- Open Access
Gravity from entropy
Phys. Rev. D 111, 066001 – Published 3 March, 2025
Abstract
Gravity is derived from an entropic action coupling matter fields with geometry. The fundamental idea is to relate the metric of Lorentzian spacetime to a quantum operator, playing the role of an renormalizable effective density matrix and to describe the matter fields topologically, according to a Dirac-Kähler formalism, as the direct sum of a 0-form, a 1-form and a 2-form. While the geometry of spacetime is defined by its metric, the matter fields can be used to define an alternative metric, the metric induced by the matter fields, which geometrically describes the interplay between spacetime and matter. The proposed entropic action is the quantum relative entropy between the metric of spacetime and the metric induced by the matter fields. The modified Einstein equations obtained from this action reduce to the Einstein equations with zero cosmological constant in the regime of low coupling. By introducing the G-field, which acts as a set of Lagrangian multipliers, the proposed entropic action reduces to a dressed Einstein-Hilbert action with an emergent small and positive cosmological constant only dependent on the G-field. The obtained equations of modified gravity remain second order in the metric and in the G-field. A canonical quantization of this field theory could bring new insights into quantum gravity while further research might clarify the role that the G-field could have for dark matter.
Physics Subject Headings (PhySH)
Article Text
The relation between general relativity, statistical mechanics and information theory is a central research topic in theoretical physics. The interest in the subject has its roots in the discovery that black holes have an entropy and emit Hawking radiation . Recently, important results have been obtained relating information theory, entanglement entropy and gravity involving the holographic principle , the entanglement properties of quantum field theory and the theory of von Neumann algebras .
These results define a very active research direction indicating that the quest for an ultimate gravitational theory based on information theory and statistical mechanics is ongoing. A comprehensive statistical mechanics approach to gravity is expected to give rise to modified Einstein equations that on the one side can be testable experimentally while on the other side can bring important conceptual insights into the ultimate theory for black holes , dark matter and quantum gravity .
In this work, a continuum modified theory of gravity based on a statistical mechanics action is considered. This theory treats the metric at each point of spacetime as a “renomalizable” density matrix, or more precisely a local quantum operator. This central idea is relating geometry with the mathematical foundation of quantum field theory and is inspired by the used of von Neumann algebras in explaining entanglement in field theories and quantum gravity . While the geometry of spacetime is defined through its associated metric, the interplay between matter fields and geometry is captured by the metric induced by the matter fields which describes how the matter fields effectively curve spacetime. Embracing a statistical mechanics approach to gravity, this work interprets these metric tensors as quantum operators and postulates an action for gravity given by the quantum relative entropy between the metric of the manifold and the metric induced by the matter fields. From the mathematical point of view, the quantum relative entropy proposed in this work is strictly related to the Araki quantum relative entropy for von Neumann algebras . From the physics point of view, the proposed action fully describes how matter curves geometry and how geometry affects the matter fields.
A crucial aspect of the proposed theory is the adoption of a topological (Dirac-Kähler like ) description of bosonic matter fields. Note that the extension of Dirac-Kähler and staggered fermions formalism to bosonic particles is gaining increasing interest in lattice gauge theory and in network theory as well . These bosonic matter fields are described as the direct sum of a 0-form, a 1-form, and a 2-form defined on the Riemannian manifold describing spacetime. Moreover the metric induced by the topological matter fields is expressed in terms of the Hodge-Dirac operator . From this statistical mechanics approach to gravity we derive the modified Einstein equations by introducing an auxiliary field associated to gravity which we call G-field. The introduction of this new field is justified as it acts as a set of Lagragian multipliers enforcing linear constraints on metric induced by the matter fields. In this way the G-field extends the popular use of the Legendre transformation in theories . Given the particular entropic structure of the action, the modified Einstein equations take a very simplified expression. The gravitational part of the action takes the form of a dressed Einstein-Hilbert action in which we observe an emergent positive cosmological constant that depends exclusively on the G-field.
This work greatly expands on previous results obtained in the discrete setting by the same author. On one side, here a continuum and fully Lorentz invariant theory is proposed. This progress is based on the development of the suitable mathematical framework to define the Lorentz invariant entropy and cross-entropy between the metric of the spacetime and the metric induced by the matter fields. On the other side, here the relation of this statistical mechanics/information theory action with the Einstein-Hilbert action is established defining a clear connection to gravity. Two fundamental aspects of this work that are not present in Ref. are relevant to clearly relate this approach to gravity. First, this work considers a local theory, defining the entropy of the metric at each point of spacetime, while the previous work considers only the entropy associated to the full metric of the higher-order network. The present local theory allows a closer connection to gravity and constitutes a step forward to establish the connection between this approach and the quantum theory of entanglement . Secondly, by adopting the continuum limit, in this work the intrinsic difficulty related to the definition of the curvature of networks, simplicial and cell complexes is avoided.
To keep the discussion concise the focus is here mostly on scalar (bosonic) matter fields, and their topological generalizations with a brief mention in Appendix of the natural extension of this framework to Abelian gauge fields, while in Ref. the theory covers also fermionic matter fields. Further extensions of the proposed local framework to Dirac and non-Abelian gauge fields in the continuum or in the discrete setting are left for future investigations.
This work is structured as follows. In Sec. we provide the motivation of the proposed theory and we discuss preliminary results on an instructive warm-up scenario. In Sec. we outline the proposed theoretical framework, we postulate the entropic action for gravity and we derive the corresponding modified Einstein equations. In Sec. we provide the concluding remarks. The paper also includes three Appendixes discussing possible extensions of the proposed theoretical framework, providing the mathematical background and all the necessary details regarding the notation used in Sec. , and establishing the connection of the present theory with the theory of local quantum operators and the Araki entropy.
Spacetime is described by a torsion-free, -dimensional Riemannian manifold associated with a Lorentzian metric of signature and a metric compatible Levi-Civita connection determining the covariant derivative . In order to formulate our statistical mechanics and information theory action for gravity, we need first to define the eigenvalues the logarithm of rank-2 tensors . To this end we first define the eigenvalues and eigenvectors of the covariant tensor of elements in a Lorentz invariant way. These satisfy the eigenvalue problem
We say that a rank-2 tensor is positively defined if all its eigenvalues are positive. We notice that this definition of the eigenvalue of a rank-2 tensor reduces to the definition of the eigenvalue of the matrix as Eq. can be rewritten as
One striking consequence of this definition is that the eigenvalues of the metric are all identically equal to one.
Assuming that the tensor is positively defined, we define the logarithm of this tensor as
and the inverse of a tensor as
It follows that if the tensor
Finally we define the trace of a rank two tensor as the sum of its eigenvalues, i.e.,
Thus the trace of a rank-2 tensor can be also calculated as usual in tensor calculus, as the trace of the matrix
In this first section we are interested exclusively on rank-two tensors that are metrics between vectors (and 1-forms). In the subsequent paragraphs and in Appendix we will extended the notion of eigenvalues also to metric matrices between bivectors (and 2-forms) represented by rank-4 tensors. Such an approach will be shown in Appendix to be general and applicable to metric tensors between two
Before we develop our theory, let us consider an instructive warm-up scenario that will help justify the theory that we will present in the following. Having defined the logarithm of positively defined rank-2 tensors, we are now in the position to define their Lorentz invariant quantum entropy
Note that the problem of defining eigenvalues and entropy of tensors is a topic of intense research and similar definitions have been provided for instance in the theory of elasticity and in applied tensor analysis (although not defined in a Lorentz invariant way). In the present warm-up scenario we will define the entropy and the quantum relation entropy of different metrics taking the form of rank-2 tensors. As a reference for the notation used, the reader can refer to Table . Recalling that the metric
The fundamental assumption of the present theory is that spacetime is endowed with two metrics: the metric
Using
We observe that since
where with
An important point here is that the Lorentz invariant definition of the quantum relative entropy given by Eq. requires that the matrix
where
We note that the quantum relative entropy is a central quantity in quantum information , in the theory of local quantum operators and the mathematical foundations of quantum gravity .
Although we are not aware of previous interpretations of the metrics as quantum operators, it is well known that the quantum relative entropy can also be defined among quantum operators that generalize density matrices. In particular, in the fundamental theory of quantum operators algebras , quantum operators generalize the notion of density matrices in an analogous way of the metric tensors adopted here. In particular in this theory, quantum operators, like our metric matrices, might admit a finite trace at each point of the manifold but this trace might be not unitary and might be a function of the considered point of the manifold. For these quantum operators the Araki quantum relative entropy is defined. This entropy reduces to the von Neumann entropy when the quantum operators reduce to density matrices of unitary trace but is defined also among quantum operators of nonunitary trace.
While we leave the discussion of the relation of our entropic action to the Araki quantum relative entropy to Appendix , a series of physical observations are here in place to justify our interpretation of the metrics matrices as quantum operators. As remarked previously we treat the metric tensors as quantum operators or effective density matrices. The main differences between the metric tensor and the density operators include the fact that we require that the metric matrices are invertible and we do not require that they have unitary trace at each point of the manifold. The requirement of treating exclusively invertible metrics
We now apply this warm-up scenario in presence of scalar matter fields. We consider the complex valued scalar matter field
where
where here and in the following
We observe that in the limit in which the field
Let us define the scalar product
We observe that the inverse
Adopting this notation we observe that the logarithm of the induced metric
where
where
We observe that in the limit
By minimizing the action
where
In the limit
In empty spacetime
Let us now make some remarks about this warm-up derivation. We proposed a statistical mechanics framework that is very inspiring as we get the massless Klein-Gordon equation as the outcome of the minimization of a quantum entropy action for low coupling, i.e.,
In order to derive gravity from our entropic action we need to consider the topological bosonic matter field. The topological bosonic matter field is a type of Dirac-Kähler boson given by the direct sum of a 0-form, a 1-form and a 2-form. Topological bosonic fields are receiving increasing attention in discrete theories developed in network and lattice gauge theories . Taking into consideration topological bosonic fields will allow us to introduce in the metric induced by the matter fields terms depending on the mass of the bosonic field. Thus, in this way, we address the first limitation of the warm-up scenario that we have presented above.
In order to address the second limitation of the warm-up scenario discussed previously, we include in the expression of the metric induced by the matter field also terms depending directly on the curvature of the manifold. These terms will be expressed in terms of the Ricci scalar
We define the topological fields
and its conjugate topological field
The considered covariant metric
or, exploiting the antisymmetry of the 2-forms,
with
It then follows that
The local scalar product among topological fields is defined as
where
Indicating here with
The metric
Proceeding as in the warm-up scenario we might wish to define the metric induced by the topological field as
Thus in this general scenario we consider the two covariant topological metrics
In our interpretation of the metric as a quantum density matrix, this would correspond to density matrix corresponding to a pure state
Including
Covariant metric tensors between
From these considerations, it follows that in the induced metric
As we will see in the following paragraph this choice will allow us to effectively overcome the first limitation of the warm-up scenario and to recover the Klein-Gordon equation in curved spacetime in full. Furthermore we consider also the additional term proportional to
As we will see in the following the addition of the term proportional to
In the main body of this paper we will investigate only (bosonic) Dirac-Kähler matter fields. However gauge fields and fermionic Dirac fields can be included as well. For a discussion of the inclusion of Abelian gauge field see Appendix .
Possibly this approach could be extended to include also higher-forms. However, for simplicity, we consider here only topological matter fields formed by the direct sum between a 0-form, a 1-form and a 2-form as this the minimal choice that will allow us to include in the action the Ricci scalar, the Ricci and the Riemann tensor explicitly.
We propose a statistical mechanics action formulated in terms of the quantum relative entropy between the metric
where we have used Eq. and the identity derived in the Appendix [in Eq. ],
This equation is a direct consequence of the fact that not only
We are now in the position to consider the Lagrangian given by the quantum relative entropy between
(see Fig. for an illustration of the physical model beyond the choice of this Lagrangian). Since we have
By treating separately the contributions of
Since the metric matrices
Schematic representation of this theoretical framework. The metric induced by the matter field
The resulting statistical mechanics action
This action defines a modified theory of gravity. In the linearised limit
where
In the interesting limit in which
As already anticipated, this implies, among other things, that this framework overcomes the first and the second limitations of the warm-up scenario. In fact in this way we recover the Klein-Gordon Lagrangian in curved spacetime in full. Moreover, by adding to
In this section our goal is to investigate the property of the modified gravity emerging from the entropic action. To this end we introduce the auxiliary G-field
As mentioned before we can express the Lagrangian
This Lagragian is nonlinear in
Several modified gravity actions are questioned because they give rise to theories with derivatives of the metric higher than two. Such theories can be affected by the Ostrogradsky instability, however nonlinear theories not suffering from this pathology are also known, most notably the
In order to tackle this question we observe that the Lagrangian
with Lagrangian multipliers
This Lagrangian is now linear in
The fields
with
with
Note that the use of Lagrange multipliers in the present theory extends the equivalence between the
The resulting statistical mechanics action
We are now in the position to derive the equations for the matter fields
Here we consider the action
Here
can be interpreted as the dressed metric which affects the matter fields. Specifically,
We now turn to the equations for modified gravity considering variation of our action
The variation with respect to the fields
where
Note that these are the equations that determine the relation between the fields
where we have indicated a pair of indices with a vector symbol, e.g.,
for any
Thanks to the logarithmic nonlinearity in
Thus we obtain that the field
and we can simply eliminate the field
with
The Lagrangians
where
From this reformulation of the action
The modified Einstein equations are obtained by performing the variation of the action
With this notation we can expressed the modified Einstein equations as
where
and
It follows that the modified Einstein equations involve only second derivatives of the metric and second derivatives of the field
In summary the introduction of the G-field turns the proposed entropy action Eq. into the action Eq. involving a dressed Einstein-Hilbert action and a dressed matter action given by Eq. depending on the matter and the gravity dressed Lagrangians Eq. respectively. The gravitational dressed action
This work proposes a modified theory of gravity emerging from statistical mechanics and information theory action. The fundamental idea of this theory is to associate the metric to a quantum operator, playing the role of a renormalizable and effective density matrix. In particular two metrics are discussed: the metric of spacetime that fully defines its geometry and the metric induced by matter fields that are effectively curving the space. The interplay between geometry of spacetime and matter fields is explicitly captured by the proposed action given by the quantum relative entropy between the metric and the metric induced by the matter fields.
Here a Lorentzian theory consistent with this fundamental physical interpretation of gravity is formulated. In order to do this we have built the necessary mathematical background to define the entropy and the cross-entropy of metric tensors in a Lorentzian well defined way. A modified gravity is emerging from this framework when the matter fields are described by topological Dirac-Kähler bosons formed by the direct sum between a 0-form, a 1-form and a 2-form and the induced metric also depends on the curvature of spacetime. The modified Einstein equations reduce to the Einstein equations in the regime of low coupling. By introducing the G-field we obtain the modified Einstein equations and the equations of motion for the matter and the G-field. From this theory it emerges that the proposed entropic action takes the form of a sum between a dressed Einstein-Hilbert action and a matter action. Interestingly, the dressed Einstein-Hilbert action displays an emergent positive cosmological constant that only depends on the G-field. Moreover, thanks to the introduction of the G-field, the equations of modified gravity remain second order in the metric, in the matter and in the G-field.
The interpretation of the topological metrics tensors as quantum operators, or effective density matrix where we have relaxed the constraints of having unitary trace, and we have required the existence of the inverse, is shown to be very useful. These choices are motivated here by the necessity to have a Lorentzian invariant theory. Here we have established the relation of the adopted quantum relative action with Araki quantum relative entropy , opening the perspective of using the theory of quantum von Neumann algebras and the theory of entanglement to investigate further the properties of the proposed theory.
In conclusion, we hope that this approach can help identify the deep connections among gravity, quantum mechanics and statistical physics. Given the interpretation of the metrics as a quantum operators our hope is that this approach will also be instrumental to formulating approaches to quantum gravity in second quantization. Finally future investigation might explore the role of the G-field in dark matter. Future directions in this line of research involve also the investigation of the proposed entropic action under the renormalization group, and possible connections with phenomenology and experimental results.
This work was partially supported by a grant from the Simons Foundation. The author would like to thank the Isaac Newton Institute for Mathematical Sciences, Cambridge, for support and hospitality during the program Hypergraphs: Theory and Applications, where work on this paper was undertaken. This work was supported by EPSRC Grant No. EP/V521929/1.
An Abelian gauge field
where
Note that in this expression we modify as well the definition of
In this Appendix our goal is to use algebraic geometry to define the eigenvalues of the metrics
A 1-form can be written as
The metric
where
where, by definition
where here and in the following
Inserting this expression in Eq. we get
Summarizing, we have shown that according to our definition we have
The eigenvalue problem of a metric
or equivalently in matrix form as
Note that
where
The metric
where
where, by definition,
Performing the inner products we thus get
where we have used the definition of
Summarizing, we have shown that according to our definition we have
In total analogy with the previous case, the eigenvalue problem associated to the metric
or equivalently,
Note that
which has solution
for any arbitrary 2-form associated to the antisymmetric tensor
The treatment of the eigenvalues associated to the metrics tensors
where
where
For instance, it is instructive to discuss explicitly the form of the metric
or, more explicitly, using the antisymmetric properties of the
with
Here and in the following we will use the notation
with
Thus the eigenvalue problem for
where here and in the following we have indicated with
for any arbitrary value of
To define the eigenvalues associated to the metric tensor
The eigenvalues of the tensor
The eigenvalue problem for the metric
A practical example might be helpful to illustrate this construction. Assuming that the manifold
Using these flattened matrices we then construct the matrix
where
Similarly metric tensors
with
On this basis we can define the
Starting from these flattened matrices we define the matrix
As we have seen for
The trace of the metric tensors
For ease of notation in the following we will also define indicate this trace with
From the above definition of
Specifically, for
and for general
for every
In this Appendix we outline the underlying quantum theory of the proposed general scenario and the relation of the proposed entropy action with the Araki quantum relative entropy .
Our treatment will consider quantum operators in first quantization. We will provide the foundation of the theory of topological metric tensors interpreted as quantum operators where the vectors of our Hilbert space are the topological fields formed by the direct sum of a 0-form, a 1-form and a 2-form.
We consider the two generic topological fields
The scalar product among these two topological fields is given by
where
This scalar product has the following properties:
The Hilbert space
The metric induced by the matter field
endowed with the
The metric
where
The dual operator
and satisfies
for any arbitrary choice of
Due to the fact the metrics
where
Thus we will indicate the relation between
Form this relation it follows that the dual of the default metric
Interestingly, the metric tensors are such that the dual of the dual coincides with the metric tensor itself, indeed we have
The topological metrics and
that generalize the
-
(1)
and
are algebras with complex numbers as the coefficient field.
-
(2) The product between
given by
for
, is mediated by the metric𝑛 ∈ { 1 , 2 } , while the product between˜ 𝑔 − 1 is mediated by the metric
. Specifically we have,˜ 𝑔 with
Similarly we have
-
(3) A bijection
and a bijection
are defined and satisfy the following properties:
-
(a) The dual of the dual coincides with the metric tensor itself,
-
(b) The product between metrics in
maps, under the bijection, to the product between dual metrics in
and vice versa according to
-
(c) The dual of a linear combination of metrics is
and the dual of a linear combination of metrics in
obeys
-
-
(4) The norm associated to the topological metric
is equal to the norm associated to the dual and given by
defined as∥ ˜ 𝐆 ∥ = ∥ ˜ 𝐆 ⋆ ∥ where
is given byT r 𝐹 ( ˜ 𝐆 ˜ 𝐆 ⋆ )
For a topological metric we define the square root of the modular operator
where the last identity is derived under the assumption that
In terms of the modular operator the considered entropic action is defined similarly to the usual Araki quantum relative entropy as
where
Thus the entropic action adopted in this work is strictly related to the Araki quantum relative entropy , albeit the definition needs to take into account the structure of the Hilbert space
References (54)
- Jacob D. Bekenstein, Black holes and entropy, Phys. Rev. D 7, 2333 (1973).
- Jacob D. Bekenstein, Generalized second law of thermodynamics in black-hole physics, Phys. Rev. D 9, 3292 (1974).
- Stephen W Hawking, Particle creation by black holes, Commun. Math. Phys. 43, 199 (1975).
- Shinsei Ryu and Tadashi Takayanagi, Aspects of holographic entanglement entropy, J. High Energy Phys. 08 (2006) 045.
- Tatsuma Nishioka, Shinsei Ryu, and Tadashi Takayanagi, Holographic entanglement entropy: An overview, J. Phys. A 42, 504008 (2009).
- Thomas Faulkner, Aitor Lewkowycz, and Juan Maldacena, Quantum corrections to holographic entanglement entropy, J. High Energy Phys. 11 (2013) 074.
- Ted Jacobson, Thermodynamics of spacetime: The Einstein equation of state, Phys. Rev. Lett. 75, 1260 (1995).
- Sean M. Carroll and Grant N. Remmen, What is the entropy in entropic gravity?, Phys. Rev. D 93, 124052 (2016).
- Ted Jacobson, Entanglement equilibrium and the Einstein equation, Phys. Rev. Lett. 116, 201101 (2016).
- Curtis Callan and Frank Wilczek, On geometric entropy, Phys. Lett. B 333, 55 (1994).
- Goffredo Chirco, Hal M. Haggard, Aldo Riello, and Carlo Rovelli, Spacetime thermodynamics without hidden degrees of freedom, Phys. Rev. D 90, 044044 (2014).
- Goffredo Chirco and Stefano Liberati, Nonequilibrium thermodynamics of spacetime: The role of gravitational dissipation, Phys. Rev. D 81, 024016 (2010).
- Erik Verlinde, On the origin of gravity and the laws of Newton, J. High Energy Phys. 04 (2011) 029.
- Gerard’t Hooft, The holographic principle, in Basics and Highlights in Fundamental Physics (World Scientific, Singapore, 2001), pp. 72–100.
- Leonard Susskind, The world as a hologram, J. Math. Phys. (N.Y.) 36, 6377 (1995).
- Brian Swingle, Entanglement renormalization and holography, Phys. Rev. D 86, 065007 (2012).
- Edward Witten, APS medal for exceptional achievement in research: Invited article on entanglement properties of quantum field theory, Rev. Mod. Phys. 90, 045003 (2018).
- Jonathan Sorce, Notes on the type classification of von Neumann algebras, Rev. Math. Phys. 36, 2430002 (2024).
- Thanu Padmanabhan, Thermodynamical aspects of gravity: New insights, Rep. Prog. Phys. 73, 046901 (2010).
- Thomas P. Sotiriou and Valerio Faraoni, f(R) theories of gravity, Rev. Mod. Phys. 82, 451 (2010).
- Thomas P. Sotiriou and Stefano Liberati, Metric-affine f(R) theories of gravity, Ann. Phys. (Amsterdam) 322, 935 (2007).
- Richard Woodard, Avoiding dark energy with 1/r modifications of gravity, in The Invisible Universe: Dark Matter and Dark Energy (Springer, New York, 2007), pp. 403–433.
- Emanuele Berti, Enrico Barausse, Vitor Cardoso, Leonardo Gualtieri, Paolo Pani, Ulrich Sperhake, Leo C Stein, Norbert Wex, Kent Yagi, Tessa Baker et al., Testing general relativity with present and future astrophysical observations, Classical Quantum Gravity 32, 243001 (2015).
- Enrico Barausse, Emanuele Berti, Thomas Hertog, Scott A. Hughes, Philippe Jetzer, Paolo Pani, Thomas P. Sotiriou, Nicola Tamanini, Helvi Witek, Kent Yagi et al., Prospects for fundamental physics with LISA, Gen. Relativ. Gravit. 52, 1 (2020).
- Leor Barack, Vitor Cardoso, Samaya Nissanke, Thomas P. Sotiriou, Abbas Askar, Chris Belczynski, Gianfranco Bertone, Edi Bon, Diego Blas, Richard Brito et al., Black holes, gravitational waves and fundamental physics: A roadmap, Classical Quantum Gravity 36, 143001 (2019).
- Gianfranco Bertone, Dan Hooper, and Joseph Silk, Particle dark matter: Evidence, candidates and constraints, Phys. Rep. 405, 279 (2005).
- Carlo Rovelli and Francesca Vidotto, Covariant Loop Quantum Gravity: An Elementary Introduction to Quantum Gravity and Spinfoam Theory (Cambridge University Press, Cambridge, England, 2015).
- Jan Ambjørn, Jerzy Jurkiewicz, and Renate Loll, Emergence of a 4D world from causal quantum gravity, Phys. Rev. Lett. 93, 131301 (2004).
- Alessandro Codello, Roberto Percacci, and Christoph Rahmede, Investigating the ultraviolet properties of gravity with a Wilsonian renormalization group equation, Ann. Phys. (Amsterdam) 324, 414 (2009).
- Astrid Eichhorn, An asymptotically safe guide to quantum gravity and matter, Front. Astron. Space Sci. 5, 47 (2019).
- Daniele Oriti, Approaches to Quantum Gravity: Toward a New Understanding of Space, Time and Matter (Cambridge University Press, Cambridge, England, 2009).
- Carlos Barcelo, Stefano Liberati, and Matt Visser, Analogue gravity, Living Rev. Relativity 14, 1 (2011).
- Huzihiro Araki, Mathematical Theory of Quantum Fields (Oxford University Press, USA, 1999).
- Fabio Ciolli, Roberto Longo, and Giuseppe Ruzzi, The information in a wave, Commun. Math. Phys. 379, 979 (2020).
- Roberto Longo and Feng Xu, Von neumann entropy in QFT, Commun. Math. Phys. 381, 1031 (2021).
- Edward Witten, Gravity and the crossed product, J. High Energy Phys. 10 (2022) 008.
- Huzihiro Araki, Relative entropy of states of von Neumann algebras, Publ. RIMS 11, 809 (1975).
- Masanori Ohya and Dénes Petz, Quantum Entropy and its Use (Springer Science & Business Media, 2004).
- Vlatko Vedral, The role of relative entropy in quantum information theory, Rev. Mod. Phys. 74, 197 (2002).
- SI Kruglov, Dirac–Kähler equation, Int. J. Theor. Phys. 41, 653 (2002).
- Peter Becher and Hans Joos, The Dirac-Kähler equation and fermions on the lattice, Z. Phys. C 15, 343 (1982).
- David Berenstein, Simon Catterall, and P. N. Lloyd, Staggered bosons and Kahler-Dirac bosons, Proc. Sci. CORFU2023 (2024) 280 ,
- David Berenstein, Staggered bosons, Phys. Rev. D 108, 074509 (2023).
- Ginestra Bianconi, Quantum entropy couples matter with geometry, J. Phys. A 57, 365002 (2024).
- Mikio Nakahara, Geometry, Topology and Physics (CRC Press, 2018).
- Albert Einstein, Die feldgleichungen der gravitation, Sitzungsberichte der Königlich Preußischen Akademie der Wissenschaften (1915), pp. 844–847.
- Sean M. Carroll, Spacetime and Geometry (Cambridge University Press, Cambridge, England, 2019).
- Ginestra Bianconi, The mass of simple and higher-order networks, J. Phys. A 57, 015001 (2023).
- Nicolas Delporte, Saswato Sen, and Reiko Toriumi, Dirac walks on regular trees, J. Phys. A 57, 275002 (2023).
- Eduardo A. de Souza Neto, Djordje Peric, and David R. J. Owen, Computational Methods for Plasticity: Theory and Applications (John Wiley & Sons, New York, 2011).
- Liqun Qi and Ziyan Luo, Tensor Analysis: Spectral Theory and Special Tensors (SIAM, 2017).
- Esko Keski-Vakkuri, Claus Montonen, and Marco Panero, Mathematical Methods for Physics: An Introduction to Group Theory, Topology and Geometry (Cambridge University Press, Cambridge, England, 2022).
- Viatcheslav Mukhanov and Sergei Winitzki, Introduction to Quantum Effects in Gravity (Cambridge University Press, Cambridge, England, 2007).
- Paul Renteln, Manifolds, Tensors and Forms (Cambridge University Press, Cambridge, England, 2014).