Robust self-testing and certified randomness based on chained Bell inequality
Pith reviewed 2026-05-19 13:25 UTC · model grok-4.3
The pith
Violations of the chained Bell inequality enable device-independent self-testing of quantum states and measurements even with noise.
A machine-rendered reading of the paper's core claim, the machinery that carries it, and where it could break.
Core claim
The optimal quantum violation of the arbitrary-input chained Bell inequality is obtained by a dimension-independent sum-of-squares technique; the equality case in the resulting decomposition yields both the two-qubit maximally entangled state and the explicit trigonometric relations among the local observables, from which robust self-testing and certified randomness follow analytically.
What carries the argument
Dimension-independent sum-of-squares decomposition of the chained Bell operator that produces algebraic identities fixing the state and observables directly from the optimality condition.
If this is right
- Small noise-induced deviations from the optimal violation still permit analytical self-testing bounds.
- Two bits of device-independent randomness can be certified from the observed correlations.
- The same optimization procedure applies to other Bell inequalities with arbitrarily many inputs.
- Robustness certificates are obtained without dimension-dependent numerical searches.
Where Pith is reading between the lines
- The method may allow chained inequalities to replace more complex inequalities in network certification tasks.
- Experimental groups could test the predicted observable angles on existing photonic or ion-trap setups to check consistency with the derived relations.
- Combining the two-bit randomness extraction with error-correction protocols could raise the net secure key rate in device-independent quantum key distribution.
Load-bearing premise
The sum-of-squares relaxation exactly equals the true quantum maximum for every number of inputs and the resulting identities uniquely determine the physical state and observables.
What would settle it
A numerical or experimental violation of the chained inequality that exceeds the closed-form bound obtained from the sum-of-squares expression for any chosen input number greater than three.
Figures
read the original abstract
Self-testing is the strongest certification procedure that uniquely characterizes the physical system based on the observed statistics, without any knowledge of the inner workings of the devices. The optimal quantum violation of a Bell inequality enables such a device-independent (DI) self-testing of the source and the measurement devices. In this work, we demonstrate the DI self-testing based on the arbitrary-input chained Bell inequality. We devise a systematic and elegant sum-of-squares (SOS) technique enabling dimension-independent optimization of the quantum violation. Our approach enables the derivation of the state along with the relationship between the local observables directly from the optimization condition. One significant aspect is the robustness of such self-testing in real experimental situations involving noise and imperfection, leading to deviation from the optimal quantum violation. We provide an analytical technique for robust self-testing in the presence of noise. As an application of our scheme, we demonstrate the generation of two bit DI randomness and analyze the robustness of such randomness. Our optimization method is both simple and elegant, making it suitable for deriving the optimal quantum violation of various arbitrary-input Bell inequalities.
Editorial analysis
A structured set of objections, weighed in public.
Referee Report
Summary. The manuscript develops a sum-of-squares (SOS) technique to optimize the quantum violation of the chained Bell inequality for an arbitrary number of inputs. This optimization is claimed to directly yield device-independent self-testing of the shared quantum state and the relations among local observables. The authors further supply an analytical robustness analysis for noisy implementations and apply the framework to certify two bits of device-independent randomness.
Significance. If the SOS bound is tight and the extracted algebraic relations suffice for unique characterization up to isometry, the dimension-independent method would simplify self-testing analyses for high-input Bell inequalities and support more practical certified-randomness protocols. The analytical robustness bounds constitute a concrete strength for bridging theory to experiment.
major comments (2)
- [§3 (SOS optimization) and §4 (self-testing derivation)] The central self-testing claim rests on the SOS relaxation attaining the exact quantum maximum for arbitrary input numbers and on the kernel of the SOS polynomial forcing the desired anticommutation relations. The manuscript derives relations from the optimization condition but does not supply an independent achievability construction (an explicit quantum strategy saturating the bound) or a completeness argument ruling out inequivalent higher-dimensional representations that could achieve the same value.
- [§5 (robustness) and §6 (randomness application)] In the robustness analysis, the analytical bounds on the distance to the ideal state and observables are obtained by perturbing around the SOS equality case. It is not shown whether these bounds remain valid uniformly for all input numbers or whether dimension-dependent corrections appear when the number of inputs grows; this directly affects the claimed robustness of the two-bit randomness certification.
minor comments (2)
- [Introduction] The chained Bell inequality is introduced without an equation label; subsequent references would be clearer if it were numbered (e.g., Eq. (1)).
- [§5] Notation for the noise parameters and the robustness radius is introduced inline; a short table summarizing symbols and their meanings would improve readability.
Simulated Author's Rebuttal
We thank the referee for the careful reading and constructive comments. We address the two major comments point by point below. Where the manuscript can be clarified or strengthened without altering its core claims, we have revised accordingly.
read point-by-point responses
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Referee: [§3 (SOS optimization) and §4 (self-testing derivation)] The central self-testing claim rests on the SOS relaxation attaining the exact quantum maximum for arbitrary input numbers and on the kernel of the SOS polynomial forcing the desired anticommutation relations. The manuscript derives relations from the optimization condition but does not supply an independent achievability construction (an explicit quantum strategy saturating the bound) or a completeness argument ruling out inequivalent higher-dimensional representations that could achieve the same value.
Authors: We agree that an explicit achievability construction and a completeness argument would strengthen the presentation. The SOS polynomial is constructed so that its vanishing implies the Bell operator equals its known quantum maximum; direct substitution of the standard qubit strategy (maximally entangled state with anticommuting Pauli observables) recovers this maximum, confirming achievability. The kernel relations derived in §4 enforce the full set of anticommutators {A_i, A_j}=0 (i≠j) together with the projector condition on the state. Because these algebraic relations are dimension-independent and the representation is irreducible on the support of the state, any Hilbert-space representation satisfying the SOS equality is unitarily equivalent to the qubit one. We have added a short paragraph at the end of §4 that explicitly connects the SOS kernel to the known optimal strategy and states the uniqueness up to local isometry. revision: partial
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Referee: [§5 (robustness) and §6 (randomness application)] In the robustness analysis, the analytical bounds on the distance to the ideal state and observables are obtained by perturbing around the SOS equality case. It is not shown whether these bounds remain valid uniformly for all input numbers or whether dimension-dependent corrections appear when the number of inputs grows; this directly affects the claimed robustness of the two-bit randomness certification.
Authors: The perturbation analysis in §5 is performed directly on the SOS decomposition, whose coefficients and norm are independent of Hilbert-space dimension. The resulting distance bounds depend on the violation gap and on the operator norm of the SOS polynomial; both quantities admit explicit polynomial dependence on the number of inputs n that remains bounded for any fixed n. Consequently the robustness statements hold uniformly across all input numbers and carry over to the two-bit randomness extraction in §6 without additional dimension-dependent corrections. We have inserted a new remark in §5 that records this n-dependence explicitly and confirms uniformity. revision: yes
Circularity Check
No significant circularity; SOS optimization yields independent self-testing relations
full rationale
The paper's core derivation uses a sum-of-squares relaxation to bound the quantum value of the chained Bell inequality for arbitrary inputs, then extracts state and observable relations from the equality case in the optimization. This follows standard SOS techniques in Bell nonlocality without reducing the target self-testing claim to a fitted parameter or self-citation by construction. No quoted step shows the extracted state being defined in terms of the violation or the relations being presupposed in the ansatz. The method is presented as dimension-independent and directly applicable, with the central result retaining independent content from the algebraic kernel of the SOS decomposition.
Axiom & Free-Parameter Ledger
axioms (1)
- domain assumption The observed statistics arise from quantum measurements on a shared state obeying the laws of quantum mechanics.
Lean theorems connected to this paper
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IndisputableMonolith/Cost/FunctionalEquation.leanwashburn_uniqueness_aczel unclear?
unclearRelation between the paper passage and the cited Recognition theorem.
We devise a systematic and elegant sum-of-squares (SOS) technique enabling dimension-independent optimization of the quantum violation... ⟨C_n⟩_opt_Q = 2n cos(π/(2n))
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IndisputableMonolith/Foundation/AlexanderDuality.leanalexander_duality_circle_linking unclear?
unclearRelation between the paper passage and the cited Recognition theorem.
From the optimization conditions... {A_i,A_{i+x}} = 2 cos(πx/n)
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
Works this paper leans on
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[1]
This threshold is reached atr=0.8774 (0≤ϵ≤0.1414) for the state and r=0.97 (0≤ϵ≤0.0701) for the observables, wheren=11. The maximum toleranceξis constrained to 0.052 whenn=3; it increases to 0.22 forn=11. This indicates that increasing the number of measurement settingsnenables successful ex- traction even with smaller observed violations, suggesting that...
work page 2021
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[2]
Detailed derivation forn=3 Substitutingn=3 in Eq. (1) of the main text, we get the chained Bell inequality C3 =(A 1 +A 2)B1 +(A 2 +A 3)B2 +(A 3 −A 1)B3 ≤4 (B1) Following the SOS approach as outlined in Sec. III, we get that the optimal value of (C3)Q is obtained if Tr Γ3 ρAB =0 and thus we get (C3)opt Q =max {{Ai},ρAB} [ν3,1 +ν 3,2 +ν 3,3] (B2) whereν 3,i...
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[3]
This, in turn, provides (C3)opt Q =3 √ 3=6 cos π 3 (B6) Clearly, Alice’s observables follow the relation ⟨{Ai,A i+x}⟩=2 cos πx 3 ,∀i∈[2],x∈[3−i] (B7) Following Eq. (18) (more details are given in Appendix D 1) the main text, we can write the required stateρ AB with C1 ⊗C 1 =A 2 ⊗B 2,C 2 ⊗C 2 = (A1 − A3)⊗(B 1 −B 3) (2− ⟨{B 1,B 3}⟩) (B8) andC 3 ⊗C 3 =(C 1 ⊗...
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[4]
Detailed derivation forn=5 Substitutingn=5 in Eq. (1) of the main text, we get the chained Bell inequality C5 =(A 1 +A 2)B1 +(A 2 +A 3)B2 +(A 3 +A 4)B3 +(A 4 +A 5)B4 +(A 5 −A 1)B5 ≤8 (B12) Following the similar SOS approach, we get that the optimal value of (C5)Q is obtained when Tr Γ5 ρAB =0, implying that (C5)opt Q =max {{Ai},ρAB} ν5,1 +ν 5,2 +ν 5,3 +ν ...
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[5]
(1) of the main text forn=7, we get C7 = 7X i=1 (Ai +A i+1)Bi ≤12 (B27) whereA 8 =−A 1
Detailed derivation forn=7 Considering the chained Bell inequality in Eq. (1) of the main text forn=7, we get C7 = 7X i=1 (Ai +A i+1)Bi ≤12 (B27) whereA 8 =−A 1. Following the SOS approach as presented in sec. III, we get (C7)Q =max X i=1 ν7,i (B28) whereν 7,i =||(A i +A i+1)||ρAB = √2+⟨{A i,A i+1}⟩,∀i∈[7]. Using Eq. (8) of the main text, we get (C7)Q ≤ v...
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[6]
⟨{Bi,B i+x}⟩=2 cos πx 7 ∀i∈[6],x∈[7−i] (B38) Following Eq
We can show that Bob’s observables also hold similar relations due to the symmetric property of the inequality. ⟨{Bi,B i+x}⟩=2 cos πx 7 ∀i∈[6],x∈[7−i] (B38) Following Eq. (18) of the main text, we can write the required stateρ AB by substitutingn=7 in Eq. (19). Thus we get C1 ⊗C 1 =A 4 ⊗B 4,C 2 ⊗C 2 = 1 3 "(A1 − A7)⊗(B 1 −B 7) 2− ⟨{B1,B 7}⟩ + (A3 − A5)⊗(B...
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[7]
Detailed derivation forn=11 Substitutingn=11 in Eq. (1) of the main text, we get the chained Bell inequality C11 = 11X i=1 (Ai +A i+1)Bi ≤20 (B42) whereA 12 =−A 1. Following a similar SOS approach, we get (C11)Q =max X i=1 ν11,i (B43) where||ν 11,i||=(A i +A i+1)||ρAB = √2+⟨{A i,A i+1}⟩,∀i∈[11]. Using Eq. (8) of the main text, we get (C11)Q ≤ vut 11 11X i...
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[8]
(18) of the main text, we can write the required stateρ AB by substitutingn=11 in Eq
Following Eq. (18) of the main text, we can write the required stateρ AB by substitutingn=11 in Eq. (19). Hence, we get C1 ⊗C 1 =A 6 ⊗B 6 (B56) C2 ⊗C 2 = 1 5 "(A1 − A11)⊗(B 1 −B 11) 2− ⟨{B 1,B 11}⟩ + (A2 − A10)⊗(B 2 −B 10) 2− ⟨{B 2,B 10}⟩ + (A3 − A9)⊗(B 3 −B 9) 2− ⟨{B 3,B 9}⟩ +(A4 − A8)⊗(B 4 −B 8) 2− ⟨{B 4,B 8}⟩ + (A5 − A7)⊗(B 5 −B 7) 2− ⟨{B 5,B 7}⟩ # and...
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[9]
Detailed derivation forn=4 Substitutingn=4 in Eq. (1) of the main text, we get the chained Bell inequality C4 =(A 1 +A 2)B1 +(A 2 +A 3)B2 +(A 3 +A 4)B3 +(A 4 −A 1)B4 ≤6 (C1) Following the similar SOS approach, we get that the optimal value of (C4)Q is obtained if Tr Γ4 ρAB =0, implying that (C4)opt Q =max {{Ai},ρAB} ν4,1 +ν 4,2 +ν 4,3 +ν 4,4 (C2) whereν 4...
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[10]
HenceA 2 =(A 1+A3)/ √ 2 andA 4 =(A 3−A1)/ √ 2, which further implies⟨{A 1,A 2}⟩=⟨{A 2,A 3}⟩= √ 2=2 cos π 4 ,⟨{A 1,A 4}⟩=−⟨{A 3,A 4}⟩= √ 2=2 cos π 4 and⟨{A 2,A 4}⟩=2 cos π 2 . Hence, we can write ⟨{Ai,A i+x}⟩=2 cos πx 4 ∀i∈[3],x∈[4−i] (C6) We can then explicitly find that ν4,i = q 2+ √ 2=2 cos π 8 ,∀i∈[4] (C7) Hence, the optimal quantum value is given by (...
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[11]
Detailed derivation forn=6 Similarly, substitutingn=6 in Eq. (1) of the main text, we get the chained Bell inequality C6 =(A 1 +A 2)B1 +(A 2 +A 3)B2 +(A 3 +A 4)B3 +(A 4 +A 5)B4 +(A 5 +A 6)B5 +(A 6 −A 1)≤10 (C12) Following the similar SOS approach as presented, we get that the optimal value of (C 6)Q is obtained when Tr Γ6 ρAB =0, implying that (C6)opt Q =...
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[12]
18 Appendix D: Derivation of the required state for optimal quantum violation
Forn=8,9,10,12,· · ·, the derivations are very similar and straightforward and less cumbersome compared to oddn. 18 Appendix D: Derivation of the required state for optimal quantum violation
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[13]
Derivation of the required state for oddn The optimal quantum vale (Cn)opt Q in the main text provides the condition Ai ⊗B i |ψ⟩AB = |ψ⟩AB ,∀i∈[n].(D1) Fori=1 andi=n, we have the relations A1 ⊗B 1 |ψ⟩AB = |ψ⟩AB (D2) An ⊗B n |ψ⟩AB = |ψ⟩AB (D3) First we considerC 1 ⊗C 1 =A n+1 2 ⊗B n+1 2 , thus implying Tr C1 ⊗C 1 ρAB =1. Pre-multiplying11 d ⊗B nB1 and11d ⊗...
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[14]
A1 (A3 +A 1)√ 2 (A3 −A 1)√ 2 # =0,Tr [A1A4A2] =Tr
Derivation of the required state for evenn The optimization condition for deriving y (Cn)opt Q is given by Ai ⊗ Bi |ψ⟩AB = |ψ⟩AB ,∀i∈[n].(D26) as derived in Eq. (A14), whereB i = Bi+Bi−1 ν′ n,i whereB 0 =−B n. Fori=1 andi= n 2 +1, we have the relations A1 ⊗ B1 |ψ⟩AB = |ψ⟩AB ,A n 2 +1 ⊗ B n 2 +1 |ψ⟩AB = |ψ⟩AB (D27) We considerC 1 ⊗C 1 =A 1 ⊗ B1 andC 2 ⊗C 2...
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[15]
For oddn From the optimization conditions, clearly we have{A i,A n+1−i}={B i,B n+1−i}for eachi∈[n]. Using it in Eq. (D7), we get (Ai ⊗B i +A n+1−i ⊗B n+1−i − Ai ⊗B n+1−i − An+1−i ⊗B i) (2− ⟨{B i,B n+1−i}⟩) |ψ⟩AB = |ψ⟩AB (E1) Ai − An+1−i √2− ⟨{A 1,A n+1−i}⟩ ⊗ Bi −B n+1−i √2− ⟨{B i,B n+1−i}⟩ ! |ψ⟩AB = |ψ⟩AB , Ai − An+1−i √2− ⟨{A i,A n+1−i}⟩ ⊗11d ! |ψ⟩AB = 1...
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[16]
For evenn Using the optimization condition in as Eq. (7) of the main text, fori=1 andn, we can write A1 ⊗B 1 |ψ⟩AB = |ψ⟩AB (E19) An ⊗B n |ψ⟩AB = |ψ⟩AB (E20) Multiplying11d ⊗B nB1 and11d ⊗B 1Bn from the left side of the Eq. (E19) and Eq. (E20) respectively, we get, A1 ⊗B n |ψ⟩AB =11 d ⊗B nB1 |ψ⟩AB (E21) An ⊗B 1 |ψ⟩AB =11 d ⊗B 1Bn |ψ⟩AB (E22) Since the opti...
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[17]
Robust self-testing of the state For the perfect implementation of the isometryΦ, the output state can be written as Φ(|ψ⟩AB ⊗ |00⟩A′ B′)= 1 4 X a,b∈{0,1} (XA)a(XB)b 1+(−1) aZA 1+(−1) bZB |ψ⟩AB |ab⟩A′ B′ (F8) Similarly, for the imperfect implementation of the isometry, the output state can be written as ˜Φ(|ψ⟩AB ⊗ |00⟩A′ B′)= 1 4 X a,b∈{0,1} ( ˜XA)a( ˜XB)...
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[18]
Tri-angular inequality:||M±N|| ≤ ||M||+||N|| 27 Puttinga=1,b=0 in Eq. (F10) and using Eq. (F1),(F3) and(F5), we have h ˜XA(1− ˜ZA)(1+ ˜ZB)−X A(1−Z A)(1+Z B) i |ψ⟩AB |10⟩A′ B′ ≤ h βA || ˜XA |ψ⟩AB ||+|| ˜XA ˜ZB |ψ⟩AB || +4α A +2β B|| ˜XA |ψ⟩AB || i |10⟩A′ B′ =f 3(αA, βA, βB) |10⟩A′ B′ (F13) Similarly, puttinga=1,b=1 in Eq. (F10) and using Eq. (F1), (F3), (F...
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[19]
Robust self-testing of observables In order to find the robustness of the observables, we follow a similar procedure as stated above. Thus we use Eq. (F10) and calculate the robustness with observableX m (∀m∈ {A,B}) as follows. || ˜Φ( ˜Xm |ψ⟩AB ⊗ |00⟩A′ B′)−Φ(X m |ψ⟩AB ⊗ |00⟩A′ B′)|| = 1 4 X a,b∈{0,1} h ( ˜XA)a( ˜XB)b 1+(−1) a ˜ZA 1+(−1) b ˜ZB ˜Xm |ψ⟩AB −...
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[20]
Special case: For oddnonly second party (Bob) implements imperfect observables If we consider only second-party (Bob) implements the imperfect observables, and the error in both is the same, i.e.,α B = βB =ϵ≥0 then ||( ˜XB −X B) |ψ⟩AB || ≤ϵ,||( ˜ZB −Z B) |ψ⟩AB || ≤ϵ(F23) Again, if the error of each observable of the second party isδthen ||( ˜Bi −B i) |ψ⟩A...
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[21]
Hence, we get the maximum randomnessR max =2
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(50) i.e.,A i ⊗B i |ψ⟩AB =A i+1 ⊗B i |ψ⟩AB Puttingj=i(i.e.,x=0) in Eq
Derivation of Eq. (50) i.e.,A i ⊗B i |ψ⟩AB =A i+1 ⊗B i |ψ⟩AB Puttingj=i(i.e.,x=0) in Eq. (A5) we get ⟨ψ|AB Ai ⊗B i |ψ⟩AB = 1 2 ⟨ψ|AB 211d +{A i,A i+1} 2 cos π 2n ! ⊗11d |ψ⟩AB = 1+cos π n 2 cos π 2n (G4) 32 Following a similar way, Puttingi=i+1 andj=iin Eq. (A4) we get ⟨ψ|AB Ai+1 ⊗B i |ψ⟩AB = 1 2 ⟨ψ|AB 211d +{A i,A i+1} 2 cos π 2n ! ⊗11d |ψ⟩AB = 1+cos π n ...
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