Prediction

Benchmarks archive 2025-07-28

2 leaderboard tables shown for this task, 2 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

3 datasets 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 2,835 papers with code (8,760 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.

• "Why Should I Trust You?": Explaining the Predictions of Any Classifier
  16 Feb 2016 27 repositories listed Syntology ran 5 of 19 samples · 14 unverified
  Despite widespread adoption, machine learning models remain mostly black boxes.
• Variational Graph Auto-Encoders
  21 Nov 2016 22 repositories listed Syntology ran 7 of 13 samples · 6 unverified
  We introduce the variational graph auto-encoder (VGAE), a framework for unsupervised learning on graph-structured data based on the variational auto-encoder (VAE).
• Deep Interest Network for Click-Through Rate Prediction
  21 Jun 2017 18 repositories listed
  In this way, user features are compressed into a fixed-length representation vector, in regardless of what candidate ads are.
• Deeper Depth Prediction with Fully Convolutional Residual Networks
  1 Jun 2016 18 repositories listed Syntology ran 0 of 5 samples · 5 unverified
  This paper addresses the problem of estimating the depth map of a scene given a single RGB image.
• Vision Transformers for Dense Prediction
  24 Mar 2021 15 repositories listed Syntology ran 54 of 116 samples · 62 unverified · 15 pointer-only (licence)
  We introduce dense vision transformers, an architecture that leverages vision transformers in place of convolutional networks as a backbone for dense prediction tasks.
• Deep Interest Evolution Network for Click-Through Rate Prediction
  11 Sep 2018 15 repositories listed Syntology ran 0 of 14 samples · 14 unverified
  Easy-to-use, Modular and Extendible package of deep-learning based CTR models.
• Curiosity-driven Exploration by Self-supervised Prediction
  15 May 2017 13 repositories listed Syntology ran 16 of 32 samples · 16 unverified · 14 pointer-only (licence)
  In many real-world scenarios, rewards extrinsic to the agent are extremely sparse, or absent altogether.
• Product-based Neural Networks for User Response Prediction
  1 Nov 2016 11 repositories listed
  Predicting user responses, such as clicks and conversions, is of great importance and has found its usage in many Web applications including recommender systems, web search and online advertising.
• Inductive Relation Prediction by Subgraph Reasoning
  16 Nov 2019 10 repositories listed Syntology ran 1 of 1 samples · 0 unverified · 1 pointer-only (licence)
  The dominant paradigm for relation prediction in knowledge graphs involves learning and operating on latent representations (i.
• Accident Risk Prediction based on Heterogeneous Sparse Data: New Dataset and Insights
  19 Sep 2019 10 repositories listed
  Further, we have shown the impact of traffic information, time, and points-of-interest data for real-time accident prediction.
• T-GCN: A Temporal Graph ConvolutionalNetwork for Traffic Prediction
  12 Nov 2018 10 repositories listed Syntology ran 0 of 5 samples · 5 unverified
  However, traffic forecasting has always been considered an open scientific issue, owing to the constraints of urban road network topological structure and the law of dynamic change with time, namely, spatial dependence…
• Product-based Neural Networks for User Response Prediction over Multi-field Categorical Data
  1 Jul 2018 10 repositories listed
  User response prediction is a crucial component for personalized information retrieval and filtering scenarios, such as recommender system and web search.
• Evidential Deep Learning to Quantify Classification Uncertainty
  5 Jun 2018 10 repositories listed Syntology ran 4 of 5 samples · 1 unverified
  Deterministic neural nets have been shown to learn effective predictors on a wide range of machine learning problems.
• Link Prediction Based on Graph Neural Networks
  27 Feb 2018 10 repositories listed Syntology ran 0 of 2 samples · 2 unverified · 2 pointer-only (licence)
  The theory unifies a wide range of heuristics in a single framework, and proves that all these heuristics can be well approximated from local subgraphs.
• A Deep Reinforced Model for Abstractive Summarization
  11 May 2017 10 repositories listed
  We introduce a neural network model with a novel intra-attention that attends over the input and continuously generated output separately, and a new training method that combines standard supervised word prediction and…
• Complex Embeddings for Simple Link Prediction
  20 Jun 2016 9 repositories listed
  In statistical relational learning, the link prediction problem is key to automatically understand the structure of large knowledge bases.
• Multi-Scale Context Aggregation by Dilated Convolutions
  23 Nov 2015 9 repositories listed Syntology ran 2 of 8 samples · 6 unverified · 2 pointer-only (licence)
  State-of-the-art models for semantic segmentation are based on adaptations of convolutional networks that had originally been designed for image classification.
• Scheduled Sampling for Sequence Prediction with Recurrent Neural Networks
  9 Jun 2015 9 repositories listed Syntology ran 0 of 8 samples · 8 unverified
  Recurrent Neural Networks can be trained to produce sequences of tokens given some input, as exemplified by recent results in machine translation and image captioning.
• CycleMLP: A MLP-like Architecture for Dense Prediction
  21 Jul 2021 8 repositories listed Syntology ran 8 of 15 samples · 7 unverified · 1 pointer-only (licence)
  We build a family of models which surpass existing MLPs and even state-of-the-art Transformer-based models, e.
• On human motion prediction using recurrent neural networks
  6 May 2017 8 repositories listed Syntology ran 3 of 5 samples · 2 unverified · 3 pointer-only (licence)
  Human motion modelling is a classical problem at the intersection of graphics and computer vision, with applications spanning human-computer interaction, motion synthesis, and motion prediction for virtual and augmented…
• Utilizing Self-supervised Representations for MOS Prediction
  7 Apr 2021 7 repositories listed Syntology ran 0 of 1 samples · 1 unverified
  In this paper, we use self-supervised pre-trained models for MOS prediction.
• Dense Contrastive Learning for Self-Supervised Visual Pre-Training
  18 Nov 2020 7 repositories listed Syntology ran 3 of 3 samples · 0 unverified · 3 pointer-only (licence)
  Compared to the baseline method MoCo-v2, our method introduces negligible computation overhead (only <1% slower), but demonstrates consistently superior performance when transferring to downstream dense prediction tasks…
• FLEN: Leveraging Field for Scalable CTR Prediction
  12 Nov 2019 7 repositories listed
  By suitably exploiting field information, the field-wise bi-interaction pooling captures both inter-field and intra-field feature conjunctions with a small number of model parameters and an acceptable time complexity…
• Mesh R-CNN
  6 Jun 2019 7 repositories listed
  We propose a system that detects objects in real-world images and produces a triangle mesh giving the full 3D shape of each detected object.
• Deep Session Interest Network for Click-Through Rate Prediction
  16 May 2019 7 repositories listed Syntology ran 2 of 11 samples · 9 unverified
  Easy-to-use, Modular and Extendible package of deep-learning based CTR models.
• Recurrent Neural Networks for Multivariate Time Series with Missing Values
  6 Jun 2016 7 repositories listed Syntology ran 1 of 3 samples · 2 unverified · 2 pointer-only (licence)
  Multivariate time series data in practical applications, such as health care, geoscience, and biology, are characterized by a variety of missing values.
• Heterogeneous networks in drug-target interaction prediction
  22 Apr 2025 6 repositories listed
  Prior to discussing papers, we briefly introduce the datasets commonly used with these methods and measurements to assess their performance.
• EfficientViT: Multi-Scale Linear Attention for High-Resolution Dense Prediction
  29 May 2022 6 repositories listed Syntology ran 4 of 4 samples · 0 unverified
  Without performance loss on Cityscapes, our EfficientViT provides up to 13.
• Masked Feature Prediction for Self-Supervised Visual Pre-Training
  16 Dec 2021 6 repositories listed
  We present Masked Feature Prediction (MaskFeat) for self-supervised pre-training of video models.
• BARS-CTR: Open Benchmarking for Click-Through Rate Prediction
  12 Sep 2020 6 repositories listed Syntology ran 0 of 1 samples · 1 unverified
  We have publicly released the benchmarking code, evaluation protocols, and hyper-parameter settings of our work to promote reproducible research in this field.

Syntology lines on 20 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.