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Playing the Game of 2048

Papers

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Showing 1–50 of 57 papers

TitleStatusHype
GSPMD: General and Scalable Parallelization for ML Computation GraphsCode2
Train Short, Test Long: Attention with Linear Biases Enables Input Length ExtrapolationCode2
PFGM++: Unlocking the Potential of Physics-Inspired Generative ModelsCode2
Spatial-Separated Curve Rendering Network for Efficient and High-Resolution Image HarmonizationCode1
Parallel Context Windows for Large Language ModelsCode1
Efficient Human Pose Estimation via 3D Event Point CloudCode1
Optimistic Temporal Difference Learning for 2048Code1
Reconstruction of Perceived Images from fMRI Patterns and Semantic Brain Exploration using Instance-Conditioned GANsCode1
Faster Person Re-IdentificationCode1
Long Short-Term Transformer for Online Action DetectionCode1
On Reinforcement Learning for the Game of 2048Code1
Pavementscapes: a large-scale hierarchical image dataset for asphalt pavement damage segmentationCode1
Planning in Stochastic Environments with a Learned ModelCode1
Highly Scalable Deep Learning Training System with Mixed-Precision: Training ImageNet in Four Minutes—0
How to Memorize a Random 60-Bit String—0
Improving BPSO-based feature selection applied to offline WI handwritten signature verification through overfitting control—0
Interference Cancellation Based Channel Estimation for Massive MIMO Systems with Time Shifted Pilots—0
LANNS: A Web-Scale Approximate Nearest Neighbor Lookup System—0
Learning Word Embeddings from the Portuguese Twitter Stream: A Study of some Practical Aspects—0
You Can't Count on Luck: Why Decision Transformers and RvS Fail in Stochastic Environments—0
Accelerating Markov Random Field Inference with Uncertainty Quantification—0
A Hardware-Efficient ADMM-Based SVM Training Algorithm for Edge Computing—0
A Hitchhiker's Guide On Distributed Training of Deep Neural Networks—0
An Affective Robot Companion for Assisting the Elderly in a Cognitive Game Scenario—0
An Interpretable Machine Vision Approach to Human Activity Recognition using Photoplethysmograph Sensor Data—0
An Investigation of Feature Selection and Transfer Learning for Writer-Independent Offline Handwritten Signature Verification—0
A Parallel Algorithm for Exact Bayesian Structure Discovery in Bayesian Networks—0
Automatic Node Selection for Deep Neural Networks using Group Lasso Regularization—0
Dense Dual-Path Network for Real-time Semantic Segmentation—0
DVHN: A Deep Hashing Framework for Large-scale Vehicle Re-identification—0
Efficient Video Semantic Segmentation with Labels Propagation and Refinement—0
M6-T: Exploring Sparse Expert Models and Beyond—0
Multi-Stage Temporal Difference Learning for 2048-like Games—0
Objective-Based Hierarchical Clustering of Deep Embedding Vectors—0
The Economics of Orbit Use: Open Access, External Costs, and Runaway Debris Growth—0
Pathways: Asynchronous Distributed Dataflow for ML—0
Rapid Person Re-Identification via Sub-space Consistency Regularization—0
Real-Time Semantic Segmentation via Multiply Spatial Fusion Network—0
Scalable Reverse Image Search Engine for NASAWorldview—0
Seeded Ising Model and Statistical Natures of Human Iris Templates—0
Towards Efficient and Exact MAP-Inference for Large Scale Discrete Computer Vision Problems via Combinatorial Optimization—0
Towards Sampling from Nondirected Probabilistic Graphical models using a D-Wave Quantum Annealer—0
Why Out-of-distribution Detection in CNNs Does Not Like Mahalanobis -- and What to Use Instead—0
Training EfficientNets at Supercomputer Scale: 83% ImageNet Top-1 Accuracy in One Hour—0
Playing 2048 With Reinforcement LearningCode0
MG-WFBP: Merging Gradients Wisely for Efficient Communication in Distributed Deep LearningCode0
Scaling Distributed Training of Flood-Filling Networks on HPC Infrastructure for Brain MappingCode0
Beyond 512 Tokens: Siamese Multi-depth Transformer-based Hierarchical Encoder for Long-Form Document MatchingCode0
Mastering 2048 with Delayed Temporal Coherence Learning, Multi-Stage Weight Promotion, Redundant Encoding and Carousel ShapingCode0
Decoder-tailored Polar Code Design Using the Genetic AlgorithmCode0
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Benchmark Results

#ModelMetricClaimedVerifiedStatus
1Stochastic MuzeroAverage Score500,000—Unverified
2AlphaZero (With Simulator)Average Score500,000—Unverified
3MuZeroAverage Score300,000—Unverified
4Beam SearchAverage Score1,024—Unverified
5DQN (1000 episodes)Average Score256—Unverified