Unity

Benchmarks archive 2025-07-28

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Libraries

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Datasets archive 2025-07-28

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Subtasks archive 2025-07-28

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Most implemented papers archive 2025-07-28

30 shown of 93 papers with code (378 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.

• Unity: A General Platform for Intelligent Agents
  7 Sep 2018 55 repositories listed Syntology ran 7 of 44 samples · 37 unverified
  Recent advances in artificial intelligence have been driven by the presence of increasingly realistic and complex simulated environments.
• The Tsetlin Machine - A Game Theoretic Bandit Driven Approach to Optimal Pattern Recognition with Propositional Logic
  4 Apr 2018 16 repositories listed Syntology ran 1 of 1 samples · 0 unverified
  Our theoretical analysis establishes that the Nash equilibria of the game align with the propositional formulas that provide optimal pattern recognition accuracy.
• A Regression Tsetlin Machine with Integer Weighted Clauses for Compact Pattern Representation
  4 Feb 2020 5 repositories listed
  Although the RTM has solved non-linear regression problems with competitive accuracy, the resolution of the output is proportional to the number of clauses employed.
• Unity by Diversity: Improved Representation Learning in Multimodal VAEs
  8 Mar 2024 4 repositories listed Syntology ran 8 of 9 samples · 1 unverified · 4 pointer-only (licence)
  Such architectures impose hard constraints on the model.
• Flightmare: A Flexible Quadrotor Simulator
  1 Sep 2020 3 repositories listed
  State-of-the-art quadrotor simulators have a rigid and highly-specialized structure: either are they really fast, physically accurate, or photo-realistic.
• 3D Dynamic Scene Graphs: Actionable Spatial Perception with Places, Objects, and Humans
  15 Feb 2020 3 repositories listed Syntology ran 0 of 4 samples · 4 unverified
  Our second contribution is to provide the first fully automatic Spatial PerceptIon eNgine(SPIN) to build a DSG from visual-inertial data.
• Reinforcement Learning from Hierarchical Critics
  8 Feb 2019 3 repositories listed
  Within the actor-critic RL, we introduce multiple cooperative critics from two levels of the hierarchy and propose a reinforcement learning from hierarchical critics (RLHC) algorithm.
• Pac-Man Pete: An extensible framework for building AI in VEX Robotics
  25 Nov 2022 2 repositories listed
  This technical report details VEX Robotics team BLRSAI's development of a fully autonomous robot for VEX Robotics' Tipping Point AI Competition.
• Open-Source Morphology for Endangered Mordvinic Languages
  11 Nov 2020 2 repositories listed
  This document describes shared development of finite-state description of two closely related but endangered minority languages, Erzya and Moksha.
• Simulating Content Consistent Vehicle Datasets with Attribute Descent
  18 Dec 2019 2 repositories listed
  Between synthetic and real data, there is a two-level domain gap, i.
• Self-Supervised Exploration via Disagreement
  10 Jun 2019 2 repositories listed
  In this paper, we propose a formulation for exploration inspired by the work in active learning literature.
• Arena: A General Evaluation Platform and Building Toolkit for Multi-Agent Intelligence
  17 May 2019 2 repositories listed Syntology ran 0 of 3 samples · 3 unverified
  That is, there is not yet a general evaluation platform for research on multi-agent intelligence.
• DeepGesture: A conversational gesture synthesis system based on emotions and semantics
  3 Jul 2025 1 repository listed
  Along with the explosion of large language models, improvements in speech synthesis, advancements in hardware, and the evolution of computer graphics, the current bottleneck in creating digital humans lies in generating…
• K²IE: Kernel Method-based Kernel Intensity Estimators for Inhomogeneous Poisson Processes
  30 May 2025 1 repository listed Syntology ran 2 of 3 samples · 1 unverified · 3 pointer-only (licence)
  Kernel method-based intensity estimators, formulated within reproducing kernel Hilbert spaces (RKHSs), and classical kernel intensity estimators (KIEs) have been among the most easy-to-implement and feasible methods for…
• Primality Testing via Circulant Matrix Eigenvalue Structure: A Novel Approach Using Cyclotomic Field Theory
  28 Apr 2025 1 repository listed
  We demonstrate that the eigenvalue patterns of these matrices reveal fundamental distinctions between prime and composite numbers, leading to a deterministic primality test.
• GSAC: Leveraging Gaussian Splatting for Photorealistic Avatar Creation with Unity Integration
  17 Apr 2025 1 repository listed
  Our pipeline incorporates a novel Gaussian splatting technique with customized preprocessing that enables the user of "in the wild" monocular video capture, detailed facial expression reconstruction and embedding within…
• Unity is Strength: Unifying Convolutional and Transformeral Features for Better Person Re-Identification
  23 Dec 2024 1 repository listed
  We propose a novel fusion framework called FusionReID to unify the strengths of CNNs and Transformers for image-based person ReID.
• HOLa: HoloLens Object Labeling
  6 Dec 2024 1 repository listed
  In the context of medical Augmented Reality (AR) applications, object tracking is a key challenge and requires a significant amount of annotation masks.
• Perceptual Similarity for Measuring Decision-Making Style and Policy Diversity in Games
  12 Aug 2024 1 repository listed
  Defining and measuring decision-making styles, also known as playstyles, is crucial in gaming, where these styles reflect a broad spectrum of individuality and diversity.
• How Well Do LLMs Identify Cultural Unity in Diversity?
  9 Aug 2024 1 repository listed
  In this study, we introduce a benchmark dataset CUNIT for evaluating decoder-only LLMs in understanding the cultural unity of concepts.
• THOR2: Topological Analysis for 3D Shape and Color-Based Human-Inspired Object Recognition in Unseen Environments
  2 Aug 2024 1 repository listed
  Visual object recognition in unseen and cluttered indoor environments is a challenging problem for mobile robots.
• Differentiable Neural-Integrated Meshfree Method for Forward and Inverse Modeling of Finite Strain Hyperelasticity
  15 Jul 2024 1 repository listed
  The present study aims to extend the novel physics-informed machine learning approach, specifically the neural-integrated meshfree (NIM) method, to model finite-strain problems characterized by nonlinear elasticity and…
• ReactAIvate: A Deep Learning Approach to Predicting Reaction Mechanisms and Unmasking Reactivity Hotspots
  14 Jul 2024 1 repository listed
  A chemical reaction mechanism (CRM) is a sequence of molecular-level events involving bond-breaking/forming processes, generating transient intermediates along the reaction pathway as reactants transform into products.
• A Benchmark Environment for Offline Reinforcement Learning in Racing Games
  12 Jul 2024 1 repository listed
  The environment simulates a single-agent racing game in which the objective is to complete the track through optimal navigation.
• Ensemble and Mixture-of-Experts DeepONets For Operator Learning
  20 May 2024 1 repository listed
  We also present a spatial mixture-of-experts (MoE) DeepONet trunk network architecture that utilizes a partition-of-unity (PoU) approximation to promote spatial locality and model sparsity in the operator learning…
• WheelPose: Data Synthesis Techniques to Improve Pose Estimation Performance on Wheelchair Users
  25 Apr 2024 1 repository listed
  We present a data synthesis pipeline to address this disparity in data collection and subsequently improve pose estimation performance for wheelchair users.
• WROOM: An Autonomous Driving Approach for Off-Road Navigation
  12 Apr 2024 1 repository listed
  Off-road navigation is a challenging problem both at the planning level to get a smooth trajectory and at the control level to avoid flipping over, hitting obstacles, or getting stuck at a rough patch.
• ThemeStation: Generating Theme-Aware 3D Assets from Few Exemplars
  22 Mar 2024 1 repository listed
  To this end, we design a two-stage framework that draws a concept image first, followed by a reference-informed 3D modeling stage.
• Bring Your Own Character: A Holistic Solution for Automatic Facial Animation Generation of Customized Characters
  21 Feb 2024 1 repository listed
  In our solution, a deep learning model was first trained to retarget the facial expression from input face images to virtual human faces by estimating the blendshape coefficients.
• A comparison of RL-based and PID controllers for 6-DOF swimming robots: hybrid underwater object tracking
  29 Jan 2024 1 repository listed
  We use established methods for vision-based tracking and introduce a centralized DQN controller.

Syntology lines on 6 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.