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Component of artificial intelligence systems
In the field of artificial intelligence, an inference engine is a software component of an intelligent system that applies logical rules to the knowledge
Inference_engine
Steps in reasoning
Inferences are steps in logical reasoning, moving from premises to logical consequences. Inference is traditionally divided into deduction and induction
Inference
Method of forming inferences
reasoning) is an inference method described colloquially as working backward from the goal. It is used in automated theorem provers, inference engines, proof assistants
Backward_chaining
Artificial intelligence project
Level) modules were described in Lenat and Guha's textbook, but the Cyc inference engine code and the full list of HL modules are Cycorp-proprietary. The project
Cyc
Computer system emulating human expert
subsystems: 1) a knowledge base, which represents facts and rules; and 2) an inference engine, which applies the rules to the known facts to deduce new facts, and
Expert_system
Open-source software for large language model inference
forms of distributed inference. PyTorch has described vLLM as a high-throughput, memory-efficient inference and serving engine that supports a range
VLLM
Inference engine in an expert system
reasoning) is one of the two main methods of reasoning when using an inference engine and can be described logically as repeated application of modus ponens
Forward_chaining
Type of software system
more frequently than other parts of the application code. Rules engines or inference engines serve as pluggable software components which execute business
Business_rules_engine
Software able to infer logical consequences
reasoner generalizes that of an inference engine, by providing a richer set of mechanisms to work with. The inference rules are commonly specified by
Semantic_reasoner
Nvidia software development kit for deep learning inference
and ONNX, and compile them into optimized runtime engines for low-latency and high-throughput inference. In current Nvidia documentation, the TensorRT name
TensorRT
Hypothesis in neuroscience
energy principle is based on the Bayesian idea of the brain as an "inference engine". Under the free energy principle, systems pursue paths of least surprise
Free_energy_principle
Method of deriving conclusions
Rules of inference are ways of deriving conclusions from premises. They are integral parts of formal logic, serving as the logical structure of valid
Rule_of_inference
Open-source framework for large language model inference
with a runtime for high-throughput inference. The project is designed for low latency and high-throughput inference workloads, and its documentation describes
SGLang
Subfield of computer science and logic
intelligence Casuistry • Case-based reasoning Abductive reasoning Inference engine Commonsense reasoning International Joint Conference on Automated Reasoning
Automated_reasoning
Computer program that uses a knowledge base and reasoning to solve problems
reasoning system that allows them to derive new knowledge, known as an inference engine. The knowledge base contains domain-specific facts and rules about
Knowledge-based_systems
American semiconductor company
applications such as inference engines. Products include its wafer scale engine (WSE)-3 semiconductors, its CS-3 supercomputers, and its "AI inference cloud" and
Cerebras_Systems
Field of artificial intelligence
programs, and ontologies. Examples of automated reasoning engines include inference engines, theorem provers, model generators, and classifiers. In a
Knowledge representation and reasoning
Knowledge_representation_and_reasoning
structured generation and high-performance LLM inference and serving vLLM – high-throughput inference engine for large language models using techniques such
Lists of open-source artificial intelligence software
Lists_of_open-source_artificial_intelligence_software
ESA satellite
the near-infrared and thermal infrared regions Demonstration of AI inference engine for cloud detection demonstrating the capabilities of the Myriad chip
Phi-Sat-1
Software development tool
Spacecraft Health Inference Engine (SHINE) is a software-development tool for knowledge-based systems, created by the Artificial intelligence Group, Information
SHINE_Expert_System
Type of machine learning model
C/C++ large language model inference framework for local and cross-platform deployment SGLang – open-source inference engine and framework for large language
Large_language_model
Type of computer system
rules or rule base, which is a specific type of knowledge base. An inference engine or semantic reasoner, which infers information or takes action based
Rule-based_system
Involuntary aspect of visual perception
In perceptual psychology, unconscious inference (German: unbewusster Schluss), also referred to as unconscious conclusion, is a term coined in 1867 by
Unconscious_inference
Probabilistic programming library for the Python programming language
statistical modeling and probabilistic machine learning. PyMC performs inference based on advanced Markov chain Monte Carlo and/or variational fitting
PyMC
List of concepts in artificial intelligence
available data and uses inference rules to extract more data (from an end user, for example) until a goal is reached. An inference engine using forward chaining
Glossary of artificial intelligence
Glossary_of_artificial_intelligence
Expert system for bacterial infections
Intelligence Programming (PAIP). MYCIN operated using a fairly simple inference engine and a knowledge base of ~600 rules by obtaining individual inferential
Mycin
Type of software component
engine Business rule management system Comparison of BPEL engines Inference engine Java Rules Engine API Rete algorithm Ripple down rules Semantic reasoner
Workflow_engine
normalization, and more. Flora-2 relies on the XSB system for its inference engine. The design and architecture of Flora-2 are described in a number of
Flora-2
Pattern matching algorithm
functionality within pattern-matching engines that exploit a match-resolve-act cycle to support forward chaining and inferencing. It provides a means for many–many
Rete_algorithm
Computer program used to provide artificial intelligence
expert system) recommended. In such systems, the rule interpreter, or inference engine, cycles through two steps: matching production rules against the database
Production system (computer science)
Production_system_(computer_science)
Online vector quantization algorithm
compression algorithms Outline of algorithms vLLM – open-source LLM inference engine that uses PagedAttention algorithm to improve key–value cache memory
TurboQuant
A deductive classifier is a type of artificial intelligence inference engine. It takes as input a set of declarations in a frame language about a domain
Deductive_classifier
Semiconductor memory supply crisis
algorithms List of DRAM manufacturers TurboQuant vLLM – open-source LLM inference engine that uses the PagedAttention algorithm to improve memory efficiency
2025–present global memory supply shortage
2025–present_global_memory_supply_shortage
Medical expert system
instead embrace all internal medicine. While CADUCEUS worked using an inference engine similar to MYCIN's, it made a number of changes. As there can be a
CADUCEUS_(expert_system)
Artificial neural network data exchange format
fragmentation by enabling a rich mix of neural network training tools and inference engines to be used by applications across a diverse range of devices and platforms
Neural Network Exchange Format
Neural_Network_Exchange_Format
Health information technology
needed] Most CDSSs consist of three parts: the knowledge base, an inference engine, and a mechanism to communicate. The knowledge base contains the rules
Clinical decision support system
Clinical_decision_support_system
American software engineer (born 1978)
platform. Their first products are the Mojo programming language and an inference engine. Mojo is an alternative to NVIDIA's CUDA language focused on programming
Chris_Lattner
Artificial intelligence data structure
tools to be re-used by other researchers. Just as with expert system inference engines, researchers soon realized the benefits of extracting part of the
Frame (artificial intelligence)
Frame_(artificial_intelligence)
Type of software system
The engine used for automated reasoning in expert systems were typically called inference engines. Those used for more general logical inferencing are
Reasoning_system
Concept in natural language processing
language processing, textual entailment (TE), also known as natural language inference (NLI), is a directional relation between text fragments. The relation
Textual_entailment
Methods in artificial intelligence research
knowledge. A separate inference engine processes rules and adds, deletes, or modifies a knowledge store. Forward chaining inference engines are the most common
Symbolic artificial intelligence
Symbolic_artificial_intelligence
Artificial intelligence project
Mind Initiative (Site doesn't exist) OMCSNetCPP - Open source C++ inference engine using the OMCSNet data Open Mind Common Sense in Brazil (Site broken)
Open_Mind_Common_Sense
Statement supporting a conclusion
507–508 Butterfield & Ngondi 2016, § Expert System, § Knowledge Base, § Inference Engine Walton 2002, pp. 3–6 Martínez-Zorrilla 2025, pp. 423–425 Allen, G.
Premise
reasoning capability that is fully integrated with CLIPS facts and inference engine allowing one to represent and manipulate fuzzy facts and rules. FuzzyCLIPS
FuzzyCLIPS
of the concepts into the Cyc knowledge base and the use of the Cyc inference engine to semi-automatically refine, correct, and expand the concept hierarchy
Large Scale Concept Ontology for Multimedia
Large_Scale_Concept_Ontology_for_Multimedia
Statistics concept
what he called "the robot," which was not a physical device, but an inference engine to automate probabilistic reasoning—a kind of Prolog for probability
Bayesian_programming
Legal expert systems employ a rule base or knowledge base and an inference engine to accumulate, reference and produce expert knowledge on specific subjects
Legal_expert_system
Erroneous AI-generated content
bases and inference engines. Ji et al. divide common mitigation methods into two categories: data-related methods and modeling and inference methods. Data-related
Hallucination (artificial intelligence)
Hallucination_(artificial_intelligence)
Methods for developing expert systems
and started programming, often developing the required tools (e.g. inference engines) at the same time as the applications themselves. As expert systems
Knowledge_engineering
Paradigm in machine learning that uses no classification labels
work in machine learning but he inspired the view of "statistical inference engine whose function is to infer probable causes of sensory input". the stochastic
Unsupervised_learning
Machine learning software library
the TensorFlow team released a developer preview of the mobile GPU inference engine with OpenGL ES 3.1 Compute Shaders on Android devices and Metal Compute
TensorFlow
American computer scientist and AI researcher
this network, the central one being a combination of a probabilistic inference engine and a custom version of evolutionary programming. The 2012 documentary
Ben_Goertzel
Rule-based or production system computer language
involving hundreds or thousands of rules. OPS5 uses a forward chaining inference engine; programs execute by scanning "working memory elements" (which are
OPS5
Computing process
rule processing (employed to assert new facts from other facts, cf. inference engine) that is usually based on backtracking techniques, event log analysis
Event_monitoring
Theoretical universal logical calculation framework
point of view understands that the calculus ratiocinator is a formal inference engine or computer program, which can be designed so as to grant primacy to
Calculus_ratiocinator
JavaScript and WebAssembly engine
obsolete, especially with the development of the SpiderMonkey type inference engine. TraceMonkey is absent from SpiderMonkey from Firefox 11 onward. JägerMonkey
SpiderMonkey
Educational learning method using computer algorithms and AI
underlying navigation as they tend to utilize AI methods such as an inference engine. Due to the fundamental design difference advanced tools are able to
Adaptive_learning
AMD computing architecture
An AI engine is the engine used for AI inference. It can also refer to a specific computing architecture created by AMD (formerly by Xilinx, acquired by
AI_engine
Chinese artificial intelligence company
supply of chips, 01.AI developed more efficient AI infrastructure and inference engines to train its AI. Its chip-cluster failure rate was lower than industry
01.AI
Programming language family
(KEE) used an object system named UNITS and integrated it with an inference engine and a truth maintenance system (ATMS). Several operating systems, including
Lisp_(programming_language)
level of declarations rather than at the implementation level as most inference engines do. The Loom project's goal is the development and fielding of advanced
LOOM_(ontology)
Object that manipulates, creates, describes, and implements other objects
expected to change their relations to each other and there is a special inference engine known as a classifier that can validate and analyze evolving class
Metaobject
Type of knowledge base
use of ontologies as a schema layer. By doing this, they allow logical inference for retrieving implicit knowledge rather than only allowing queries requesting
Knowledge_graph
Formalism for knowledge representation
translating graphs into logical formulas, then applying a logical inference engine. Another research branch continues the work on existential graphs of
Conceptual_graph
Inference method used in AI expert systems
In artificial intelligence, model-based reasoning refers to an inference method used in expert systems based on a model of the physical world. With this
Model-based_reasoning
XML-based markup language
extract fuzzy rules which could then be read directly into a fuzzy inference engine or uploaded into a fuzzy controller. Also, with technologies like XSLT
Fuzzy_markup_language
General-purpose data processing software for the Semantic Web
queryable triplestore (a triples' database). Perform inferences as a forward chaining FOPL inference engine. Perform builtin functions such as comparing strings
Cwm_(software)
gestures or movements. The recognition is done by forward chaining inference engine. The latest GDL implementations utilize Microsoft Kinect controller
Gesture_Description_Language
Information repository with multiple applications
questions about what is known, where either of these interfaces might use inference. It is a technology used to store complex structured data used by a computer
Knowledge_base
Approach to handling inferred information
This record reflects the retractions and additions which makes the inference engine (IE) aware of its current belief set. Each statement having at least
Reason_maintenance
Process used to define the rules and ontologies required for a knowledge-based system
intensive tasks but not for complex reasoning. Technologies such as inference engines allowed developers for the first time to tackle more complex problems
Knowledge_acquisition
Open source semantic web framework for Java
complete implementation of the SPARQL query language; a rule-based inference engine for RDFS and OWL entailments; TDB (a non-SQL persistent triple store);
Apache_Jena
reasoning Commonsense knowledge Forward chaining Model-based reasoning Inference engines Knowledge engineering Knowledge acquisition Knowledge extraction Rule-based
State-space_planning
allowed properties to have intelligent behavior (e.g., trigger an inference engine or serve as endpoints in RPC networking); one could think of them as
SK8_(programming_language)
reasoning Commonsense knowledge Forward chaining Model-based reasoning Inference engines Knowledge engineering Knowledge acquisition Knowledge extraction Rule-based
Multi-agent_planning
AI accelerator by Nvidia
of compute under 10 W. Applications broadly include edge computing inference engines, including object recognition for autonomous driving. Nvidia's involvement
NVDLA
Tool for building expert systems
NASA Johnson Space Center (as an alternative for existing system ART*Inference) until 1996, when the development group's responsibilities ceased to focus
CLIPS
originally included only the Vampire theorem prover as its core deductive inference engine, but now allows use of many other provers that have participated in
Sigma knowledge engineering environment
Sigma_knowledge_engineering_environment
Project for an open source artificial intelligence framework
subsystem, and so the rule engine vaguely resembles a query planner. It is designed so as to allow different kinds of inference engines and reasoning systems
OpenCog
720–721. Togai, M.; Watanabe, H., "A VLSI implementation of a fuzzy inference engine: towards an expert system on a chip", Information Sciences, vol. 38
Fuzzy_electronics
Canadian-Egyptian computer scientist (born 1973)
Ré, and Xu Chu, he introduced HoloClean, an open-source statistical inference engine to impute, clean and enrich data. Awards and honours Ilyas received
Ihab_Ilyas
Programming language
compile-time instead of run-time. In the Towers of Hanoi example, the Prolog inference engine figures out how to move a stack of any number of progressively smaller
Visual_Prolog
Computer scientist and AI pioneer
base of "common sense", suitably formalized and represented, and an inference engine capable of finding tens- or hundreds-deep conclusions and arguments
Douglas_Lenat
American entrepreneur (born 1967)
proprietary lightweight neural network to run on a mobile GPU with an inference engine trained to identify and separate humans from their background environments
David_Hyman
American AI researcher and businessman
co-developed the Knowledge-Base Management System (KBMS), which enabled an inference engine to reason over information stored in relational databases. AICorp went
Larry Harris (computer scientist)
Larry_Harris_(computer_scientist)
symbols and formulas reified. Formula-based inference is implemented as a natural-deduction-style inference engine in which there are introduction and elimination
SNePS
Forms of artificial intelligence research
actions. They executed "procedures". Other programs were designed as inference engines that manipulated formal statements (or "declarations") about the world
Neats_and_scruffies
AI software
hardly a better product exists than VP-Expert". VP-Expert used an inference engine based on backward chaining to reach conclusions through English-like
VP-Expert
logical formula Forward chaining – Inference engine in an expert system Backward chaining – Method of forming inferences Planning as search State space search –
Outline of artificial intelligence
Outline_of_artificial_intelligence
Computer-aided proof First-order logic Formal verification [Snark inference engine|by Jean-Louis Laurière and Michèle Vialatte https://primo.sorbonne-universite
SNARK_(theorem_prover)
Computing concept
of robotics Expert system – Computer system emulating human expert Inference engine – Component of artificial intelligence systems Intelligent agent –
Action_selection
Knowledge base to enhance search results
reached out to Search Engine Land to explain that Knowledge Vault was a research report, not an active Google service. Search Engine Land expressed indications
Knowledge_Graph_(Google)
Computational Formula that can be measured in terms of True or False
skolemization, extract certificates of satisfiability, use a hybrid inference engine, implement abstract branching, deal with limited quantifiers, and enumerate
True quantified Boolean formula
True_quantified_Boolean_formula
Not-for-profit member-funded industry consortium
fragmentation by enabling a rich mix of neural network training tools and inference engines to be used by applications across a diverse range of devices and platforms
Khronos_Group
founded Aion, a company that developed expert systems and whose advanced inference engine and object technology were used by financial services and insurance
Cleverpath AION Business Rules Expert
Cleverpath_AION_Business_Rules_Expert
Facts assumed to be known to all humans
Commonsense knowledge can underpin a commonsense reasoning process, to attempt inferences such as "You might bake a cake because you want people to eat the cake
Commonsense knowledge (artificial intelligence)
Commonsense_knowledge_(artificial_intelligence)
Specification of a conceptualization
include: visual navigation possibilities within the knowledge model, inference engines and information extraction; support for modules; the import and export
Ontology (information science)
Ontology_(information_science)
base. To run a program in Prolog, a query is posed and based upon the inference engine and the specific facts in the knowledge base, a result is returned
Deductive_language
Type of graph in mathematics
(1983), "A computational model for causal and diagnostic reasoning in inference engines" (PDF), Proc. 8th International Joint Conference on Artificial Intelligence
Polytree
Expert systems development tool
KEEPictures, a frame-based graphics library. Expert system Frame language Inference engine IntelliCorp (software) Knowledge base Knowledge-based system Knowledge
Knowledge Engineering Environment
Knowledge_Engineering_Environment
INFERENCE ENGINE
INFERENCE ENGINE
Girl/Female
Arabic, Muslim
Wealth; Power; Influence
Girl/Female
Tamil
Inference
Girl/Female
Spanish
Reference to the Incarnation.
Girl/Female
Arabic, Muslim
Distinction; Difference; Manner
Girl/Female
Spanish
Reference to the Ascension.
Girl/Female
Spanish
Reference to the Incarnation.
Girl/Female
Spanish
Reference to the Nativity.
Boy/Male
Muslim/Islamic
Influence commanding, personality, awe
Girl/Female
Spanish
Reference to the Nativity.
Boy/Male
Muslim
Influence, Commanding, Personality
Boy/Male
Arabic, Muslim, Sindhi
Commanding Personality; Influence
Girl/Female
Hindu
Reference to the immaculate conception
Girl/Female
Spanish
Reference to the Incarnation.
Boy/Male
Hindu, Indian
Difference
Girl/Female
Muslim/Islamic
Wealth Power, Influence
Girl/Female
Indian
Inference
Girl/Female
Tamil
Kunshitha | கà¯à®‚ஷீ தா
Reference to the immaculate conception
Kunshitha | கà¯à®‚ஷீ தா
Girl/Female
Arabic, Muslim
Wealth; Power; Influence
Boy/Male
Indian
Influence, Commanding, Personality
Girl/Female
Tamil
Kunshita | கà¯à®¨à¯à®·à¯€à®¤à®¾Â
Reference to the immaculate conception
INFERENCE ENGINE
INFERENCE ENGINE
Girl/Female
Indian, Punjabi, Sikh
Victorious through God's Grace
Girl/Female
American, Australian, British, English, Jamaican, Latin
Pearl; Precious; A Gem of the Sea
Girl/Female
Muslim Arabic
Hopes. Aspirations. Wishes.
Boy/Male
Arabic, Muslim
Bounty of Lord
Boy/Male
Hindu
Boy/Male
Shakespearean
Two Gentlemen of Verona' Servant to Antonio.
Boy/Male
Indian
A companion of the prophet, Also the name of the son of Hatim tiay known for his generosity, Also the son of Thabit had this name
Girl/Female
Hindu
Complete everything, Full
Girl/Female
Arabic, Muslim
Diamond
Boy/Male
American, Australian, British, English, German, Teutonic
Virile
INFERENCE ENGINE
INFERENCE ENGINE
INFERENCE ENGINE
INFERENCE ENGINE
INFERENCE ENGINE
a.
Deduced or deducible by inference.
n.
That which refers to something; a specific direction of the attention; as, a reference in a text-book.
n.
Inherence; subsistence.
adv.
By induction or inference.
n.
Greatness, in reference to influence or effect; importance; as, an affair of magnitude.
n.
Power or authority arising from elevated station, excelence of character or intellect, wealth, etc.; reputation; acknowledged ascendency; as, he is a man of influence in the community.
n.
Conclusion; inference.
n.
Alt. of Inherency
adv.
By way of inference.
n.
An erroneous inference or conclusion.
n.
Drawing inference.
n.
That which inferred; a truth or proposition drawn from another which is admitted or supposed to be true; a conclusion; a deduction.
n.
The act of referring, or the state of being referred; as, reference to a chart for guidance.
n.
The act or process of inferring by deduction or induction.
n.
The act of differing; the state or measure of being different or unlike; distinction; dissimilarity; unlikeness; variation; as, a difference of quality in paper; a difference in degrees of heat, or of light; what is the difference between the innocent and the guilty?
adv.
By implication or inference.
n.
Hence, in general, the bringing about of an effect, phusical or moral, by a gradual process; controlling power quietly exerted; agency, force, or tendency of any kind which the sun exerts on animal and vegetable life; the influence of education on the mind; the influence, according to astrologers,of the stars over affairs.
n.
Inference; deduction; thing deduced.
n.
A general inference.
v. t.
To control or move by power, physical or moral; to affect by gentle action; to exert an influence upon; to modify, bias, or sway; to move; to persuade; to induce.