SOTAVerified

Playing the Game of 2048

Papers

Showing 1–50 of 57 papers

TitleStatusHype
PFGM++: Unlocking the Potential of Physics-Inspired Generative ModelsCode2
GSPMD: General and Scalable Parallelization for ML Computation GraphsCode2
Train Short, Test Long: Attention with Linear Biases Enables Input Length ExtrapolationCode2
Faster Person Re-IdentificationCode1
Pavementscapes: a large-scale hierarchical image dataset for asphalt pavement damage segmentationCode1
Parallel Context Windows for Large Language ModelsCode1
Optimistic Temporal Difference Learning for 2048Code1
Spatial-Separated Curve Rendering Network for Efficient and High-Resolution Image HarmonizationCode1
Reconstruction of Perceived Images from fMRI Patterns and Semantic Brain Exploration using Instance-Conditioned GANsCode1
Planning in Stochastic Environments with a Learned ModelCode1
On Reinforcement Learning for the Game of 2048Code1
Long Short-Term Transformer for Online Action DetectionCode1
Efficient Human Pose Estimation via 3D Event Point CloudCode1
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
Characterizing the Efficiency vs. Accuracy Trade-off for Long-Context NLP ModelsCode0
Decoder-tailored Polar Code Design Using the Genetic AlgorithmCode0
Distributed Deep Reinforcement Learning: Learn how to play Atari games in 21 minutesCode0
Genetic Algorithm-based Polar Code Construction for the AWGN ChannelCode0
GShard: Scaling Giant Models with Conditional Computation and Automatic ShardingCode0
ImageNet Training in MinutesCode0
Improving Electron Micrograph Signal-to-Noise with an Atrous Convolutional Encoder-DecoderCode0
Mastering 2048 with Delayed Temporal Coherence Learning, Multi-Stage Weight Promotion, Redundant Encoding and Carousel ShapingCode0
MG-WFBP: Merging Gradients Wisely for Efficient Communication in Distributed Deep LearningCode0
Perceptual Similarity for Measuring Decision-Making Style and Policy Diversity in GamesCode0
Playing 2048 With Reinforcement LearningCode0
Towards Efficient and Exact MAP-Inference for Large Scale Discrete Computer Vision Problems via Combinatorial Optimization—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
DVHN: A Deep Hashing Framework for Large-scale Vehicle Re-identification—0
Towards Sampling from Nondirected Probabilistic Graphical models using a D-Wave Quantum Annealer—0
Accelerating Markov Random Field Inference with Uncertainty Quantification—0
Multi-Stage Temporal Difference Learning for 2048-like Games—0
Objective-Based Hierarchical Clustering of Deep Embedding Vectors—0
Dense Dual-Path Network for Real-time Semantic Segmentation—0
The Economics of Orbit Use: Open Access, External Costs, and Runaway Debris Growth—0
Automatic Node Selection for Deep Neural Networks using Group Lasso Regularization—0
A Parallel Algorithm for Exact Bayesian Structure Discovery in Bayesian Networks—0
Pathways: Asynchronous Distributed Dataflow for ML—0
An Investigation of Feature Selection and Transfer Learning for Writer-Independent Offline Handwritten Signature Verification—0
Why Out-of-distribution Detection in CNNs Does Not Like Mahalanobis -- and What to Use Instead—0
An Interpretable Machine Vision Approach to Human Activity Recognition using Photoplethysmograph Sensor Data—0
An Affective Robot Companion for Assisting the Elderly in a Cognitive Game Scenario—0
You Can't Count on Luck: Why Decision Transformers and RvS Fail in Stochastic Environments—0
Rapid Person Re-Identification via Sub-space Consistency Regularization—0
Real-Time Semantic Segmentation via Multiply Spatial Fusion Network—0
A Hitchhiker's Guide On Distributed Training of Deep Neural Networks—0
Scalable Reverse Image Search Engine for NASAWorldview—0
M6-T: Exploring Sparse Expert Models and Beyond—0
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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