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On the Security of the “Free-XOR” Technique

On the Security of the “Free-XOR” Technique. Ranjit Kumaresan Joint work with Seung Geol Choi, Jonathan Katz, and Hong-Sheng Zhou (UMD). Research in Secure Two-party Computation (2PC). Generic protocols [Yao86, GMW87] “Tailored” protocols for specific applications [FNP04,HL08,KO97,… ]

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On the Security of the “Free-XOR” Technique

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  1. On the Security of the “Free-XOR” Technique RanjitKumaresan Joint work with Seung GeolChoi, Jonathan Katz, and Hong-Sheng Zhou (UMD)

  2. Research in Secure Two-party Computation (2PC) • Generic protocols [Yao86, GMW87] • “Tailored” protocols for specific applications [FNP04,HL08,KO97,…] • Fairplay [MNPS04]: Implemented generic protocols • Hope for practicality

  3. Research in Secure Two-party Computation (2PC) • Active research improving concrete efficiency of generic protocols • Garbled circuit approach [PSSW09,HEKM11,KM11,LP07,LP11,…] • GMW approach [NNOB11, CHKMR12,...] • Moving secure computation from theory to practice

  4. Talk Outline • Background on Yao GC & the Free-XOR technique [KS08] • Description in the random oracle (RO) model • Replacing RO with correlation robust hash functions? • Sufficientassumptions on the hash function • Why correlation robust hash functions are not enough • New notion: Circular correlation robust hash functions • Security of the Free-XOR technique • Conclusions

  5. Yao Garbled Circuit (GC) [Yao86] • Generic secure computation protocol • Constant round solution • Mostly symmetric-key operations • Popular choice for efficient 2PC

  6. v u v u u v u v v u Yao Garbled Circuit XOR w AND u v Credit: V. Kolesnikov

  7. Yao Garbled Circuit y0 g,g’: gate indices H: hash function y1 XOR x0 w0 x1 w1 AND u0 v0 u1 v1

  8. GC Based Semi-Honest 2PC [Yao86] GC …. Alice input keys Bob keys input bits OT Bob input keys Evaluate GC using received input keys GC ….

  9. Efficiency Improvements to Yao GC • Garbled row reduction [NPS99,PSSW09] • Just 3 entries per garbled table • Point-and-permute [MNPS04] • Decrypt only one entry • Free-XOR technique [KS08] • No garbled table for XOR gates

  10. Free-XOR Technique [KS08] • Idea: XOR gates evaluated for “free” • No cryptographic operations or communication (like [Kol05,GMW87]) • GC based 2PC in the semi-honest setting • Gains in practice? • 40% improvement for “typical” circuits • 300% improvement for universal circuits • Impact • All recent implementations use Free-XOR technique [PSSW09, SS11,…] • Efforts to minimize #non-XOR gates in circuit [KS08, KSS09, PSSW09]

  11. Free-XOR Technique [KS08] y0 y1 XOR x0 w0 x1 w1 AND u0 v0 u1 v1

  12. Free-XOR Technique [KS08] y0= w0⊕ x0 y1 = y0⊕ R R : hidden global parameter XOR x0 w0 w1 = w0⊕ R x1 = x0⊕ R AND u0 v0 v1 = v0⊕ R u1 = u0⊕ R

  13. Free-XOR Technique [KS08] y Set y = w⊕x R : hidden global parameter XOR x w Use H(u,v,g) to recover w AND u v

  14. Proof in the RO Model [KS08] • Corrupt Alice: Trivial • Corrupt Bob: • Sim creates a fake garbled circuit whose output is always correct • Intuitively, security reduces to proving R is completely hidden • Indistinguishability proved by induction on topological ordering of gates Real table Simulated table • By induction, known input keys: u, v • Only w is recovered • Except with negl. prob., all other values are hidden

  15. Proof in the Standard Model? • RO is not programmed • Can RO be replaced by a suitable hash function? • [KS08]: a variant of correlation robust hash functions (CorRHF) works • Repeated wherever Free-XOR is used [PSSW09,SS11,AHI11,NO09,…] • Our contributions “Natural” variant of CorRHFis NOT sufficient Specify variant of CorRHF that is sufficient

  16. Proof in the Standard Model? • Main issue is circularity [BK03,BRS03, HK07, …] • H(u⊕R,v⊕R,g)⊕(w⊕R) • CorRHF does not capture circularity “Natural” variant of CorRHFis NOT sufficient Specify variant of CorRHFthat is sufficient • Circular Correlation Robust Hash Functions • Captures circularity • Security proof for the Free-XOR technique

  17. Why is this important? • Implementors happy with RO… • In theory, RO methodology is inherently flawed [CGH04] • Want precise formulation of concrete properties required by RO • “Natural” variant of CorRHF used in other contexts [AHI11,NO09] • “CorRHF is sufficient for Free-XOR technique” claimed in several works [PSSW09,SS11, AHI11,…] • Assumptions required for Free-XOR tech. in Yao GC? • Free-XOR in [GMW87, Kol05] with no other assumptions

  18. Correlation Robust Hash Functions [IKNP03] • Proposed by [IKNP03] for removing RO in OT extension • Definition: (CorRHF) H is CorRHF if for randomly chosen u1,…, up, the following two distributions are comp. indistinguishable • (u1,…, up, H(u1⊕R), …, H(up⊕R)) where R is chosen uniformly • (u1,…, up, w1,…, wp) where each wi is chosen uniformly • (Arithmetic variant) realized under PDH assumption [AHI11] • [KS08]: Variant can replace RO in Free-XOR • Use of hidden off-set in both [KS08] and [IKNP03]

  19. “Natural” Variant of CorRHF • Definition: (weak 2-CorRHF) H is weakly 2-CorRHF if for given u1,…, up, v1,…, vp,the following two distributions are comp. indistinguishable • . • ` where R is chosen uniformly • (w1,…, w3p)where each wi is chosen uniformly . . . • H(u1⊕R,v1,1), H(u1,v1⊕R,1), H(u1⊕R,v1⊕R,1) • H(up⊕R,vp,p), H(up,vp⊕R,p), H(up⊕R,vp⊕R,p)

  20. Our Working Definition of 2-CorRHF • Oracle based • CorR(u,v,g): output H(u,v⊕R,g), H(u⊕R,v,g), H(u⊕R,v⊕R,g) • Rand(u,v,g): if input was queried before then output answer given previously, else output a uniformly chosen string • Definition: (2-CorRHF) H is 2-CorRHF if every non-uniform PPT adversary A with oracle access to O(either CorR or Rand) cannot tell whether O is CorR or Rand except with negligible advantage • Stronger than previous definition • Oracle queries can be adaptive

  21. 2-CorRHF and Free-XOR technique Real table Simulated table • Reduction adversary B for 2-CorRHF • Given O (either CorR or Rand) • How to create garbled table? • Choose random u,v,w • Query O(u,v,g) to get h1, h2, h3 • First 3 entries can be set • How to obtain fourth entry using h3? • Unclear how to complete reduction Reduction Table

  22. Counterexample • Rule out fully black-box reduction using two oracles H and Break • H is 2-CorRHF even if A has oracle access to H and Break • Free-XOR technique is insecure when A has access to H and Break Break(u,v,g,z1,z2,z3) • Output r when • z1 = H(u,v⊕r,g) • z2 = H(u⊕r,v,g) • z3 = H(u⊕r,v⊕r,g)⊕r • Else output nothing H(u,v,g) • Random function

  23. H is 2-CorRHF against AH, Break • O= Rand: uniform, independent of A’s view • O = CorR: uniform, independent of A’s view unless A queries O(u,v,g) & • O(u’,v’,g) with u’⊕u = R or v’⊕v= R, or • H(u’,v’,g) with u’⊕u = R or v’⊕v = R, or • Break(u,v,g,z1,z2,z3) with z3⊕H(u⊕R,v⊕R,g) = R Happens with negligible prob. Break(u,v,g,z1,z2,z3) • Output r when • z1 = H(u,v⊕r,g) • z2 = H(u⊕r,v,g) • z3 = H(u⊕r,v⊕r,g)⊕r • Else output nothing H(u,v,g) • Random function

  24. Insecurity of Free-XOR Tech.: AH, Break Attack: A acting as Bob recovers R • Recover w from gate g using H(u,v,g) • z1 = c1⊕ w • z2= c2⊕ w • z3= c3⊕ w • Query Break(u,v,g,z1,z2,z3) to get R AND gate g c1 c3 c2 Break(u,v,g,z1,z2,z3) • Output r when • z1 = H(u,v⊕r,g) • z2 = H(u⊕r,v,g) • z3 = H(u⊕r,v⊕r,g)⊕r • Else output nothing H(u,v,g) • Random function

  25. Capturing Circularity: Circular 2-CorRHF • Recall indistinguishable oracles in 2-CorRHF • CorR(u,v,g): output H(u,v⊕R,g), H(u⊕R,v,g), H(u⊕R,v⊕R,g) • Rand(u,v,g): if input was queried before then output answer given previously, else output uniformly chosen • Oracles for Circular 2-CorRHF • CircR(u,v,g,b1,b2,b3): output H(u⊕b1R, v⊕b2R, g) ⊕ b3R • Rand(u,v,g,b1,b2,b3): same as before bR = 0 when b=0 bR = R when b=1

  26. Capturing Circularity: Circular 2-CorRHF • Recall indistinguishable oracles in 2-CorRHF • CorR(u,v,g): output H(u,v⊕R,g), H(u⊕R,v,g), H(u⊕R,v⊕R,g) • Rand(u,v,g): if input was queried before then output answer given previously, else output uniformly chosen • Oracles for Circular 2-CorRHF • CircR(u,v,g,b1,b2,b3): output H(u⊕b1R, v⊕b2R, g) ⊕ b3R • Rand(u,v,g,b1,b2,b3): same as before Allowing b3 = 1 captures circularity

  27. Circular 2-CorRHF • Oracles for Circular 2-CorRHF • CircR(u,v,g,b1,b2,b3): output H(u⊕b1R, v⊕b2R, g) ⊕ b3R • Rand(u,v,g,b1,b2,b3): same as before • Indistinguishabilityconditioned on restricted queries to CircR • No queries of the form (u,v,g,0,0,b3) • No queries on both (u,v,g,b1,b2,0) and (u,v,g,b1,b2,1) • Definition: (Circular 2-CorRHF) H is circular 2-CorRHF if every non-uniform PPT adversary Amaking legal queries to oracle Ocannot tell whether O is CircRor Rand except with negligible advantage

  28. Proof of Security for the Free-XOR Tech. • Corrupt Alice: Trivial • Corrupt Bob: Sim creates a fake garbled circuit . . . y = w⊕x • Choose random key for all wires except output wires of XOR gates • XOR chosen keys for input wires to get key for output wire of XOR gate • Populate unknown values in non-XOR gate table with random values • Set output garbled table to give correct output z XOR Simulated table w x AND u v

  29. Reduction to Circular 2-CorRHF • Reduction adversary B for Circular 2-CorRHF • B given access to O (either CircRor Rand) & real inputs for both parties . . . y = w⊕x • Choose random key for all wires except output wires of XOR gates • XOR chosen keys for input wires to get key for output wire of XOR gate • Populate unknown values in non-XOR gate table using O • Set output garbled table to give correct output z XOR Reduction Table w x AND u v

  30. Circular 2-CorRHF & Free-XOR technique Real table Simulated table Reduction Table O = CircR O = Rand Recall CircR(u,v,g,b1,b2,b3): • output H(u⊕b1R, v⊕b2R, g) ⊕ b3R

  31. Conclusions & Open Questions • Free-XOR technique extremely influential • Used in all Yao GC implementations • Secure in the random oracle model • “Natural” variant of 2-CorRHF is not sufficient • Circularity • Stronger notion of 2-CorRHF: Circular 2-CorRHF • Security proof for the Free-XOR technique • “Free” gate evaluation under OWF? • Realize Circular 2-CorRHF from standard crypto assumptions?

  32. Thank You!

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