Christoph Koutschan

dblp:31/4524 · DBLP profile ↗
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19ranked-venue papers
3as first author
8since 2021 · last 2026
0000-0003-1135-3082ORCID · verified

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Theory of computation · 15 · 3 first-author · 6 since 2021Computer networks · 2Artificial intelligence and machine learning · 1 · 1 since 2021Graphics, computer vision, multimedia, augmented reality and games · 1 · 1 since 2021Applied, interdisciplinary, general and emerging computing · 1 · 1 since 2021
YearPublicationVenuePosition
2026 How to generate all possible rational Wilf-Zeilberger forms?
abstract
Wilf–Zeilberger pairs are fundamental in the algorithmic theory of Wilf and Zeilberger for computer-generated proofs of combinatorial identities. Wilf–Zeilberger forms are their high-dimensional generalizations, which can be used for proving and discovering convergence acceleration formulas. This paper presents a structural description of all possible rational such forms, which can be viewed as an additive analog of the classical Ore–Sato theorem. Based on this analog, we show a structural decomposition of so-called multivariate hyperarithmetic expressions, which extend multivariate hypergeometric terms to the additive setting.
Shaoshi Chen, Christoph Koutschan, Yisen Wang 0007
J. Symb. Comput.2
2025 Non-minimality of minimal telescopers explained by residues
abstract
Elaborating on an approach recently proposed by Mark van Hoeij, we continue to investigate why creative telescoping occasionally fails to find the minimal-order annihilating operator of a given definite sum or integral. We offer an explanation based on the consideration of residues.
Shaoshi Chen, Manuel Kauers, Christoph Koutschan, Xiuyun Li, Rong-Hua Wang, Yisen Wang 0007
ISSAC3
2025 Determinant evaluations inspired by Di Francesco's determinant for twenty-vertex configurations
Christoph Koutschan, Christian Krattenthaler, Michael J. Schlosser
J. Symb. Comput.1
2023 Using Generating Functions to Prove Additivity of Gene-Neighborhood Based Phylogenetics - Extended Abstract
Guy Katriel, Udi Mahanaymi, Christoph Koutschan, Doron Zeilberger, Mike A. Steel, Sagi Snir
ISBRA3
2023 Transcendence Certificates for D-finite Functions
abstract
Although in theory we can decide whether a given D-finite function is transcendental, transcendence proofs remain a challenge in practice. Typically, transcendence is certified by checking certain incomplete sufficient conditions. In this paper we propose an additional such condition which catches some cases on which other tests fail.
Manuel Kauers, Christoph Koutschan, Thibaut Verron
ISSAC2
2023 A Unified Approach to Unimodality of Gaussian Polynomials
abstract
In 2013, Pak and Panova proved the strict unimodality property of q-binomial coefficients (as polynomials in q) based on the combinatorics of Young tableaux and the semigroup property of Kronecker coefficients. They showed it to be true for all ℓ, m ≥ 8 and a few other cases. We propose a different approach to this problem based on computer algebra, where we establish a closed form for the coefficients of these polynomials and then use cylindrical algebraic decomposition to identify exactly the range of coefficients where strict unimodality holds. This strategy allows us to tackle generalizations of the problem, e.g., to show unimodality with larger gaps or unimodality of related sequences. In particular, we present proofs of two additional cases of a conjecture by Stanley and Zanello.
Christoph Koutschan, Ali Kemal Uncu
ISSAC1
2022 Tessellation-Filtering ReLU Neural Networks
abstract
We identify tessellation-filtering ReLU neural networks that, when composed with another ReLU network, keep its non-redundant tessellation unchanged or reduce it.The additional network complexity modifies the shape of the decision surface without increasing the number of linear regions. We provide a mathematical understanding of the related additional expressiveness by means of a novel measure of shape complexity by counting deviations from convexity which results in a Boolean algebraic characterization of this special class. A local representation theorem gives rise to novel approaches for pruning and decision surface analysis.
Bernhard Moser 0001, Michal Lewandowski, Somayeh Kargaran, Werner Zellinger, Battista Biggio, Christoph Koutschan
IJCAI6
2022 Guessing with Little Data
abstract
Reconstructing a hypothetical recurrence equation from the first terms of an infinite sequence is a classical and well-known technique in experimental mathematics. We propose a variation of this technique which can succeed with fewer input terms.
Manuel Kauers, Christoph Koutschan
ISSAC2
2019 Proof of the Wilf-Zeilberger conjecture for mixed hypergeometric terms
Shaoshi Chen, Christoph Koutschan
J. Symb. Comput.2
2018 Reduction-based creative telescoping for fuchsian D-finite functions
Shaoshi Chen, Mark van Hoeij, Manuel Kauers, Christoph Koutschan
J. Symb. Comput.4
2016 Reduction-Based Creative Telescoping for Algebraic Functions
abstract
Continuing a series of articles in the past few years on creative telescoping using reductions, we develop a new algorithm to construct minimal telescopers for algebraic functions. This algorithm is based on Trager's Hermite reduction and on polynomial reduction, which was originally designed for hyperexponential functions and extended to the algebraic case in this paper.
Shaoshi Chen, Manuel Kauers, Christoph Koutschan
ISSAC3
2016 Exact ZF Analysis and Computer-Algebra-Aided Evaluation in Rank-1 LoS Rician Fading
abstract
We study zero-forcing (ZF) detection for multiple input/multiple output (MIMO) spatial multiplexing under transmit-correlated Rician fading for an NR× NTchannel matrix with rank-1 line-of-sight component. By using matrix transformations and multivariate statistics, our exact analysis yields the signal-to-noise ratio moment generating function (M.G.F.) as an infinite series of gamma distribution M.G.F.'s and analogous series for ZF performance measures, e.g., outage probability and ergodic capacity. However, their numerical convergence is inherently problematic with increasing Rician K-factor, NR, and NT. We circumvent this limitation as follows. First, we derive differential equations satisfied by the performance measures with a novel automated approach employing a computer-algebra tool that implements Gröbner basis computation and creative telescoping. These differential equations are then solved with the holonomic gradient method (HGM) from initial conditions computed with the infinite series. We demonstrate that HGM yields more reliable performance evaluation than by infinite series alone and more expeditious than by simulation, for realistic values of K, and even for NRand NTrelevant to large MIMO systems. We envision extending the proposed approaches for exact analysis and reliable evaluation to more general Rician fading and other transceiver methods.
Constantin Siriteanu, Akimichi Takemura, Christoph Koutschan, Satoshi Kuriki, Donald St. P. Richards, Hyundong Shin
IEEE Trans. Wirel. Commun.3
2015 Integral D-Finite Functions
abstract
We propose a differential analog of the notion of integral closure of algebraic function fields. We present an algorithm for computing the integral closure of the algebra defined by a linear differential operator. Our algorithm is a direct analog of van Hoeij's algorithm for computing integral bases of algebraic function fields.
Manuel Kauers, Christoph Koutschan
ISSAC2
2015 MIMO Zero-Forcing Performance Evaluation Using the Holonomic Gradient Method
abstract
For multiple-input-multiple-output (MIMO) spatial-multiplexing transmission, zero-forcing (ZF) detection is appealing because of its low complexity. Our recent MIMO ZF performance analysis for Rician-Rayleigh fading, which is relevant in heterogeneous networks, has yielded for the ZF outage probability and ergodic capacity infinite-series expressions. Because they arose from expanding the confluent hypergeometric function1F1(·, ·, σ) around 0, they do not converge numerically at realistically high Rician K-factor values. Therefore, herein, we seek to take advantage of the fact that1F1(·, ·, σ) satisfies a differential equation, i.e., it is a holonomic function. Holonomic functions can be computed by the holonomic gradient method (HGM), i.e., by numerically solving the satisfied differential equation. Thus, we first reveal that the moment generating function (m.g.f.) and probability density function (p.d.f.) of the ZF signal-to-noise ratio (SNR) are holonomic. Then, from the differential equation for1F1(·, ·, σ), we deduce those satisfied by the SNR m.g.f. and p.d.f. and demonstrate that the HGM helps compute the p.d.f. accurately at practically relevant values of K. Finally, numerical integration of the SNR p.d.f. produced by HGM yields accurate ZF outage probability and ergodic capacity results.
Constantin Siriteanu, Akimichi Takemura, Satoshi Kuriki, Hyundong Shin, Christoph Koutschan
IEEE Trans. Wirel. Commun.5
2014 A generalized Apagodu-Zeilberger algorithm
abstract
The Apagodu-Zeilberger algorithm can be used for computing annihilating operators for definite sums over hypergeometric terms, or for definite integrals over hyperexponential functions. In this paper, we propose a generalization of this algorithm which is applicable to arbitrary δ-finite functions. In analogy to the hypergeometric case, we introduce the notion of proper δ-finite functions. We show that the algorithm always succeeds for these functions, and we give a tight a priori bound for the order of the output operator.
Shaoshi Chen, Manuel Kauers, Christoph Koutschan
ISSAC3
2012 Twisting q-holonomic sequences by complex roots of unity
abstract
A sequence fn(q) is q-holonomic if it satisfies a nontrivial linear recurrence with coefficients polynomials in q and qn. Our main theorems state that q-holonomicity is preserved under twisting, i.e., replacing q by ωq where ω is a complex root of unity, and under the substitution q → qα where α is a rational number. Our proofs are constructive, work in the multivariate setting of ∂-finite sequences and are implemented in the Mathematica package HolonomicFunctions. Our results are illustrated by twisting natural q-holonomic sequences which appear in quantum topology, namely the colored Jones polynomial of pretzel knots and twist knots. The recurrence of the twisted colored Jones polynomial can be used to compute the asymptotics of the Kashaev invariant of a knot at an arbitrary complex root of unity.
Stavros Garoufalidis, Christoph Koutschan
ISSAC2
2012 Zeilberger's holonomic ansatz for Pfaffians
abstract
A variation of Zeilberger's holonomic ansatz for symbolic determinant evaluations is proposed which is tailored to deal with Pfaffians. The method is also applicable to determinants of skew-symmetric matrices, for which the original approach does not work. As Zeilberger's approach is based on the Laplace expansion (cofactor expansion) of the determinant, we derive our approach from the cofactor expansion of the Pfaffian. To demonstrate the power of our method, we prove, using computer algebra algorithms, some conjectures proposed in the paper "Pfaffian decomposition and a Pfaffian analogue of q-Catalan Hankel determinants" by Ishikawa, Tagawa, and Zeng. A minor summation formula related to partitions and Motzkin paths follows as a corollary.
Masao Ishikawa, Christoph Koutschan
ISSAC2
2011 On Two-Generated Non-commutative Algebras Subject to the Affine Relation
Viktor Levandovskyy, Christoph Koutschan, Oleksandr Motsak
CASC2
2008 Regular languages and their generating functions: The inverse problem
Christoph Koutschan
Theor. Comput. Sci.1