EXPLORE / 06
Terms index
Specialized AI and software-development terms with concise explanations
Entity records
4520 records · 90/113
- 3561
Sim-to-Real
Technique of transferring policies trained in simulated environments to physical reality
Website pending - 3562
Long-Horizon Dependency
A property of sequential problems where current decisions significantly impact distant future states.
Website pending - 3563
Hierarchical Reinforcement Learning
An RL method that decomposes tasks into subgoals or high-level actions to simplify decision-making.
Website pending - 3564
L0 Regularization
A mathematical method that enforces model sparsity by minimizing the number of non-zero elements
Website pending - 3565
Sparse Neural Network
A network structure where most connection weights are zero, reducing computation and storage needs
Website pending - 3566
Non-exclusive Classification
A classification mechanism allowing a sample to belong to multiple categories simultaneously
Website pending - 3567
Branching Factor
The average number of child nodes per node in a search tree, affecting computational complexity.
Website pending - 3568
Ontology
A formal specification of concepts and their relationships, often used in knowledge graph construction.
Website pending - 3569
Entity Disambiguation
The process of determining which unique object in a knowledge base is referred to by an entity mention in text.
Website pending - 3570
CUDA kernel
Core parallel computation functions executed on NVIDIA GPUs
Website pending - 3571
Block-sparse matrix
A sparse data structure where non-zero elements are distributed in fixed-size blocks
Website pending - 3572
Knowledge Distillation
Technique transferring knowledge from a large model to a smaller or different one
Website pending - 3573
Hindsight Experience Replay
A technique that relabels failed trajectories as successes for other goals.
Website pending - 3574
Multi-Objective Optimization
The process of simultaneously handling multiple conflicting objective functions to find Pareto optimal solutions
Website pending - 3575
Multi-Goal Reinforcement Learning
An RL paradigm where an agent must achieve multiple distinct goals simultaneously or sequentially.
Website pending - 3576
Exploration Strategy
Mechanisms by which agents select actions in unknown environments to gather information
Website pending - 3577
Deep Learning
A subset of machine learning using multi-layered neural networks to model complex patterns.
Website pending - 3578
Meta-Reinforcement Learning
Learning paradigm enabling agents to quickly adapt to new tasks
Website pending - 3579
MAML
A meta-learning algorithm enabling fast adaptation via gradient updates.
Website pending - 3580
SGD
An optimization method updating parameters using mini-batches of data.
Website pending - 3581
First-Order Optimization
Parameter updates using only gradient information, not second derivatives
Website pending - 3582
Wasserstein Distance
A metric based on optimal transport theory used to measure the difference between two probability distributions
Website pending - 3583
Optimal Transport
Mathematical theory studying how to transform one probability distribution into another with minimal cost
Website pending - 3584
Baseline
Reference value subtracted from rewards to reduce gradient variance
Website pending - 3585
Variance Reduction
Techniques to lower stochastic gradient estimation noise for better convergence
Website pending - 3586
Transfer Learning
A method where knowledge gained from one task is applied to a different but related task.
Website pending - 3587
Evolutionary Strategies
Randomized optimization algorithm inspired by biological evolution, often used for black-box optimization
Website pending - 3588
Evolutionary Algorithm
Computational methods that simulate natural selection to optimize a set of candidate solutions.
Website pending - 3589
Policy Gradient
An RL method that performs gradient ascent directly on policy parameters to maximize expected return.
Website pending - 3590
Metalearning
A method where models learn how to learn, enabling rapid adaptation to new tasks.
Website pending - 3591
Compute
The ability to perform calculations, typically measured in FLOPs, serving as the core resource for training large models.
Website pending - 3592
Scaling Laws
Empirical rules describing how model performance improves with increased parameters, data, and compute.
Website pending - 3593
Emulator
Software that replicates legacy hardware systems to run classic software on modern computers.
Website pending - 3594
Emulator Backend
Software layer running legacy systems to provide standardized environments
Website pending - 3595
MDP
A mathematical framework for sequential decision-making problems, assuming future states depend only on the current state.
Website pending - 3596
Theorem Proving
The process of verifying the truth or falsity of mathematical propositions using formal logical rules.
Website pending - 3597
Policy Representation
Mapping an agent's decision rules to a vector space for learning and generalization
Website pending - 3598
Unsupervised Pre-training
Learning general language representations using massive unlabeled data
Website pending - 3599
Imitation Learning
A method where agents learn strategies by observing expert behavior
Website pending - 3600
1x1 Convolution
Convolution with a 1x1 kernel, commonly used for linear transformations across channels or dimensionality reduction.
Website pending