Parameter Prediction

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

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

16 shown of 16 papers with code (51 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.

• Diet Networks: Thin Parameters for Fat Genomics
  28 Nov 2016 5 repositories listed Syntology ran 2 of 3 samples · 1 unverified · 3 pointer-only (licence)
  It is based on the idea that we can first learn or provide a distributed representation for each input feature (e.
• Learning an Explicit Hyperparameter Prediction Function Conditioned on Tasks
  6 Jul 2021 3 repositories listed
  Meta learning has attracted much attention recently in machine learning community.
• WISE: Whitebox Image Stylization by Example-based Learning
  29 Jul 2022 2 repositories listed
  Image-based artistic rendering can synthesize a variety of expressive styles using algorithmic image filtering.
• OmniESI: A unified framework for enzyme-substrate interaction prediction with progressive conditional deep learning
  22 Jun 2025 1 repository listed
  Understanding and modeling enzyme-substrate interactions is crucial for catalytic mechanism research, enzyme engineering, and metabolic engineering.
• Synthesis of discrete-continuous quantum circuits with multimodal diffusion models
  2 Jun 2025 1 repository listed
  Efficiently compiling quantum operations remains a major bottleneck in scaling quantum computing.
• Machine Learning Models for Soil Parameter Prediction Based on Satellite, Weather, Clay and Yield Data
  28 Mar 2025 1 repository listed
  Efficient nutrient management and precise fertilization are essential for advancing modern agriculture, particularly in regions striving to optimize crop yields sustainably.
• Deep learning and whole-brain networks for biomarker discovery: modeling the dynamics of brain fluctuations in resting-state and cognitive tasks
  26 Dec 2024 1 repository listed
  Objective: This study evaluates bifurcation parameters from a whole-brain network model as biomarkers for distinguishing brain states associated with resting-state and task-based cognitive conditions.
• Locate n' Rotate: Two-stage Openable Part Detection with Foundation Model Priors
  17 Dec 2024 1 repository listed
  In this paper, we propose a Transformer-based Openable Part Detection (OPD) framework named Multi-feature Openable Part Detection (MOPD) that incorporates perceptual grouping and geometric priors, outperforming previous…
• TaskBench: Benchmarking Large Language Models for Task Automation
  30 Nov 2023 1 repository listed
  To address this, we introduce TaskBench, a comprehensive framework to evaluate the capability of LLMs in task automation.
• Controlling Geometric Abstraction and Texture for Artistic Images
  31 Jul 2023 1 repository listed
  We present a novel method for the interactive control of geometric abstraction and texture in artistic images.
• Forest Parameter Prediction by Multiobjective Deep Learning of Regression Models Trained with Pseudo-Target Imputation
  19 Jun 2023 1 repository listed
  These results are consistent for experiments on above-ground biomass prediction in Tanzania and stem volume prediction in Norway, representing a diversity in parameters and forest types that emphasises the robustness of…
• ParamNet: A Dynamic Parameter Network for Fast Multi-to-One Stain Normalization
  11 May 2023 1 repository listed
  Stain normalization can effectively reduce the differences in color and brightness of digital pathology images, thus improving the performance of computer-aided diagnostic systems.
• Estimating relative diffusion from 3D micro-CT images using CNNs
  4 Aug 2022 1 repository listed
  In the past several years, convolutional neural networks (CNNs) have proven their capability to predict characteristic quantities in porous media research directly from pore-space geometries.
• Parameter Prediction for Unseen Deep Architectures
  25 Oct 2021 1 repository listed Syntology ran 6 of 7 samples · 1 unverified · 2 pointer-only (licence)
  We introduce a large-scale dataset of diverse computational graphs of neural architectures - DeepNets-1M - and use it to explore parameter prediction on CIFAR-10 and ImageNet.
• Decision Trees for Decision-Making under the Predict-then-Optimize Framework
  29 Feb 2020 1 repository listed Syntology ran 0 of 6 samples · 6 unverified
  We consider the use of decision trees for decision-making problems under the predict-then-optimize framework.
• Image Question Answering using Convolutional Neural Network with Dynamic Parameter Prediction
  18 Nov 2015 1 repository listed
  We tackle image question answering (ImageQA) problem by learning a convolutional neural network (CNN) with a dynamic parameter layer whose weights are determined adaptively based on questions.

Syntology lines on 3 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.