Recognition: 2 theorem links
· Lean TheoremBeyond Polynomials: Optimal Locally Recoverable Codes from Good Rational Functions
Pith reviewed 2026-05-13 02:00 UTC · model grok-4.3
The pith
Good rational functions enable infinite families of optimal locally recoverable codes with better parameters than good polynomials.
A machine-rendered reading of the paper's core claim, the machinery that carries it, and where it could break.
Core claim
By defining good rational functions through the Galois-theoretic count of totally split rational places in their function fields, the authors construct explicit families that outperform all good polynomials of equal degree; these families in turn produce infinite optimal LRCs whose locality and distance parameters improve on the classical Tamo-Barg bounds.
What carries the argument
Good rational functions, whose quality is measured by the number of totally split rational places they induce, which directly determines the locality parameter of the resulting code.
If this is right
- Infinite families of optimal LRCs exist with locality-distance trade-offs unavailable from polynomials.
- The same degree now yields strictly more totally split places than any good polynomial.
- A single Galois-theoretic framework covers both polynomial and rational cases.
- Explicit constructions are available for any sufficiently large length satisfying the new bounds.
Where Pith is reading between the lines
- The same counting technique might be applied to construct LRCs with multiple disjoint recovery sets.
- Higher-genus function fields could produce further parameter gains once the split-place formulas are extended.
- The rational-function codes may admit efficient encoding and decoding algorithms that exploit the underlying rational map.
Load-bearing premise
The Galois-theoretic count of totally split rational places for a given rational function translates without hidden degree or genus constraints into the locality and minimum-distance parameters of an optimal LRC.
What would settle it
An explicit rational function of degree d whose associated code fails to recover from the predicted number of erasures or whose minimum distance falls short of the optimal LRC bound.
read the original abstract
Locally recoverable codes (LRCs) have emerged as fundamental objects in modern coding theory, primarily due to their pivotal role in distributed and cloud storage systems. A major breakthrough in their construction was achieved by Tamo and Barg, who introduced the notion of \emph{good polynomials} as a key structural ingredient. In this article, we propose a natural generalization of this paradigm by introducing the concept of \emph{good rational functions}. Building upon this extension, we develop a unified and flexible framework for constructing optimal LRCs. To quantify the quality of a rational function, we embed the problem into the rich context of algebraic function field theory and Galois theory. This perspective allows us to extend the Galois-theoretic framework originally developed by Micheli for good polynomials. In particular, we derive structural and quantitative results on the number of totally split rational places associated with rational functions. Furthermore, we construct explicit families of good rational functions that outperform all good polynomials of the same degree. As a consequence, we obtain infinite families of optimal LRCs with improved parameters compared to those arising from the classical Tamo-Barg construction. These results highlight the intrinsic strength of our approach.
Editorial analysis
A structured set of objections, weighed in public.
Referee Report
Summary. The paper introduces the concept of good rational functions as a generalization of good polynomials from the Tamo-Barg construction. By embedding the problem in algebraic function field theory and extending Micheli's Galois-theoretic framework, the authors derive structural and quantitative results on the number of totally split rational places for rational functions, construct explicit families outperforming polynomials of equal degree, and obtain infinite families of optimal LRCs with improved parameters.
Significance. If the explicit constructions and Galois counts translate directly into (n,k,d,r) tuples that meet the LRC Singleton bound with strictly better parameters than Tamo-Barg (after any pole adjustments), this would provide a meaningful extension of algebraic LRC constructions, offering greater flexibility for distributed storage applications and highlighting the utility of rational functions over polynomials.
major comments (2)
- [Constructions and main results] The central claim of improved parameters for infinite families requires explicit verification that the Galois count of totally split places for f = p/q yields optimal LRC parameters without effective reduction in n or r due to pole exclusion from the evaluation set or recovery partitions. This mapping is load-bearing for the improvement over Tamo-Barg and must be shown in the constructions (e.g., via concrete (n,k,d,r) tables or formulas).
- [Galois-theoretic analysis] The quantitative Galois results extending Micheli must be shown to produce LRCs achieving the optimal distance bound; any degree limitations or constraints on the support of the rational function that could force lower locality r than the raw split count should be quantified and demonstrated not to negate the claimed improvement.
minor comments (2)
- [Preliminaries] Clarify the precise definition of a 'good rational function' and how it reduces to the polynomial case when the denominator is constant.
- [Examples and comparisons] Add explicit parameter comparisons (e.g., tables or asymptotic expressions) between the new rational-function LRCs and Tamo-Barg polynomials of matching degree to substantiate the 'outperform' claim.
Simulated Author's Rebuttal
We thank the referee for the careful reading and constructive comments on our manuscript. The points raised help clarify the presentation of our constructions and the mapping from Galois counts to LRC parameters. We address each major comment below and will revise the manuscript accordingly to strengthen the explicit verification.
read point-by-point responses
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Referee: [Constructions and main results] The central claim of improved parameters for infinite families requires explicit verification that the Galois count of totally split places for f = p/q yields optimal LRC parameters without effective reduction in n or r due to pole exclusion from the evaluation set or recovery partitions. This mapping is load-bearing for the improvement over Tamo-Barg and must be shown in the constructions (e.g., via concrete (n,k,d,r) tables or formulas).
Authors: We agree that making the parameter mapping fully explicit strengthens the central claim. In Section 4, we construct explicit infinite families of good rational functions f = p/q by choosing p and q of controlled degrees with poles placed outside the evaluation set. The Galois-theoretic count from the extended Micheli framework directly gives the number of totally split places, which we use as the evaluation points to define n. The locality r is set by the degree of p (or the ramification structure), and the recovery sets are formed from the fibers of f without overlap from excluded poles. Because the number of poles is finite and small relative to the split count, we can always select a large enough subset of split places that avoids all poles while preserving the full split cardinality for the bound. This ensures no reduction in effective n or r. To address the request for concrete verification, we will add a new table in the revised manuscript listing explicit (n, k, d, r) tuples for the first several members of each family, together with the corresponding Tamo-Barg parameters from good polynomials of equal degree, confirming the strict improvement. revision: yes
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Referee: [Galois-theoretic analysis] The quantitative Galois results extending Micheli must be shown to produce LRCs achieving the optimal distance bound; any degree limitations or constraints on the support of the rational function that could force lower locality r than the raw split count should be quantified and demonstrated not to negate the claimed improvement.
Authors: The quantitative results in Section 3 extend Micheli's Galois counting to rational functions by analyzing the Galois closure of the function field extension K(x)/K(f) and bounding the number of totally split rational places via the fixed-point formula on the Galois group action. We prove that this count is at least (deg(f) - 1) times a positive density factor determined by the group order, which is sufficient to meet the LRC Singleton bound with equality when the evaluation set is taken from these places. Regarding possible degree limitations or support constraints: the rational functions in our families are chosen with simple poles and numerator degree d such that the ramification is tame and the support (zeros and poles) has size O(d), which is negligible compared with the exponential growth of the split count. We quantify this in the proof of Theorem 3.4 by showing that the effective locality r equals the raw degree parameter minus at most a constant independent of the field size; the constant does not reduce r below the value needed for optimality. Thus the claimed improvement over Tamo-Barg is preserved. We will add a short clarifying paragraph after the statement of the main counting theorem that explicitly bounds the support size and confirms it does not force a lower r in the constructed families. revision: partial
Circularity Check
No circularity; derivation extends external Galois framework to rational functions with independent algebraic constructions
full rationale
The paper generalizes Tamo-Barg good polynomials to good rational functions by embedding the problem in algebraic function field theory and extending Micheli's Galois-theoretic counting of totally split places. It derives new structural and quantitative results on rational places, constructs explicit families outperforming polynomials of equal degree, and obtains improved LRC parameters. None of these steps reduce by definition or fitting to the claimed output; the counting arguments and explicit constructions are self-contained algebraic derivations independent of the final (n,k,d,r) tuples. No self-citation load-bearing, no fitted inputs renamed as predictions, and no ansatz smuggled via prior self-work.
Axiom & Free-Parameter Ledger
axioms (1)
- standard math Standard results from algebraic function field theory and Galois theory extend to rational functions and allow quantitative control over the number of totally split rational places.
Lean theorems connected to this paper
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IndisputableMonolith/Foundation/AlexanderDuality.leanalexander_duality_circle_linking unclear?
unclearRelation between the paper passage and the cited Recognition theorem.
We derive structural and quantitative results on the number of totally split rational places associated with rational functions... extend the Galois-theoretic framework originally developed by Micheli for good polynomials (Theorem 4.5, Corollary 5.2).
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IndisputableMonolith/Foundation/ArithmeticFromLogic.leanLogicNat.equivNat unclear?
unclearRelation between the paper passage and the cited Recognition theorem.
h(x) is (r,l)-good if deg(h)=r+1 and there exist l disjoint (r+1)-subsets on which h is constant (Definition 3.1).
What do these tags mean?
- matches
- The paper's claim is directly supported by a theorem in the formal canon.
- supports
- The theorem supports part of the paper's argument, but the paper may add assumptions or extra steps.
- extends
- The paper goes beyond the formal theorem; the theorem is a base layer rather than the whole result.
- uses
- The paper appears to rely on the theorem as machinery.
- contradicts
- The paper's claim conflicts with a theorem or certificate in the canon.
- unclear
- Pith found a possible connection, but the passage is too broad, indirect, or ambiguous to say the theorem truly supports the claim.
Reference graph
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discussion (0)
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