As pointed out by several people already, some information can be found elsewhere, as in here. And also the differentiation between DFT (exact) and density functional approximations (DFAs), as pointed out regularly by Mel Levy, can be found there.

However, I think there is one aspect missing, and here I would like to quote my late PhD supervisor Jaap Snijders. The most important aspect to know if a method is ab initio or not, is related to the integrals. If the integrals can be computed from the beginning, the method is ab initio; if not, then not. In DFT, DFAs and wavefunction methods, the integrals can be computed, and hence, these methods are ab initio. In semi-empirical methods (AM1, PM3, DFTB, xtb), some of the integrals are either estimated or approximated (from e.g. DFA results in case of DFTB/xtb), and therefore, these methods are not ab initio. Likewise for e.g. the Empirical Valence Bond method, which like the name already indicates, is empirical.

Whether or not a method gives the exact energy is a different aspect. In that case only Full CI with infinite basis set and DFT give the exact energy, all other methods are approximations. By choosing a basis set of a certain size, one is approximating; by using "only" CCSD(T), one is approximating; by using a density functional like PBE, B3LYP or r2SCAN, one is approximating; etc.

Answer from MSwart on Stack Exchange

As pointed out by several people already, some information can be found elsewhere, as in here. And also the differentiation between DFT (exact) and density functional approximations (DFAs), as pointed out regularly by Mel Levy, can be found there.

However, I think there is one aspect missing, and here I would like to quote my late PhD supervisor Jaap Snijders. The most important aspect to know if a method is ab initio or not, is related to the integrals. If the integrals can be computed from the beginning, the method is ab initio; if not, then not. In DFT, DFAs and wavefunction methods, the integrals can be computed, and hence, these methods are ab initio. In semi-empirical methods (AM1, PM3, DFTB, xtb), some of the integrals are either estimated or approximated (from e.g. DFA results in case of DFTB/xtb), and therefore, these methods are not ab initio. Likewise for e.g. the Empirical Valence Bond method, which like the name already indicates, is empirical.

Whether or not a method gives the exact energy is a different aspect. In that case only Full CI with infinite basis set and DFT give the exact energy, all other methods are approximations. By choosing a basis set of a certain size, one is approximating; by using "only" CCSD(T), one is approximating; by using a density functional like PBE, B3LYP or r2SCAN, one is approximating; etc.

Answer from MSwart on Stack Exchange
Top answer
1 of 3
11

As pointed out by several people already, some information can be found elsewhere, as in here. And also the differentiation between DFT (exact) and density functional approximations (DFAs), as pointed out regularly by Mel Levy, can be found there.

However, I think there is one aspect missing, and here I would like to quote my late PhD supervisor Jaap Snijders. The most important aspect to know if a method is ab initio or not, is related to the integrals. If the integrals can be computed from the beginning, the method is ab initio; if not, then not. In DFT, DFAs and wavefunction methods, the integrals can be computed, and hence, these methods are ab initio. In semi-empirical methods (AM1, PM3, DFTB, xtb), some of the integrals are either estimated or approximated (from e.g. DFA results in case of DFTB/xtb), and therefore, these methods are not ab initio. Likewise for e.g. the Empirical Valence Bond method, which like the name already indicates, is empirical.

Whether or not a method gives the exact energy is a different aspect. In that case only Full CI with infinite basis set and DFT give the exact energy, all other methods are approximations. By choosing a basis set of a certain size, one is approximating; by using "only" CCSD(T), one is approximating; by using a density functional like PBE, B3LYP or r2SCAN, one is approximating; etc.

2 of 3
9

This is a good question. The term ab initio literally means 'from the beginning,' "implying that the only inputs into an ab initio calculation are physical constants." (Wikipedia)

However, this term is often used to describe methods that involve empirical approximations (like LDA, GGA) or derived quantities (like pseudopotentials). And DFT is commonly referred to as an ab initio method, including on the DFT Wikipedia entry:

In the context of computational materials science, ab initio (from first principles) DFT calculations allow the prediction and calculation of material behaviour on the basis of quantum mechanical considerations, without requiring higher-order parameters such as fundamental material properties. In contemporary DFT techniques the electronic structure is evaluated using a potential acting on the system’s electrons.

There are techniques, like quantum Monte Carlo, or directly solving the Schrodinger equation, that are truly from first principles, but these techniques are so computationally expensive that they are rarely useful for modelling an actual material at any scale, and are also rarely referred to as ab initio. DFT is ab initio relative to other more empirical methods like molecular mechanics.

🌐
Wikipedia
en.wikipedia.org › wiki › Density_functional_theory
Density functional theory - Wikipedia
May 13, 2026 - In the context of computational materials science, ab initio (from first principles) DFT calculations allow the prediction and calculation of material behavior on the basis of quantum mechanical considerations, without requiring higher-order parameters such as fundamental material properties.
🌐
Quora
quora.com › What-is-the-difference-between-ab-initio-calculations-and-DFT
What is the difference between ab initio calculations and DFT? - Quora
Quantum mechanical and many body approaches are ab initio, e.g., coupled cluster, MP2, Hartree Fock, GW, etc. Density functional theory (DFT) is often considered ab initio by practicitoners, especially when t...
Top answer
1 of 3
34

First note that the acronym DFA I used in my comment originates from Axel D. Becke paper on 50 year anniversary of DFT in chemistry:

Let us introduce the acronym DFA at this point for “density-functional approximation.” If you attend DFT meetings, you will know that Mel Levy often needs to remind us that DFT is exact. The failures we report at meetings and in papers are not failures of DFT, but failures of DFAs. Axel D. Becke, J. Chem. Phys., 2014, 140, 18A301.

So, there are in fact two questions which must be addressed: "Is DFT ab initio?" and "Is DFA ab initio?" And in both cases the answer depend on the actual way ab initio is defined.

  • If by ab initio one means a wave function based method that do not make any further approximations than HF and do not use any empirically fitted parameters, then clearly neither DFT nor DFA are ab initio methods since there is no wave function out there.
  • But if by ab initio one means a method developed "from first principles", i.e. on the basis of a physical theory only without any additional input, then
    • DFT is ab initio;
    • DFA might or might not be ab initio (depending on the actual functional used).

Note that the usual scientific meaning of ab initio is in fact the second one; it just happened historically that in quantum chemistry the term ab initio was originally attached exclusively to Hartree–Fock based (i.e. wave function based) methods and then stuck with them. But the main point was to distinguish methods that are based solely on theory (termed "ab initio") and those that uses some empirically fitted parameters to simplify the treatment (termed "semi-empirical"). But this distinction was done before DFT even appeared.

So, the demarcation line between ab initio and not ab initio was drawn before DFT entered the scene, so that non-wave-function-based methods were not even considered. Consequently, there is no sense to question "Is DFT/DFA ab initio?" with this definition of ab initio historically limited to wave-function-based methods only. Today I think it is better to use the term ab initio in quantum chemistry in its more usual and more general scientific sense rather then continue to give it some special meaning which it happens to have just for historical reasons.

And if we stick to the second definition of ab initio then, as I already said, DFT is ab initio since nothing is used to formulate it except for the same physical theory used to formulate HF and post-HF methods (quantum mechanics). DFT is developed from the quantum mechanical description without any additional input: basically, DFT just reformulates the conventional quantum mechanical wave function description of a many-electron system in terms of the electron density.

But the situation with DFA is indeed a bit more involved. From the same viewpoint a DFA method with a functional which uses some experimental data in its construction is not ab initio. So, yes, DFA with B3LYP would not qualify as ab initio, since its parameters were fitted to a set of some experimentally measure quantities. However, a DFA method with a functional which does not involve any experimental data (except the values of fundamental constants) can be considered as ab initio method. Say, a DFA using some LDA functional constructed from a homogeneous electron gas model, is ab initio. It is by no means an exact method since it is based on a physically very crude approximation, but so does HF from the family of the wave function based methods. And if the later is considered to be ab initio despite the crudeness of the underlying approximation, why can't the former be also considered ab initio?

2 of 3
12

The convention used by many is that ab initio refers solely to wave-function based methods of various sorts and that first principles refers to either wave-function or DFT methods with little approximation.

I can't find a citation at the moment, but I know this convention is fairly widely used in, e.g., J. Phys. Chem. journals.

The IUPAC gold book doesn't have "first principles," but Google Scholar gives over 224,000 hits for "first principles DFT".

🌐
Taylor & Francis Online
tandfonline.com › home › all journals › physical sciences › molecular physics › list of issues › volume 108, issue 21-23 › ab initio dft and its role in electroni ....
Ab initio DFT and its role in electronic structure theory: Molecular Physics: Vol 108, No 21-23
The interconnections between the two has long been of interest, but has not been developed explicitly enough to enable the best of both worlds to be used to obtain improved results. ab initio dft has been pursued at QTP over a few years as a ...
🌐
CAE solution : JSOL
j-octa.com › /en/index.html › tech blog › overview of first-principles (ab initio) calculation
Overview of First-Principles (ab initio) calculation | Tech Blog | CAE solution : JSOL
First-Principles(ab initio) calculation is a method based on quantum mechanics and quantum chemistry, which are theories about the electronic states of matter. DFT is one of the ab initio methods. Historically, Schrödinger's equations governing ...
🌐
ScienceDirect
sciencedirect.com › science › article › pii › S240584402306855X
Ab-initio and density functional theory (DFT) computational study of the effect of fluorine on the electronic, optical, thermodynamic, hole and electron transport properties of the circumanthracene molecule - ScienceDirect
September 3, 2023 - In this paper, a systematic study of the electronic, optical, thermodynamic, optoelectronic, and nonlinear optical properties with RHF, B3LYP, wB97XD and BPBE methods using the cc-pVDZ basis set have been described to investigate the influence of fluorine (F) atom, which is an electron donor, on the circumanthracene (C40H16). Global reactivity descriptors, hole and electron transport properties were also calculated and compared with other studies on the same molecule. DFT/B3LYP results show that the undoped C40H16 molecule (Egap = 2.135 eV) and its fluorine-doped derivatives (C40F16 and C40H10F6) are semiconducting materials.
Find elsewhere
🌐
PubMed
pubmed.ncbi.nlm.nih.gov › 16122291
Ab initio density functional theory: the best of both worlds? - PubMed
August 8, 2005 - Whereas conventional DFT cannot describe weak interactions, photoelectron spectra, or many potential energy surfaces, ab initio DFT, even in its initial, optimized effective potential, second-order many-body perturbation theory form [OEP (2)-semi ...
🌐
ResearchGate
researchgate.net › publication › 232009950_Ab_Initio_Density_Functional_Theory_and_Semi-Empirical_Calculations
(PDF) Ab Initio, Density Functional Theory, and Semi-Empirical Calculations
August 1, 2013 - chapter is sectioned as follows. We start by presenting ab initio methods, followed by a treatment of density · functional theory (DFT) and some recent advances in semi-empirical methods.
🌐
AIP Publishing
pubs.aip.org › aip › jcp › article › 123 › 6 › 062205 › 932985 › Ab-initio-density-functional-theory-The-best-of
Ab initio density functional theory: The best of both worlds? | The Journal of Chemical Physics | AIP Publishing
August 17, 2005 - Whereas conventional DFT cannot describe weak interactions, photoelectron spectra, or many potential energy surfaces, ab initio DFT, even in its initial, optimized effective potential, second-order many-body perturbation theory form [OEP (2)-semi ...
🌐
ResearchGate
researchgate.net › file.PostFileLoader.html pdf
Density Functional Theory (DFT) Methods Page 1 Chapter 9
practical terms, DFT can be said to scale three-dimensionally, or as N3, where N is the number of basis · functions. Ab initio methods, on the other hand, scale as N4, and as a result DFT calculations are faster
🌐
Springer
link.springer.com › home › encyclopedia of nanotechnology › reference work entry
Ab Initio DFT Simulations of Nanostructures | Springer Nature Link
Density Functional Theory (DFT) is an exact theory in which the electronic charge density is the basic quantity used to determinate the ground state properties of a many-body quantum system [1, 2]. Such a theory is an alternative formulation of the Schrödinger picture of quantum mechanics and represents a fundamental breakthrough in the application of computer simulation to material science and to nanosystems in particular.
🌐
ScienceDirect
sciencedirect.com › science › article › abs › pii › S0166128006000753
Ab initio DFT: Getting the right answer for the right reason - ScienceDirect
May 11, 2006 - This is one reason why it is called ab initio dft [4], [5], [6], because unlike standard DFT methods, where one cannot tell beforehand whether a given approximation, be it hybrid (HDFT), gradient corrected (GGA), or local density (LDA) will ...
Top answer
1 of 2
3
"Ab-initio" is "from first principles", "without additional assumptions". I honestly don't understand how people name "ab-initio" an approach with 32 (M06-2X) or 58 (!!!! MN15) empirically optimized parameters. 3c - is application of 2 or 3 (depending on functional) EMPIRICAL corrections. Starting from Grimme's dispersion. Term of ^12 in Grimme's correction has no physical basics, thus nothing with Grimme's correction cannot be named "ab-initio". This does not mean that DFT or D3 is bad, we just shouldn't say that cow is a horse just because "horse" sounds cooler. One of the very few DFT-functionals that can arguably be accounted as smth of "ab-initio" kind is PBE, as there are no direct empirical parameters to the best of knowledge. Yet, doing MD with PBE I personally would always name it a DFT-MD, maybe a BOMD or CPMD (depending on the situation) but never an "AIMD" - hype term that rarely has anything to do with real "ab-initio". Off-top: No, def2-basis sets do not include RI-technique by default. RI-approximation can be used to speed up calculation with any basis-set family, that just depends on software (also often named "density fitting"). For example, in Turbomole one can apart of RI-J also apply marij approximation for further speed up. And, as any approximation, RI comes with a decrease in accuracy, normally negligible, but there are different cases. def2-TZVP (or def2-TZVPP or def2-SVP) can be also perfectly used without any approximations. And this family does not have outstanding principal benefits over [aug]-cc-*ZVP family. I wouldn't be brave enough without knowing the task and size of the system to estimate if def2-TZVPP is feasible or enough for the task. Aiming at CBS with small systems one might need to make def2-QZVP or def2-QZVPP (or better more hierarchical cc-family), the system without transition metal might well survive with without last P (def2-TZVP) and many-many other things that one just learn from experience, benchmarks, testings and literature study of similar systems.
2 of 2
0
MP2-MD will be too expensive for any reasonable system, and quality of HF-MD will be worse than of DFT-MD. So there is nothing to offer. I am even wondered on software/size of cocrystals that they are computed with hybrid functional. - is model periodic? But not plane-waves code?
🌐
ScienceDirect
sciencedirect.com › science › article › abs › pii › S014919701630155X
DFT + U as a reliable method for efficient ab initio calculations of nuclear materials - ScienceDirect
July 25, 2016 - ... The structures and formation enthalpies of xenotime ceramics are reproduced by calculations. Density functional theory (DFT)-based ab initio methods become standard research tools in various research fields, including nuclear materials science.
🌐
ScienceDirect
sciencedirect.com › topics › materials-science › ab-initio-method
Ab Initio Method - an overview | ScienceDirect Topics
It is acknowledged by the author that some researchers would not classify DFT as an ab initio method since some empirical approximations are made in the development of the theory. It is also important to note that there is a vast array of ab initio methods that are more rigorous and accurate ...
🌐
Wikipedia
en.wikipedia.org › wiki › Ab_initio_quantum_chemistry_methods
Ab initio quantum chemistry methods - Wikipedia
December 4, 2025 - Both schemes can be employed together, as in the df-LMP2 and df-LCCSD(T0) methods. In fact, df-LMP2 calculations are faster than df-Hartree–Fock calculations and thus are feasible in nearly all situations in which also DFT is. The most popular classes of ab initio electronic structure methods:
🌐
Readthedocs
gpaw.readthedocs.io › tutorialsexercises › moleculardynamics › abinitiomd › abinitiomd.html
ab initio molecular dynamics (DFT/MD) - GPAW - Read the Docs
Ab initio molecular dynamics uses DFT to calculate the forces between the atoms at each time step. While computationally expensive, prohibiting simulations longer than a few ps, DFT/MD can be directly applied to any system that DFT can describe. Neutral atom transmission through a graphene ...
🌐
ADS
ui.adsabs.harvard.edu › abs › 2010MolPh.108.3299B › abstract
Ab initio DFT and its role in electronic structure theory - ADS
The interconnections between the two has long been of interest, but has not been developed explicitly enough to enable the best of both worlds to be used to obtain improved results. ab initio dft has been pursued at QTP over a few years as a ...