Philosophy

Benchmarks archive 2025-07-28

1 leaderboard table shown for this task, 1 with rows (a “benchmark” on this site is a table with at least one row, as on /sota), ordered by row count. “Best model” is the first row in the archive's own order at snapshot; nothing is re-ranked here and metric direction is not recorded in the archive. PwC's Trend sparklines are not in the archive, so that column is omitted.

Syntology column: samples harvested from the paper's repositories and executed on synthesized fixtures; “ran” is not a correctness claim and does not order the table. A dash means no Syntology record for that paper, not a recorded non-run. Read from the graph 2026-09-24.

Libraries

Not in the archive: the export carries no per-task library table, so there is nothing to show at snapshot 2025-07-28.

Datasets archive 2025-07-28

1 dataset whose archive record lists this task, ordered by the archive's paper count.

Subtasks archive 2025-07-28

No subtask under this task in the archive's task tree.

Most implemented papers archive 2025-07-28

30 shown of 174 papers with code (755 tagged with this task in all), ordered by repositories listed in the archive, not by stars (the archive holds no stars, so PwC's “Social” and “Latest” sorts cannot be reproduced). Papers without a page here are shown as plain text.

• Gradient Harmonized Single-stage Detector
  13 Nov 2018 9 repositories listed Syntology ran 0 of 1 samples · 1 unverified
  Despite the great success of two-stage detectors, single-stage detector is still a more elegant and efficient way, yet suffers from the two well-known disharmonies during training, i.
• Analyzing and Improving the Training Dynamics of Diffusion Models
  5 Dec 2023 7 repositories listed Syntology ran 8 of 18 samples · 10 unverified · 6 pointer-only (licence)
  Diffusion models currently dominate the field of data-driven image synthesis with their unparalleled scaling to large datasets.
• Pylearn2: a machine learning research library
  20 Aug 2013 6 repositories listed
  Pylearn2 is a machine learning research library.
• PyPOTS: A Python Toolbox for Data Mining on Partially-Observed Time Series
  30 May 2023 5 repositories listed Syntology ran 0 of 21 samples · 21 unverified
  PyPOTS is an open-source Python library dedicated to data mining and analysis on multivariate partially-observed time series, i.
• VanillaNet: the Power of Minimalism in Deep Learning
  22 May 2023 5 repositories listed
  In this study, we introduce VanillaNet, a neural network architecture that embraces elegance in design.
• Wayformer: Motion Forecasting via Simple & Efficient Attention Networks
  12 Jul 2022 4 repositories listed
  In this paper, we present Wayformer, a family of attention based architectures for motion forecasting that are simple and homogeneous.
• Neural Network Distiller: A Python Package For DNN Compression Research
  27 Oct 2019 4 repositories listed
  This paper presents the philosophy, design and feature-set of Neural Network Distiller, an open-source Python package for DNN compression research.
• Antidote: Post-fine-tuning Safety Alignment for Large Language Models against Harmful Fine-tuning
  18 Aug 2024 3 repositories listed Syntology ran 3 of 5 samples · 2 unverified
  To this end, we propose Antidote, a post-fine-tuning stage solution, which remains \textbf{\textit{agnostic to the training hyper-parameters in the fine-tuning stage}}.
• AutoGluon-TimeSeries: AutoML for Probabilistic Time Series Forecasting
  10 Aug 2023 3 repositories listed
  We introduce AutoGluon-TimeSeries - an open-source AutoML library for probabilistic time series forecasting.
• A Simple Single-Scale Vision Transformer for Object Localization and Instance Segmentation
  17 Dec 2021 3 repositories listed
  In this paper, we comprehensively study three architecture design choices on ViT -- spatial reduction, doubled channels, and multiscale features -- and demonstrate that a vanilla ViT architecture can fulfill this goal…
• Scaling Language Models: Methods, Analysis & Insights from Training Gopher
  8 Dec 2021 3 repositories listed
  Language modelling provides a step towards intelligent communication systems by harnessing large repositories of written human knowledge to better predict and understand the world.
• ATHENA: A Framework based on Diverse Weak Defenses for Building Adversarial Defense
  2 Jan 2020 3 repositories listed Syntology ran 0 of 8 samples · 8 unverified
  There has been extensive research on developing defense techniques against adversarial attacks; however, they have been mainly designed for specific model families or application domains, therefore, they cannot be…
• MIOpen: An Open Source Library For Deep Learning Primitives
  30 Sep 2019 3 repositories listed
  Deep Learning has established itself to be a common occurrence in the business lexicon.
• Time Series Forecasting as Reasoning: A Slow-Thinking Approach with Reinforced LLMs
  12 Jun 2025 2 repositories listed
  Particularly, we design a fine-grained multi-objective reward specifically for time series forecasting, and then introduce GRIP (group-based relative importance for policy optimization), which leverages non-uniform…
• Toward Guidance-Free AR Visual Generation via Condition Contrastive Alignment
  12 Oct 2024 2 repositories listed Syntology ran 4 of 5 samples · 1 unverified
  Motivated by language model alignment methods, we propose \textit{Condition Contrastive Alignment} (CCA) to facilitate guidance-free AR visual generation with high performance and analyze its theoretical connection with…
• Medical SAM 2: Segment medical images as video via Segment Anything Model 2
  1 Aug 2024 2 repositories listed Syntology ran 7 of 11 samples · 4 unverified
  Medical image segmentation plays a pivotal role in clinical diagnostics and treatment planning, yet existing models often face challenges in generalization and in handling both 2D and 3D data uniformly.
• Dinomaly: The Less Is More Philosophy in Multi-Class Unsupervised Anomaly Detection
  23 May 2024 2 repositories listed Syntology ran 9 of 10 samples · 1 unverified
  Recent studies highlighted a practical setting of unsupervised anomaly detection (UAD) that builds a unified model for multi-class images.
• TinyLLaVA Factory: A Modularized Codebase for Small-scale Large Multimodal Models
  20 May 2024 2 repositories listed
  We present TinyLLaVA Factory, an open-source modular codebase for small-scale large multimodal models (LMMs) with a focus on simplicity of code implementations, extensibility of new features, and reproducibility of…
• I Think, Therefore I am: Benchmarking Awareness of Large Language Models Using AwareBench
  31 Jan 2024 2 repositories listed Syntology ran 1 of 4 samples · 3 unverified
  Do large language models (LLMs) exhibit any forms of awareness similar to humans?
• Can Generalist Foundation Models Outcompete Special-Purpose Tuning? Case Study in Medicine
  28 Nov 2023 2 repositories listed Syntology ran 0 of 10 samples · 10 unverified
  We find that prompting innovation can unlock deeper specialist capabilities and show that GPT-4 easily tops prior leading results for medical benchmarks.
• GAIA: a benchmark for General AI Assistants
  21 Nov 2023 2 repositories listed
  GAIA's philosophy departs from the current trend in AI benchmarks suggesting to target tasks that are ever more difficult for humans.
• Minigrid & Miniworld: Modular & Customizable Reinforcement Learning Environments for Goal-Oriented Tasks
  24 Jun 2023 2 repositories listed Syntology ran 0 of 6 samples · 6 unverified
  We present the Minigrid and Miniworld libraries which provide a suite of goal-oriented 2D and 3D environments.
• Online Map Vectorization for Autonomous Driving: A Rasterization Perspective
  18 Jun 2023 2 repositories listed
  However, current map vectorization methods often exhibit deviations, and the existing evaluation metric for map vectorization lacks sufficient sensitivity to detect these deviations.
• Decoupled Adversarial Contrastive Learning for Self-supervised Adversarial Robustness
  22 Jul 2022 2 repositories listed Syntology ran 6 of 8 samples · 2 unverified · 7 pointer-only (licence)
  Adversarial training (AT) for robust representation learning and self-supervised learning (SSL) for unsupervised representation learning are two active research fields.
• Active-Learning-as-a-Service: An Automatic and Efficient MLOps System for Data-Centric AI
  19 Jul 2022 2 repositories listed
  In data-centric AI, active learning (AL) plays a vital role, but current AL tools 1) require users to manually select AL strategies, and 2) can not perform AL tasks efficiently.
• FlowX: Towards Explainable Graph Neural Networks via Message Flows
  26 Jun 2022 2 repositories listed
  We investigate the explainability of graph neural networks (GNNs) as a step toward elucidating their working mechanisms.
• PaddleSpeech: An Easy-to-Use All-in-One Speech Toolkit
  20 May 2022 2 repositories listed
  PaddleSpeech is an open-source all-in-one speech toolkit.
• How Good Is NLP? A Sober Look at NLP Tasks through the Lens of Social Impact
  4 Jun 2021 2 repositories listed
  We lay the foundations via the moral philosophy definition of social good, propose a framework to evaluate the direct and indirect real-world impact of NLP tasks, and adopt the methodology of global priorities research…
• Expert Concept-Modeling Ground Truth Construction for Word Embeddings Evaluation in Concept-Focused Domains
  1 Dec 2020 2 repositories listed
  We present a novel, domain expert-controlled, replicable procedure for the construction of concept-modeling ground truths with the aim of evaluating the application of word embeddings.
• AXNet: ApproXimate computing using an end-to-end trainable neural network
  27 Jul 2018 2 repositories listed
  To guarantee the approximation quality, existing works deploy two neural networks (NNs), e.

Syntology lines on 12 of the papers shown; no Syntology record for the others (a paper without an arXiv id cannot be joined to the graph, and absence from the graph layer is not a recorded non-run). “Ran” means the sample executed on a synthesized fixture, not that the paper's result was reproduced. Read from the graph 2026-09-24.