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load_results

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

load_results appears in the code Syntology harvested for 82 papers, as 82 distinct code bodies found in 92 places (a place is one code body under one paper). At least one of them ran in 31 of the papers; 4 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 load_results 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 28 of the 82 distinct code bodies named load_results; 54 are unverified. One tile per status, in the site's fixed vocabulary, each code body counted once:

1ran · honoured contract
0ran · violated contract
6ran · our draft was wrong
0ran · fixture could not drive it
21ran
54unverified
4fingerprinted

Licence is a property of each copy, so it is counted per place: 34 of the 92 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

82 papers shown of 82, newest first; 92 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 32 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
Control-Data Flow Separation: Stable Prompt Optimization in Multi-Agent LLMs added by Syntology 2026-09 (from id) yuntian-group/cdsep/experiments/plot_results.py 5f8da1895084e69b unverified MIT (permissive)
Multi-output Gaussian process prediction of physical fields under linear equality constraints added by Syntology 2026-08 (from id) nasrmht/paper_benchmark_repo/constraint_benchmark/plot_ranking_percentages.py d7922f99dc136c87 ran fingerprinted no licence file found · pointer only
A Glyph Is Not a Letter, a Token Is Not a Word, a Space Is Not a Space: What the Units of Voynichese Are Not added by Syntology 2026-08 (from id) lrozanova/voynich-units/analysis/reproduce_cipher_calibration.py 16f65573a1092dd7 unverified MIT (permissive)
When Can You Trust Offline Evaluation of Equal-Cost Top-k Allocation? A Controlled, Reproducible Benchmark and Practitioner's Guide added by Syntology 2026-08 (from id) binshuangli/allocation-ope-bench/src/allocation_ope_bench/analysis/aggregate.py f9641ec6cc54b3ce ran MIT (permissive)
Beyond Top-K: Replacing Black-Box Retrieval with Interpretable Agentic Operations added by Syntology 2026-08 (from id) twospoon/READ/read_eval/metrics.py 6d4808b78e1515fc ran MIT (permissive)
Memory as a Controlled Process: Learned Adaptive Memory Management for LLM Agents added by Syntology 2026-07 (from id) ericjiang18/MemCon/agent_baseline/summarize_results.py 53e1ee4507b2f389 ran fingerprinted no licence file found · pointer only
FUSE: FK-Steered Multi-Modal Flow Matching for Efficient Simulation-Based Posterior Estimation added by Syntology 2026-07 (from id) qinwch/FUSE/diffusions-for-sbi/jrnnm_lc2st.py 55592e953c245d91 ran MIT (permissive)
FUSE: FK-Steered Multi-Modal Flow Matching for Efficient Simulation-Based Posterior Estimation added by Syntology 2026-07 (from id) qinwch/FUSE/diffusions-for-sbi/jrnnm_results.py 7f08c0463d609faa unverified MIT (permissive)
Adaptive Group-Based Counterfactual Explanations for Time-Series Rehabilitation Data added by Syntology 2026-07 (from id) Healthpy/knee-rehab-cfe/src/models/analyze_ablation_results.py 5016c2d83b28893d ran no licence file found · pointer only
Resolving superposition in AI for interpretability and cross-modal alignment in patient-neuronal images added by Syntology 2026-06 (from id) jijihihi/Bio_superposition/cell_death/plot_knn_std_trend.py a85aef7f7b9908db ran no licence file found · pointer only
CANNs: A Toolkit for Research on Continuous Attractor Neural Networks added by Syntology 2026-06 (from id) Routhleck/canns-lib/benchmarks/ripser/analysis_results.py 75a623042d612374 ran Apache-2.0 (permissive)
Teacher-Free Self-Training Amplifies but Does Not Compound: A Pass@K Crossover on a Free-Verifier Domain added by Syntology 2026-06 (from id) izzortsi/trapdoor-loom/baseline_by_class.py 8b9078cf626ef76f unverified no licence file found · pointer only
Memory is Reconstructed, Not Retrieved: Graph Memory for LLM Agents added by Syntology 2026-06 (from id) Ji-shuo/MRAgent/eval/evaluate_reasoning.py ccb59451087e9429 unverified no licence file found · pointer only
Inverting the Streaming-Diffusion Bottleneck: Video-Rate MLLM-Conditioned Edit Diffusion on a Consumer GPU added by Syntology 2026-06 (from id) otanl/dreamlite-stream/src/dreamlite_stream/paper_table.py 6ac440ade25a76fa ran Apache-2.0 (permissive)
Discovering Cooperative Pipelines: Autoresearch for Sequential Social Dilemmas added by Syntology 2026-05 (from id) vicgalle/autoresearch-social-dilemmas/autoresearch/analyze.py c837be730c58a806 ran MIT (permissive)
Automated Random Embedding for Practical Bayesian Optimization with Unknown Effective Dimension added by Syntology 2026-05 (from id) lamda-bbo/MCTS-VS/plot.py ca6aa5dcedefe3d6 unverified no licence file found · pointer only
Randomized Advantage Transformation (RAT): Computing Natural Policy Gradients via Direct Backpropagation added by Syntology 2026-05 (from id) agent-lab/ICML2026-RAT/utils/monitor.py 3c4981304881dcff ran MIT (permissive)
QDSB: Quantized Diffusion Schrödinger Bridges added by Syntology 2026-05 (from id) mathefuchs/qdsb/results/plot_qdsb_anchor_sensitivity.py 06e28a7d6e59a102 ran MIT (permissive)
Retrieval of Coastal Biogeochemical Parameters From Near-Surface Hyperspectral Remote Sensing Reflectance Using Physics-Aware Meta-Learning added by Syntology 2026-05 (from id) yiqing-csiro/wq-meta/table_scripts/generate_ablation_results.py a763fdb7c995ddfa ran licence not identified · pointer only
BIT.UA-AAUBS at ArchEHR-QA 2026: Evaluating Open-Source and Proprietary LLMs via Prompting in Low-Resource QA added by Syntology 2026-05 (from id) bioinformatics-ua/ArchEHR-QA-2026/Subtask2/evaluation/aggregate_results.py 6b5cdf342bbb10a0 ran no licence file found · pointer only
TSN-Affinity: Similarity-Driven Parameter Reuse for Continual Offline Reinforcement Learning added by Syntology 2026-04 (from id) anonymized-for-submission123/tsn-affinity/analyze_runs.py c8f60efab3e8b421 ran no licence file found · pointer only
The Detection-Extraction Gap: Models Know the Answer Before They Can Say It added by Syntology 2026-04 (from id) EdWangLoDaSc/know2say/src/analysis.py b99089c0600bcb0a unverified no licence file found · pointer only
Sven: Singular Value Descent as a Computationally Efficient Natural Gradient Method added by Syntology 2026-04 (from id) sambt/sven-experiments/analysis/style.py 2bd4ddaa97045954 unverified no licence file found · pointer only
Agent Q-Mix: Selecting the Right Action for LLM Multi-Agent Systems through Reinforcement Learning added by Syntology 2026-04 (from id) ericjiang18/Agent-Q-Mix/agent_baseline/summarize_results.py 53e1ee4507b2f389 ran fingerprinted no licence file found · pointer only
Parameter-Efficient Fine-Tuning for Medical Text Summarization: A Comparative Study of Lora, Prompt Tuning, and Full Fine-Tuning added by Syntology 2026-03 (from id) eracoding/llm-medical-summarization/src/evaluation/analysis.py df85bcba33f45f01 unverified no licence file found · pointer only
Alignment-Aware Model Adaptation via Feedback-Guided Optimization added by Syntology 2026-02 (from id) facebookresearch/TruthRL/data_utils/find_OOK_questions.py 0a937568fc0b343b unverified licence not identified · pointer only
How well can off-the-shelf LLMs elucidate molecular structures from mass spectra using chain-of-thought reasoning? added by Syntology 2026-01 (from id) airscker/ms-cot-benchmark/analyze_cot.py 52322961a364c485 unverified no licence file found · pointer only
How well can off-the-shelf LLMs elucidate molecular structures from mass spectra using chain-of-thought reasoning? added by Syntology 2026-01 (from id) airscker/ms-cot-benchmark/plot_results.py 70af9a90f94c1cab unverified no licence file found · pointer only
Router-Suggest: Dynamic Routing for Multimodal Auto-Completion in Visually-Grounded Dialogs added by Syntology 2026-01 (from id) devichand579/MAC/analyze_neural_classifier_results.py fc505adbbada736d unverified MIT (permissive)
Router-Suggest: Dynamic Routing for Multimodal Auto-Completion in Visually-Grounded Dialogs added by Syntology 2026-01 (from id) devichand579/MAC/analyze_rf_results.py 524a94fe41433b05 unverified MIT (permissive)
Muse: Towards Reproducible Long-Form Song Generation with Fine-Grained Style Control added by Syntology 2026-01 (from id) yuhui1038/Muse/eval_pipeline/summarize.py 0c3e6c5a2d211c92 unverified MIT (permissive)
Beyond Components: Singular Vector-Based Interpretability of Transformer Circuits added by Syntology 2025-11 (from id) Exploration-Lab/Beyond-Components/experiments/evaluation/generate_sigma_table.py a9e2edbf734d8c1a unverified licence not identified · pointer only
Reproducibility Study of: Large Language Model Bayesian Optimization added by Syntology 2025-11 (from id) spagnoloG/llambo-reproducibility/LLAMBO/plot_figure3_surrogate.py 5dd509e1de869639 unverified no licence file found · pointer only
Time-Series Foundation Models for ISP Traffic Forecasting added by Syntology 2025-11 (from id) FanL1u/TSFM-for-ISP-traffic-forecasting/evaluation/visual.py 072a69aed918e665 unverified MIT (permissive)
LLM DNA: Tracing Model Evolution via Functional Representations added by Syntology 2025-09 (from id) Xtra-Computing/LLM-DNA/src/llm_dna/utils/DataUtils.py f67940d46925b905 unverified Apache-2.0 (permissive)
arXiv:2506.21894 2025-06 (from id) csiro-funml/nots/plot_trials.py ae6ed81f3bb025cf unverified MIT (permissive)
SimpleDoc: Multi-Modal Document Understanding with Dual-Cue Page Retrieval and Iterative Refinement 16 Jun 2025 ag2ai/SimpleDoc/evaluation/evaluate_responses.py d96da92d8a935925 unverified no licence file found · pointer only
Darwin Godel Machine: Open-Ended Evolution of Self-Improving Agents 29 May 2025 jennyzzt/dgm/polyglot/benchmark.py ec8bd9532ec0ac1a unverified Apache-2.0 (permissive)
Better Safe Than Sorry? Overreaction Problem of Vision Language Models in Visual Emergency Recognition 21 May 2025 Dasol-Choi/VERI-Emergency/src/comprehensive_analysis.py a5e33150bd3e4125 unverified MIT (permissive)
Exponential Topology-enabled Scalable Communication in Multi-agent Reinforcement Learning 27 Feb 2025 identical code first harvested elsewhere e8a91a919b93f3e1 ran · our draft was wrong fingerprinted licence of this copy not recorded
Exponential Topology-enabled Scalable Communication in Multi-agent Reinforcement Learning 27 Feb 2025 uoe-agents/epymarl/plot_results.py 73de3ace29add240 ran · our draft was wrong fingerprinted Apache-2.0 (permissive)
Kaleidoscope: Learnable Masks for Heterogeneous Multi-agent Reinforcement Learning 11 Oct 2024 uoe-agents/epymarl/plot_results.py e8a91a919b93f3e1 ran · our draft was wrong fingerprinted Apache-2.0 (permissive)
arXiv:2410.03997 2024-10 (from id) paulzyzy/YOLO-MARL/YOLO-MARL/plot_results.py 73de3ace29add240 ran · our draft was wrong fingerprinted no licence file found · pointer only
Generative causal testing to bridge data-driven models and scientific theories in language neuroscience 1 Oct 2024 microsoft/automated-explanations/neuro/analyze_helper.py 989dd5f550055630 ran MIT (permissive)
StateAct: State Tracking and Reasoning for Acting and Planning with Large Language Models 21 Sep 2024 ai-nikolai/stateact/alfworld_runs/get_score.py c67ce7ef9daabda8 unverified no licence file found · pointer only
The Group Robustness is in the Details: Revisiting Finetuning under Spurious Correlations 19 Jul 2024 tmlabonte/revisiting-finetuning/exps/finetune.py 123af60f657bbf4a ran · our draft was wrong MIT (permissive)
MathCAMPS: Fine-grained Synthesis of Mathematical Problems From Human Curricula 1 Jul 2024 gpoesia/mathcamps/analysis.py 16fc98c8d3cd91a3 ran MIT (permissive)
ToolBeHonest: A Multi-level Hallucination Diagnostic Benchmark for Tool-Augmented Large Language Models 28 Jun 2024 toolbehonest/toolbehonest/utils/load_save.py 4cfcb6ed2385c374 unverified MIT (permissive)
Diffusion posterior sampling for simulation-based inference in tall data settings 11 Apr 2024 julialinhart/diffusions-for-sbi/jrnnm_lc2st.py 55592e953c245d91 ran no licence file found · pointer only
Diffusion posterior sampling for simulation-based inference in tall data settings 11 Apr 2024 julialinhart/diffusions-for-sbi/jrnnm_results.py 7f08c0463d609faa unverified no licence file found · pointer only
An Empirical Study of LLM-as-a-Judge for LLM Evaluation: Fine-tuned Judge Model is not a General Substitute for GPT-4 5 Mar 2024 huihuichyan/unlimitedjudge/src/cascaded_eval.py c7c6421e96f43d9d ran no licence file found · pointer only
ServerlessLLM: Low-Latency Serverless Inference for Large Language Models 25 Jan 2024 serverlessllm/serverlessllm/benchmarks/generate_report.py 7003961583dddb9d ran Apache-2.0 (permissive)
ServerlessLLM: Low-Latency Serverless Inference for Large Language Models 25 Jan 2024 serverlessllm/serverlessllm/benchmarks/plot.py 1397ecf27bc272fd ran Apache-2.0 (permissive)
Rethinking Tabular Data Understanding with Large Language Models 27 Dec 2023 Leolty/tablellm/evaluate.py c0044887a847001b unverified Apache-2.0 (permissive)
Identifying and Adapting Transformer-Components Responsible for Gender Bias in an English Language Model 19 Oct 2023 iabhijith/bias-causal-analysis/evaluate.py a1d2a452faefeadb ran no licence file found · pointer only
Sample-efficient estimation of entanglement entropy through supervised learning 2023-09 (from id) maximilianrie/entropyestimation/lib/load_data.py 2298b9431630ed29 unverified no licence file found · pointer only
Three Bricks to Consolidate Watermarks for Large Language Models 26 Jul 2023 facebookresearch/three_bricks/main_watermark.py 1ab299a3c4b402f6 ran · our draft was wrong licence not identified · pointer only
Three Bricks to Consolidate Watermarks for Large Language Models 26 Jul 2023 facebookresearch/three_bricks/main_eval.py 00e11ed69501d334 ran · our draft was wrong licence not identified · pointer only
LRANet: Towards Accurate and Efficient Scene Text Detection with Low-Rank Approximation Network 27 Jun 2023 ernestchenchen/sg-lra/Engine_data/chen_lra_to_COCO_eval.py 231897c9154a0118 unverified Apache-2.0 (permissive)
DIN-SQL: Decomposed In-Context Learning of Text-to-SQL with Self-Correction 21 Apr 2023 mohammadrezapourreza/few-shot-nl2sql-with-prompting/AnalysisResults.py 954e98b3d0e164c5 unverified MIT (permissive)
A Unified Theory of Diversity in Ensemble Learning 10 Jan 2023 echostatements/decompose/decompose/experiments.py d24ba2ef9595c141 unverified MIT (permissive)
Efficient Planning in a Compact Latent Action Space 22 Aug 2022 ZhengyaoJiang/latentplan/plotting/read_results.py 196733754060029a unverified MIT (permissive)
Compositional Human-Scene Interaction Synthesis with Semantic Control 26 Jul 2022 zkf1997/COINS/evaluation/load_results.py 1c8bf84ad350dd01 unverified MIT (permissive)
Learning Sparse Nonlinear Dynamics via Mixed-Integer Optimization 1 Jun 2022 wesg52/sindy_mio_paper/make_plots.py 6a8dbf51cd13118b unverified MIT (permissive)
Training OOD Detectors in their Natural Habitats 7 Feb 2022 jkatzsam/woods_ood/CIFAR/plot_results.py b2dd765101838953 unverified Apache-2.0 (permissive)
Joint Learning of Localized Representations from Medical Images and Reports 6 Dec 2021 philip-mueller/lovt/src/analysis/data_exporter.py d693847dd3d12d01 unverified MIT (permissive)
Time Discretization-Invariant Safe Action Repetition for Policy Gradient Methods 6 Nov 2021 artberryx/SAR/sb/stable_baselines/bench/monitor.py dbe46349368917f5 unverified MIT (permissive)
Is Policy Learning Overrated?: Width-Based Planning and Active Learning for Atari 30 Sep 2021 ibm/atari-active-learning/aggregate_pandas.py cb7a648af304657f unverified MIT (permissive)
Enforcing robust control guarantees within neural network policies 16 Nov 2020 locuslab/robust-nn-control/plots.py 23fb74979be5ffea unverified Apache-2.0 (permissive)
Belief-Grounded Networks for Accelerated Robot Learning under Partial Observability 19 Oct 2020 hai-h-nguyen/belief-grounded-network/modifications/monitor.py ab9306edd1184fa8 unverified MIT (permissive)
Diverse Image Generation via Self-Conditioned GANs 18 Jun 2020 stevliu/self-conditioned-gan/metrics.py c7976bd4f8c4e9f6 ran · our draft was wrong MIT (permissive)
Benchmarking Multi-Agent Deep Reinforcement Learning Algorithms in Cooperative Tasks 14 Jun 2020 identical code first harvested elsewhere 73de3ace29add240 ran · our draft was wrong fingerprinted licence of this copy not recorded
Dual Policy Distillation 7 Jun 2020 kiminh/dual-policy-distillation/baselines/bench/monitor.py e71620de1b94c6f0 unverified MIT recorded; this copy not marked cleared · pointer only
MLPerf Inference Benchmark 6 Nov 2019 mlcommons/inference/e2e-rag/evaluate.py a9ede96a0650926d unverified Apache-2.0 (permissive)
Soft-Label Dataset Distillation and Text Dataset Distillation 6 Oct 2019 ilia10000/dataset-distillation/utils/io.py 062128c654a29276 unverified MIT (permissive)
ALBERT: A Lite BERT for Self-supervised Learning of Language Representations 26 Sep 2019 cypressd1999/FYP_2021/src/train_funcs.py a8f8b3ec011da390 unverified Apache-2.0 (permissive)
ALBERT: A Lite BERT for Self-supervised Learning of Language Representations 26 Sep 2019 cypressd1999/FYP_2021/src/tasks/train_funcs.py e60b8c4379569b89 unverified Apache-2.0 (permissive)
Meta-Learning with Warped Gradient Descent 30 Aug 2019 flennerhag/warpgrad/src/omniglot/monitor.py fe0761d80f06cb62 unverified Apache-2.0 (permissive)
Compositionality decomposed: how do neural networks generalise? 22 Aug 2019 i-machine-think/am-i-compositional/src/evaluate/plot_pcfg_statistics.py dc6487c8e0261792 unverified MIT (permissive)
Compositionality decomposed: how do neural networks generalise? 22 Aug 2019 i-machine-think/am-i-compositional/src/evaluate/plot_productivity_statistics.py 87e48f490224559a unverified MIT (permissive)
Dimension-Wise Importance Sampling Weight Clipping for Sample-Efficient Reinforcement Learning 7 May 2019 seungyulhan/disc/baselines/bench/monitor.py 404244405c7fd238 unverified MIT recorded; this copy not marked cleared · pointer only
The StarCraft Multi-Agent Challenge 11 Feb 2019 identical code first harvested elsewhere 73de3ace29add240 ran · our draft was wrong fingerprinted licence of this copy not recorded
Transferring Knowledge across Learning Processes 3 Dec 2018 amzn/metalearn-leap/src/omniglot/monitor.py fe0761d80f06cb62 unverified Apache-2.0 (permissive)
Dataset Distillation 27 Nov 2018 SsnL/dataset-distillation/utils/io.py 062128c654a29276 unverified MIT (permissive)
QUOTA: The Quantile Option Architecture for Reinforcement Learning 5 Nov 2018 Kchu/DeepRL_CK/Distributional_RL/monitor.py 404244405c7fd238 unverified Apache-2.0 (permissive)
Deep Variational Reinforcement Learning for POMDPs 6 Jun 2018 maximilianigl/DVRL/code/utils.py c7d3d856261b55e8 unverified Apache-2.0 (permissive)
Task-based End-to-end Model Learning in Stochastic Optimization 13 Mar 2017 locuslab/e2e-model-learning/battery_storage/calc_stats.py 9ec346e1329108c5 unverified Apache-2.0 (permissive)
Task-based End-to-end Model Learning in Stochastic Optimization 13 Mar 2017 locuslab/e2e-model-learning/power_sched/plot.py a9861553a6f58c1b unverified Apache-2.0 (permissive)
QCD-Aware Recursive Neural Networks for Jet Physics 2 Feb 2017 sebastianmacaluso/treenin/code/saveProb.py aba2779c22a6dd3f unverified MIT (permissive)
Generative Adversarial Imitation Learning 10 Jun 2016 Techget/gail-tf-sc2/gailtf/baselines/bench/monitor.py 0c09148efe18bf06 unverified MIT (permissive)
A QCQP Approach to Triangulation 2012-07 (from id) linusnie/robust-triangulation-relaxations/simulation_experiments.py 84a0ae8f42bed6d0 ran · honoured contract Apache-2.0 (permissive)
arXiv:2025.naacl-demo.13 IBM/InspectorRAGet/converters/agentif/convert.py 4ff3dca827eaa7ff 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".

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