Solution of Canonical Differential Equations for Integrals on Arbitrary Geometries
Pith reviewed 2026-06-30 05:03 UTC · model grok-4.3
The pith
The numerical evaluation of master integrals in canonical form reduces to solving an enlarged rational differential system by including auxiliary equations for the transformation functions.
A machine-rendered reading of the paper's core claim, the machinery that carries it, and where it could break.
Core claim
Since the original master integrals satisfy linear differential equations with rational coefficients, any functions appearing in the transformation to a canonical basis satisfy, by construction, rational differential equations as well. By solving these auxiliary equations, the numerical evaluation of the canonical system reduces to solving an enlarged rational system.
What carries the argument
Auxiliary differential equations with rational coefficients satisfied by the transformation functions to the ε-factorized canonical basis.
If this is right
- The numerical evaluation becomes feasible without closed-form expressions for the transcendental functions.
- The method applies to master integrals on geometries such as elliptic curves or Calabi-Yau manifolds.
- A C++ package implements the strategy for practical computation.
- It is applied to two-loop master integrals for di-jet and γ+jet hadro-production via heavy-quark loop.
Where Pith is reading between the lines
- This could allow systematic numerical treatment of higher-loop integrals involving more complex geometries.
- Practitioners might now prioritize finding canonical bases even if the transformation is transcendental, knowing numerical evaluation is still possible.
- One testable extension is applying the method to three-loop cases or other processes with known but complicated periods.
Load-bearing premise
The transformation functions to the canonical basis satisfy differential equations with rational coefficients by construction from the original system.
What would settle it
A concrete counterexample where a transformation function to the canonical basis satisfies a differential equation with non-rational coefficients would falsify the claim.
read the original abstract
A highly successful approach to computing multi-loop scattering amplitudes is to reduce the Feynman integrals that arise to a smaller set of master integrals using integration-by-parts identities. These dimensionally-regulated master integrals can often be determined by solving a system of first-order partial differential equations with respect to masses and external invariants. The application of this method to large classes of problems became much more streamlined thanks to the introduction of $\epsilon$-factorized canonical forms. There is increasing evidence that a canonical form can always be achieved, although the required transformation may involve transcendental functions related to the periods of geometrical objects such as elliptic curves or Calabi-Yau manifolds. Until now, obtaining numerical values for the master integrals in such cases has been difficult in practice, also due to the lack of closed-form expressions for the transcendental functions involved. We show that this obstruction is only apparent. Since the original master integrals satisfy linear differential equations with rational coefficients, any functions appearing in the transformation to a canonical basis satisfy, by construction, rational differential equations as well. By solving these auxiliary equations, the numerical evaluation of the canonical system reduces to solving an enlarged rational system. We implement this strategy in a C\texttt{++} package and apply it to the two-loop master integrals that enter di-jet and $\gamma$+jet hadro-production via a heavy-quark loop.
Editorial analysis
A structured set of objections, weighed in public.
Referee Report
Summary. The manuscript proposes a method to numerically evaluate multi-loop master integrals in canonical differential-equation form even when the transformation to the canonical basis involves transcendental functions (such as periods of elliptic curves or Calabi-Yau manifolds). The central observation is that these transformation functions satisfy auxiliary first-order differential equations with rational coefficients, obtained directly by construction from the original system of linear differential equations with rational coefficients. Solving the resulting enlarged rational system then yields the desired numerical values without requiring closed-form expressions for the transcendental functions. The strategy is implemented in a C++ package and demonstrated on the two-loop master integrals appearing in di-jet and γ+jet hadro-production via a heavy-quark loop.
Significance. If the central claim holds, the work would substantially extend the practical reach of the canonical differential-equation method to integrals whose geometry produces non-polylogarithmic periods. By converting the problem into the numerical integration of a larger but still rational system, the approach removes a key obstruction that has limited applications involving elliptic or higher-genus structures. The explicit implementation and application to phenomenologically relevant processes provide concrete evidence of utility.
Simulated Author's Rebuttal
We thank the referee for their positive assessment of the manuscript and for recommending acceptance.
Circularity Check
No significant circularity; derivation is self-contained from linearity
full rationale
The paper derives that auxiliary equations for the transformation matrix T are rational because the original system dI = A I (A rational) and canonical dJ = ε B J imply dT = A T - T (ε B) with rational coefficients assembled from A and B. This is a direct algebraic consequence of the stated linearity and rationality assumptions, not a self-definition, fitted prediction, or self-citation load. No load-bearing steps reduce to inputs by construction beyond the explicit existence argument supplied in the abstract. The method is internally consistent without circular reduction.
Axiom & Free-Parameter Ledger
axioms (1)
- domain assumption Master integrals satisfy linear differential equations with rational coefficients in the kinematic variables.
Reference graph
Works this paper leans on
-
[1]
Tkachov,A theorem on analytical calculability of 4-loop renormalization group functions,Phys
F.V. Tkachov,A theorem on analytical calculability of 4-loop renormalization group functions,Phys. Lett. B100(1981) 65
1981
-
[2]
Chetyrkin and F
K. Chetyrkin and F. Tkachov,Integration by Parts: The Algorithm to Calculate beta Functions in 4 Loops,Nucl. Phys. B192(1981) 159
1981
-
[3]
Kotikov,Differential equations method: New technique for massive Feynman diagrams calculation, Phys
A.V. Kotikov,Differential equations method: New technique for massive Feynman diagrams calculation, Phys. Lett.B254(1991) 158
1991
-
[4]
Dimensionally Regulated Pentagon Integrals
Z. Bern, L.J. Dixon and D.A. Kosower,Dimensionally regulated pentagon integrals,Nucl. Phys. B412 (1994) 751 [hep-ph/9306240]
work page internal anchor Pith review Pith/arXiv arXiv 1994
-
[5]
Remiddi,Differential equations for Feynman graph amplitudes,Nuovo Cim
E. Remiddi,Differential equations for Feynman graph amplitudes,Nuovo Cim. A110(1997) 1435 [hep-th/9711188]. – 12 –
-
[6]
Differential Equations for Two-Loop Four-Point Functions
T. Gehrmann and E. Remiddi,Differential equations for two loop four point functions,Nucl.Phys.B580 (2000) 485 [hep-ph/9912329]
work page internal anchor Pith review Pith/arXiv arXiv 2000
-
[7]
Multiloop integrals in dimensional regularization made simple
J.M. Henn,Multiloop integrals in dimensional regularization made simple,Phys. Rev. Lett.110(2013) 251601 [1304.1806]
work page internal anchor Pith review Pith/arXiv arXiv 2013
-
[8]
The spectrum of Feynman-integral geometries at two loops
P. Bargiela, H. Frellesvig, R. Marzucca, R. Morales, F. Seefeld, M. Wilhelm et al.,The spectrum of Feynman-integral geometries at two loops,JHEP05(2026) 057 [2512.13794]
work page internal anchor Pith review Pith/arXiv arXiv 2026
-
[9]
The kite integral to all orders in terms of elliptic polylogarithms
L. Adams, C. Bogner, A. Schweitzer and S. Weinzierl,The kite integral to all orders in terms of elliptic polylogarithms,J. Math. Phys.57(2016) 122302 [1607.01571]
work page internal anchor Pith review Pith/arXiv arXiv 2016
-
[10]
H. Frellesvig,On epsilon factorized differential equations for elliptic Feynman integrals,JHEP03(2022) 079 [2110.07968]
-
[11]
S. P¨ ogel, X. Wang and S. Weinzierl,Taming Calabi-Yau Feynman Integrals: The Four-Loop Equal-Mass Banana Integral,Phys. Rev. Lett.130(2023) 101601 [2211.04292]
-
[12]
C. Dlapa, J.M. Henn and F.J. Wagner,An algorithmic approach to finding canonical differential equations for elliptic Feynman integrals,JHEP08(2023) 120 [2211.16357]
-
[13]
L. G¨ orges, C. Nega, L. Tancredi and F.J. Wagner,On a procedure to deriveϵ-factorised differential equations beyond polylogarithms,JHEP07(2023) 206 [2305.14090]
- [14]
- [15]
-
[16]
E. Chaubey and V. Sotnikov,Elliptic Leading Singularities and Canonical Integrands,Phys. Rev. Lett. 135(2025) 101903 [2504.20897]. [17]ε-collaborationcollaboration,The geometric bookkeeping guide to Feynman integral reduction and ε-factorised differential equations,2506.09124
-
[17]
New algorithms for Feynman integral reduction and $\varepsilon$-factorised differential equations
I. Bree et al.,New algorithms for Feynman integral reduction andε-factorised differential equations, 2511.15381
work page internal anchor Pith review Pith/arXiv arXiv
- [18]
-
[19]
L.L. Yang and Y. Zhang,FromdlogtodE: Canonical Elliptic Integrands and Modular Symbol Letters with Pure eMPLs,2512.19370
-
[20]
Sharpening The Leading Singularity
F. Cachazo,Sharpening The Leading Singularity,0803.1988
work page internal anchor Pith review Pith/arXiv arXiv 1988
-
[21]
J.L. Bourjaily, N. Kalyanapuram, C. Langer, K. Patatoukos and M. Spradlin,Elliptic, Yangian-Invariant “Leading Singularity”,Phys. Rev. Lett.126(2021) 201601 [2012.14438]
-
[22]
J.L. Bourjaily, N. Kalyanapuram, C. Langer and K. Patatoukos,Prescriptive unitarity with elliptic leading singularities,Phys. Rev. D104(2021) 125009 [2102.02210]
-
[23]
Integrand Analysis, Leading Singularities and Canonical Bases beyond Polylogarithms
F. Forner, C.C. Mella, C. Nega, L. Tancredi and F.J. Wagner,Integrand Analysis, Leading Singularities and Canonical Bases beyond Polylogarithms,2604.25270
work page internal anchor Pith review Pith/arXiv arXiv
-
[24]
NNLO fermionic corrections to the charm quark mass dependent matrix elements in B -> X_s gamma
R. Boughezal, M. Czakon and T. Schutzmeier,NNLO fermionic corrections to the charm quark mass dependent matrix elements in ¯BÑX sγ,JHEP09(2007) 072 [0707.3090]
work page internal anchor Pith review Pith/arXiv arXiv 2007
-
[25]
Tops from Light Quarks: Full Mass Dependence at Two-Loops in QCD
M. Czakon,Tops from Light Quarks: Full Mass Dependence at Two-Loops in QCD,Phys. Lett. B664 (2008) 307 [0803.1400]
work page internal anchor Pith review Pith/arXiv arXiv 2008
-
[26]
M. Czakon and M. Niggetiedt,Exact quark-mass dependence of the Higgs-gluon form factor at three loops in QCD,JHEP05(2020) 149 [2001.03008]
-
[27]
M. Czakon, R.V. Harlander, J. Klappert and M. Niggetiedt,Exact Top-Quark Mass Dependence in Hadronic Higgs Production,Phys. Rev. Lett.127(2021) 162002 [2105.04436]. – 13 –
-
[28]
P. Petit Ros` as and W.J. Torres Bobadilla,Fast evaluation of Feynman integrals for Monte Carlo generators,JHEP09(2025) 210 [2507.12548]
-
[29]
Double virtual QCD corrections to $t\bar{t}+$jet production at the LHC
S. Badger, M. Becchetti, C. Brancaccio, M. Czakon, H.B. Hartanto, R. Poncelet et al.,Double virtual QCD corrections tot t+jet production at the LHC,JHEP05(2026) 044 [2511.11424]
work page internal anchor Pith review Pith/arXiv arXiv 2026
-
[30]
M. Hidding,DiffExp, a Mathematica package for computing Feynman integrals in terms of one-dimensional series expansions,Comput. Phys. Commun.269(2021) 108125 [2006.05510]
- [31]
-
[32]
IterInt: Evaluating iterated integrals via differential equations
G. Baur and C. Duhr,IterInt: Evaluating iterated integrals via differential equations,2606.02744
work page internal anchor Pith review Pith/arXiv arXiv
-
[33]
CHESS: CHEbyshev pSeudo-Spectral transport for Feynman integral differential equations
Y. Liu and Y. Zhang,CHESS: CHEbyshev pSeudo-Spectral transport for Feynman integral differential equations,2606.26691
work page internal anchor Pith review Pith/arXiv arXiv
-
[34]
S. Weinzierl,Feynman Integrals. A Comprehensive Treatment for Students and Researchers, UNITEXT for Physics, Springer (2022), 10.1007/978-3-030-99558-4, [2201.03593]
-
[35]
M. Becchetti, F. Coro, C. Nega, L. Tancredi and F.J. Wagner,Analytic two-loop amplitudes forq qÑγγ and gg→γγmediated by a heavy-quark loop,JHEP06(2025) 033 [2502.00118]
-
[36]
X. Liu and Y.-Q. Ma,AMFlow: A Mathematica package for Feynman integrals computation via auxiliary mass flow,Comput. Phys. Commun.283(2023) 108565 [2201.11669]
- [37]
-
[38]
QD (C++/Fortran-90 double-double and quad-double package)
D.H. Bailey, “QD (C++/Fortran-90 double-double and quad-double package).” http://crd.lbl.gov/~dhbailey/mpdist/
- [39]
-
[40]
M. Heller and A. von Manteuffel,MultivariateApart: Generalized partial fractions,Comput. Phys. Commun.271(2022) 108174 [2101.08283]. – 14 –
discussion (0)
Sign in with ORCID, Apple, or X to comment. Anyone can read and Pith papers without signing in.