actions added by Syntology 2025-10 (from id) dynamical-inference/ebc/groupcl/datajoint/sweep.py f30ac4807ed6c8c5 unverified no licence file found · pointer only
Iterative Prompt Refinement for Safer Text-to-Image Generation added by Syntology 2025-09 (from id) ku-dmlab/IPR/trl/core.py dfd0ecd9cb25af69 ran Apache-2.0 (permissive)
Phi: Preference Hijacking in Multi-modal Large Language Models at Inference Time added by Syntology 2025-09 (from id) Yifan-Lan/Phi/trl/core.py a51ae45a1f6c0b5b unverified MIT (permissive)
arXiv:2507.11630 2025-07 (from id) AlignmentResearch/harmtune/harmtune/utils/utils.py 6784396112f94bd1 unverified no licence file found · pointer only
From Bytes to Ideas: Language Modeling with Autoregressive U-Nets 17 Jun 2025 facebookresearch/lingua/lingua/args.py 15be2e56e073a228 ran BSD-3-Clause (permissive)
Steering LLM Thinking with Budget Guidance 16 Jun 2025 umass-embodied-agi/budgetguidance/3rdparty/trl/trl/core.py dfd0ecd9cb25af69 ran MIT (permissive)
Learning from Videos for 3D World: Enhancing MLLMs with 3D Vision Geometry Priors 30 May 2025 LaVi-Lab/Video-3D-LLM/trl/core.py a51ae45a1f6c0b5b unverified Apache-2.0 (permissive)
LaViDa: A Large Diffusion Language Model for Multimodal Understanding 22 May 2025 jacklishufan/lavida/trl/core.py a51ae45a1f6c0b5b unverified Apache-2.0 (permissive)
Be Careful When Fine-tuning On Open-Source LLMs: Your Fine-tuning Data Could Be Secretly Stolen! 21 May 2025 thu-coai/backdoor-data-extraction/train/trl/core.py dfd0ecd9cb25af69 ran MIT (permissive)
How Should We Enhance the Safety of Large Reasoning Models: An Empirical Study 21 May 2025 thu-coai/lrm-safety-study/trl/trl/core.py dfd0ecd9cb25af69 ran MIT (permissive)
DRA-GRPO: Exploring Diversity-Aware Reward Adjustment for R1-Zero-Like Training of Large Language Models 14 May 2025 xiwenc1/dra-grpo/src/open_r1/trl/core.py dfd0ecd9cb25af69 ran MIT (permissive)
Toward Evaluative Thinking: Meta Policy Optimization with Evolving Reward Models 28 Apr 2025 minnesotanlp/mpo/trl/core.py dfd0ecd9cb25af69 ran Apache-2.0 recorded; this copy not marked cleared · pointer only
Reasoning to Learn from Latent Thoughts 24 Mar 2025 ryoungj/BoLT/lingua/args.py 15be2e56e073a228 ran Apache-2.0 (permissive)
Beyond Reward Hacking: Causal Rewards for Large Language Model Alignment 16 Jan 2025 tatsu-lab/alpaca_farm/src/alpaca_farm/common.py f5ff77db7757bc92 ran Apache-2.0 (permissive)
Risk-Averse Finetuning of Large Language Models 12 Jan 2025 sapanachaudhary/ra-rlhf/trl/core.py 1782ce5551146615 unverified Apache-2.0 (permissive)
2 OLMo 2 Furious 31 Dec 2024 allenai/olmo/olmo/safetensors_util.py b593a4bbddcc66c3 unverified Apache-2.0 (permissive)
Memory Layers at Scale 12 Dec 2024 facebookresearch/memory/lingua/args.py 15be2e56e073a228 ran no licence file found · pointer only
DriveMM: All-in-One Large Multimodal Model for Autonomous Driving 10 Dec 2024 zhijian11/DriveMM/trl/core.py a51ae45a1f6c0b5b unverified Apache-2.0 (permissive)
AIM: Adaptive Inference of Multi-Modal LLMs via Token Merging and Pruning 4 Dec 2024 lavi-lab/aim/trl/core.py a51ae45a1f6c0b5b unverified Apache-2.0 (permissive)
DyCoke: Dynamic Compression of Tokens for Fast Video Large Language Models 22 Nov 2024 kd-tao/dycoke/trl/core.py a51ae45a1f6c0b5b unverified Apache-2.0 (permissive)
SymDPO: Boosting In-Context Learning of Large Multimodal Models with Symbol Demonstration Direct Preference Optimization 17 Nov 2024 APiaoG/SymDPO/trl/core.py a51ae45a1f6c0b5b unverified no licence file found · pointer only
CCExpert: Advancing MLLM Capability in Remote Sensing Change Captioning with Difference-Aware Integration and a Foundational Dataset 18 Nov 2024 meize0729/ccexpert/trl/core.py a51ae45a1f6c0b5b unverified Apache-2.0 (permissive)
Generating Highly Designable Proteins with Geometric Algebra Flow Matching 7 Nov 2024 hits-mli/gafl/gafl/experiment_utils.py 262dce4f87fc7ad0 unverified licence not identified · pointer only
MIA-DPO: Multi-Image Augmented Direct Preference Optimization For Large Vision-Language Models 23 Oct 2024 liuziyu77/mia-dpo/LLaVA-Hound-DPO/llava_hound_dpo/trl/core.py a51ae45a1f6c0b5b unverified Apache-2.0 (permissive)
Improve Vision Language Model Chain-of-thought Reasoning 21 Oct 2024 riflezhang/llava-hound-dpo/llava_hound_dpo/trl/core.py a51ae45a1f6c0b5b unverified no licence file found · pointer only
IntersectionZoo: Eco-driving for Benchmarking Multi-Agent Contextual Reinforcement Learning 19 Oct 2024 mit-wu-lab/IntersectionZoo/code/policy_evaluation.py 15be2e56e073a228 ran MIT (permissive)
Self-supervised contrastive learning performs non-linear system identification 18 Oct 2024 dynamical-inference/dcl/dcl/datajoint/sweep.py f30ac4807ed6c8c5 unverified Apache-2.0 (permissive)
Do Unlearning Methods Remove Information from Language Model Weights? 11 Oct 2024 aghyad-deeb/unlearning_evaluation/pipeline.py 0260364dcc364961 ran · our draft was wrong no licence file found · pointer only
Coevolving with the Other You: Fine-Tuning LLM with Sequential Cooperative Multi-Agent Reinforcement Learning 8 Oct 2024 Harry67Hu/CORY/trl/core.py a51ae45a1f6c0b5b unverified MIT (permissive)
Temperature Optimization for Bayesian Deep Learning 8 Oct 2024 weiyaw/tempered-posteriors/visual_utils.py 91345e63f4999e0e unverified MIT (permissive)
Knowledge Entropy Decay during Language Model Pretraining Hinders New Knowledge Acquisition 2 Oct 2024 kaistAI/Knowledge-Entropy/olmo/safetensors_util.py b593a4bbddcc66c3 unverified Apache-2.0 (permissive)
CableInspect-AD: An Expert-Annotated Anomaly Detection Dataset 30 Sep 2024 mila-iqia/cableinspect-ad-code/src/enhanced-patchcore/post_processing/post_processing_unsupervised_results.py 94bd9041d52daa8d ran Apache-2.0 (permissive)
Bidirectional Decoding: Improving Action Chunking via Guided Test-Time Sampling 30 Aug 2024 jubayer-hamid/bid_lerobot/lerobot/common/datasets/utils.py e2adf71cdd509f3e ran Apache-2.0 (permissive)
xLSTMTime : Long-term Time Series Forecasting With xLSTM 14 Jul 2024 muslehal/xLSTMTime/src/utils.py 4ac8e022e2aa0b43 unverified MIT (permissive)
Suri: Multi-constraint Instruction Following for Long-form Text Generation 27 Jun 2024 chtmp223/suri/ft/lib/trl_mod/core.py a51ae45a1f6c0b5b unverified no licence file found · pointer only
ISR-DPO: Aligning Large Multimodal Models for Videos by Iterative Self-Retrospective DPO 17 Jun 2024 yonseivnl/vlm-rlaif/RLAIF/data_utils/common_utils.py f5ff77db7757bc92 ran Apache-2.0 (permissive)
ISR-DPO: Aligning Large Multimodal Models for Videos by Iterative Self-Retrospective DPO 17 Jun 2024 snumprlab/SRT/trl/core.py a51ae45a1f6c0b5b unverified no licence file found · pointer only
On Subjective Uncertainty Quantification and Calibration in Natural Language Generation 7 Jun 2024 meta-inf/suq-nlg/generation/utils.py 6afd679238dc532d ran MIT (permissive)
Efficient Adversarial Training in LLMs with Continuous Attacks 24 May 2024 sophie-xhonneux/continuous-advtrain/src/database_handling.py 15be2e56e073a228 ran MIT (permissive)
ALaRM: Align Language Models via Hierarchical Rewards Modeling 11 Mar 2024 halfrot/ALaRM/trl/trl/core.py 1782ce5551146615 unverified Apache-2.0 (permissive)
Token-Specific Watermarking with Enhanced Detectability and Semantic Coherence for Large Language Models 28 Feb 2024 mignonjia/ts_watermark/utils/submitit.py 55a42447218367a6 ran no licence file found · pointer only
Model Editing by Standard Fine-Tuning 16 Feb 2024 au-revoir/model-editing-ft/trl/core.py 1782ce5551146615 unverified no licence file found · pointer only
Personalized Language Modeling from Personalized Human Feedback 6 Feb 2024 humainlab/personalized_rlhf/evaluate/alpaca_farm/common.py f5ff77db7757bc92 ran MIT (permissive)
Neural General Circulation Models for Weather and Climate 13 Nov 2023 neuralgcm/neuralgcm/neuralgcm/reference_code/train_utils.py 4e71b8bf4cde8432 ran · our draft was wrong Apache-2.0 (permissive)
Diversify Question Generation with Retrieval-Augmented Style Transfer 23 Oct 2023 gouqi666/RAST/rag/core.py ddf7639e1bf7edf8 unverified no licence file found · pointer only
Personalized Soups: Personalized Large Language Model Alignment via Post-hoc Parameter Merging 17 Oct 2023 joeljang/rlphf/gpt4_evaluate/alpaca_farm/common.py f5ff77db7757bc92 ran no licence file found · pointer only
GRANDE: Gradient-Based Decision Tree Ensembles for Tabular Data 29 Sep 2023 s-marton/gradtree/experiments_paper_gradtree/utilities/utilities_GDT.py 5cd213cdf1030eee ran MIT (permissive)
Exploring the impact of low-rank adaptation on the performance, efficiency, and regularization of RLHF 16 Sep 2023 simengsun/alpaca_farm_lora/alpaca_farm/src/alpaca_farm/common.py f5ff77db7757bc92 ran Apache-2.0 (permissive)
In-Context Learning Learns Label Relationships but Is Not Conventional Learning 23 Jul 2023 jlko/in_context_learning/llm/plot_utils.py 8e87d24bb6fec877 ran no licence file found · pointer only
Locally Adaptive Federated Learning 12 Jul 2023 IssamLaradji/sps/src/utils.py 0e62b13e0a76c17b ran no licence file found · pointer only
Direct Preference Optimization: Your Language Model is Secretly a Reward Model 29 May 2023 padlex/trl/trl/core.py a51ae45a1f6c0b5b unverified Apache-2.0 (permissive)
Distance Weighted Supervised Learning for Offline Interaction Data 26 Apr 2023 jhejna/dwsl/research/algs/dwsl.py 0954fb2e0809ee19 ran · our draft was wrong MIT (permissive)
On Reinforcement Learning and Distribution Matching for Fine-Tuning Language Models with no Catastrophic Forgetting 1 Jun 2022 naver/gdc/cdpg/cdpg/core.py 8826b925c6d6132e unverified licence not identified · pointer only
Manifold Characteristics That Predict Downstream Task Performance 16 May 2022 bytefuse/representation-manifold-quality-metric/src/utils.py ab7cb2f6ec7f6e67 unverified MIT (permissive)
ChaCha for Online AutoML 9 Jun 2021 microsoft/FLAML/flaml/tune/scheduler/online_scheduler.py fbb7d311c959569d ran · our draft was wrong MIT (permissive)
Causally motivated Shortcut Removal Using Auxiliary Labels 13 May 2021 mymakar/causally_motivated_shortcut_removal/shared/train_utils.py 3e2e16445f6f92e6 unverified Apache-2.0 (permissive)
Deep Learning Hamiltonian Monte Carlo 7 May 2021 saforem2/l2hmc-qcd/src/l2hmc/configs.py 3e2181383d727aba unverified Apache-2.0 (permissive)
How Sensitive are Meta-Learners to Dataset Imbalance? 12 Apr 2021 mattochal/imbalanced_fsl_public/generator.py 0b2f8809055e38f5 ran · our draft was wrong MIT (permissive)
Few-Shot Learning with Class Imbalance 7 Jan 2021 identical code first harvested elsewhere 0b2f8809055e38f5 ran · our draft was wrong licence of this copy not recorded
A Distributional Approach to Controlled Text Generation 21 Dec 2020 naver/gdc/dpg/gdc/gdc/core.py 2f2b2a8fe27dcc79 unverified licence not identified · pointer only
A Distributional Approach to Controlled Text Generation 21 Dec 2020 identical code first harvested elsewhere 8826b925c6d6132e unverified licence of this copy not recorded
Generalized Negative Correlation Learning for Deep Ensembling 5 Nov 2020 sbuschjaeger/Pysembles/pysembles/Utils.py 9920339eff7f6691 ran · our draft was wrong MIT (permissive)
Global optimization of Lipschitz functions 7 Mar 2017 Sycor4x/lipo/benchmarks.py 9bbabe0c6fef21bb ran · our draft was wrong BSD-3-Clause (permissive)
arXiv:Zhong_AIM_Adaptive_Inference_of_Multi-Modal_LLMs_via_Token_Merging_and_ICCV_2025_paper LaVi-Lab/AIM/trl/core.py a51ae45a1f6c0b5b unverified Apache-2.0 (permissive)
arXiv:2025.findings-acl.359 G-JWLee/TAMP/trl/core.py a51ae45a1f6c0b5b unverified Apache-2.0 (permissive)
arXiv:2024.acl-long.732 wchrepo/mulfe/evaluation/utils.py fc1cb4f8e17c39aa unverified Apache-2.0 (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