EXPLORE / 06
Terms index
Specialized AI and software-development terms with concise explanations
Entity records
4676 records · 95/117
- 3761
Zero-Sum Game
Game model where one party's gain equals the other's loss, common in competitive games
Website pending - 3762
Intrinsic Motivation
Behavior driven by internal psychological states like curiosity, rather than external rewards
Website pending - 3763
Jacobian Matrix
Matrix of first-order partial derivatives describing local linear approximation, used for computing transformation volume elements
Website pending - 3764
Normalizing Flow
A generative model that maps simple distributions to complex target distributions via invertible transformations
Website pending - 3765
Neural ODE
Treats neural networks as continuous-time dynamical systems, describing hidden state changes via differential equations
Website pending - 3766
Task Decomposition
The process of breaking down complex problems into independently solvable sub-problems.
Website pending - 3767
Iterated Amplification
A technique training AI by recursively decomposing tasks and amplifying human judgment.
Website pending - 3768
Open Source
Software licensing model that allows source code to be viewed, modified, and distributed
Website pending - 3769
Sparse Reward
An environment characteristic where feedback is provided only upon task completion or rarely, making exploration difficult.
Website pending - 3770
Intrinsic Reward
A non-environmental reward signal driven by the agent's internal state uncertainty or novelty.
Website pending - 3771
Random Network Distillation (RND)
An exploration method generating intrinsic rewards by minimizing the difference between a target random network and a predictor network.
Website pending - 3772
Cross-Domain Transfer
Applying knowledge learned in one domain or task to a different but related domain or task.
Website pending - 3773
Energy-Based Model
A generative framework that assigns an energy score to data points rather than explicitly modeling probability distributions.
Website pending - 3774
Offline Learning
Method of training policies using historical data without real-time environment interaction
Website pending - 3775
Model-Based RL
Reinforcement learning approach that learns environment dynamics to aid decision-making and planning
Website pending - 3776
Batch Size
The number of samples used in one iteration of parameter update.
Website pending - 3777
Gradient Noise Scale
A statistical measure quantifying the difference between mini-batch gradient estimates and full-data gradients.
Website pending - 3778
Long-term AI Safety
Research field focusing on existential risks posed by future superintelligence
Website pending - 3779
Computational Complexity
A theoretical measure of resources (time, space) required to solve a specific problem
Website pending - 3780
Robust Classification
The ability of a model to maintain accurate predictions despite input perturbations or noise
Website pending - 3781
Exploration
The process where an agent tries new actions to discover unknown states or rewards.
Website pending - 3782
MARL
A method where multiple agents learn policies via trial-and-error in a shared environment.
Website pending - 3783
Neuron Interaction
The mechanism of signal transmission and collaboration between nodes in a neural network
Website pending - 3784
Capped-Profit Company
A corporate form that allows profit-making but caps returns or directs surplus to social good
Website pending - 3785
Mode Coverage
The ability of a generative model to cover all major modes in the data distribution.
Website pending - 3786
Energy-Based Model (EBM)
A generative model that defines a data distribution via an energy function.
Website pending - 3787
Next Token Prediction
Task of predicting the probability distribution of the next discrete unit based on preceding sequences.
Website pending - 3788
Adversarial Perturbation
Carefully crafted small noise added to inputs to mislead model outputs
Website pending - 3789
Generative Modeling
Machine learning method that learns data distributions to generate new samples.
Website pending - 3790
Sparse Attention
A mechanism that computes attention only between selected positions to reduce complexity.
Website pending - 3791
Collective Action Problem
A situation where individual rational choices lead to suboptimal group outcomes.
Website pending - 3792
Supercomputing
High-performance computing systems for massive complex tasks
Website pending - 3793
Co-adaptation
The process where multiple entities mutually adjust their behaviors during interaction to optimize performance
Website pending - 3794
Emergence
Properties or behaviors arising from complex systems that are not present in individual components
Website pending - 3795
Adversarial Attack
Techniques that use small perturbations to mislead ML models into making incorrect predictions.
Website pending - 3796
Sim-to-Real Transfer
The process of applying models trained in computer simulations directly to robots in the physical world.
Website pending - 3797
Automatic Domain Randomization
A training technique that improves policy robustness by progressively expanding the distribution of simulation environment parameters.
Website pending - 3798
Model Weights
Parameters obtained after neural network training that determine specific model behavior
Website pending - 3799
Staged Release
Strategy of gradually releasing model capabilities or weights to assess risks and refine safety measures
Website pending - 3800
Safety Constraints
Hard conditions limiting agent behavior to prevent harm or rule violations.
Website pending