REVIEW 55 references
Accountable Liveness
T0 review · reviewed 2026-08-16 · deepseek-v4-flash
Pith's one-line read Accountable liveness is achievable in x-partially-synchronous networks if and only if x < 1/2 and the adversary controls fewer than n/2 nodes.
The pith
A machine-rendered reading of the paper's core claim, the machinery that carries it, and where it could break.
The reading
The authors introduce a new way to model the network: a network is mostly good if, over every sufficiently long window, at most a fraction x of the time is unresponsive, and after an unknown time it becomes fully reliable. They prove that accountable liveness is achievable exactly when x is less than one half and fewer than half of the computers are adversarial. Their protocol, based on the Tendermint consensus algorithm, adds an extra voting round in which computers say whether all pending transactions were confirmed, and it keeps records so that when a liveness violation happens, a large set of misbehaving computers can be proved guilty. They also prove that no protocol can do this if adversarial computers are a majority or if the network is unresponsive half of the time or more. For the intermediate cases, they give near-matching bounds on how many guilty computers can be identified, and they show their guarantees are tight for a particular parameter value.
Extended reading notes
Core claim
The central characterization: for optimally-resilient atomic broadcast protocols that are safe and live under partial synchrony, non-trivial accountable liveness is achievable in (Delta,g,x)-partial-synchrony with f <= tau_AL_max if and only if x < 1/2 and tau_AL_max < n/2. Theorem 1 shows sufficiency by constructing a Tendermint variant that identifies tau_AL_max - floor(((1+x+delta_x)(tau_AL_max - n/3))/(1 - x - delta_x)) adversary nodes after a liveness violation; Theorems 2 and 3 show necessity, including impossibility under synchrony when tau_AL_max >= n/2.
Load-bearing premise
The (Delta,g,x)-partial-synchrony network model (Sec. 2.1) assumes that for every partition into periods of length Delta' and every interval of g(Delta') periods, at most an x fraction of periods are asynchronous, with all rounds after an unknown GST synchronous. If real networks can have correlated, long-lasting outages that violate this sliding-window bound, then the protocol may produce incorrect certificates of guilt or none at all, and the x < 1/2 frontier would not describe reality. This is a new, unvalidated timing assumption; the paper's plausibility argument (Sec. 2.5) is anecdotal.
Signed reviews
Editorial analysis
A structured set of objections, weighed in public.
Assumptions & free parameters
free parameters (2)
- delta_x =
arbitrary in (0, 1/2 - x)
- phase delays in Alg. 1 (2D,2D,3D,3D,2D) =
multiples of Delta
assumptions (8)
- domain assumption PKI with ideal digital signatures; adversary cannot forge signatures (Sec. 2, opening paragraph)
- domain assumption Computationally bounded adversary and static corruption before protocol randomness (Sec. 2)
- domain assumption Synchronized clocks and discrete rounds (Sec. 2)
- domain assumption (Delta,g,x)-partial-synchrony network assumption (Sec. 2.1)
- domain assumption Uniform random independent leader election per view (Alg. 1, Sec. 3; Lemma 7)
- domain assumption Optimal resilience n = 2 tau_L + tau_S + 1 for Thm 3 and related (Def. 5)
- ad hoc to paper Now-or-never property (Def. 6) holds for classical PBFT-style protocols (Sec. 6.3)
- standard math Chernoff bound (Prop. 1)
Cite this review
Pith. "Pith review of Accountable Liveness." pith.science (2026). https://pith.science/paper/FD7KJC4H
@misc{pith2026250412218,
author = {Pith},
title = {Pith review of: Accountable Liveness},
year = {2026},
howpublished = {\url{https://pith.science/paper/FD7KJC4H}},
note = {Machine review of arXiv:2504.12218}
}
abstract
Safety and liveness are the two classical security properties of consensus protocols. Recent works have strengthened safety with accountability: should any safety violation occur, a sizable fraction of adversary nodes can be proven to be protocol violators. This paper studies to what extent analogous accountability guarantees are achievable for liveness. To reveal the full complexity of this question, we introduce an interpolation between the classical synchronous and partially-synchronous models that we call the $x$-partially-synchronous network model in which, intuitively, at most an $x$ fraction of the time steps in any sufficiently long interval are asynchronous (and, as with a partially-synchronous network, all time steps are synchronous following the passage of an unknown "global stablization time"). We prove a precise characterization of the parameter regime in which accountable liveness is achievable: if and only if $x < 1/2$ and $f < n/2$, where $n$ denotes the number of nodes and $f$ the number of nodes controlled by an adversary. We further refine the problem statement and our analysis by parameterizing by the number of violating nodes identified following a liveness violation, and provide evidence that the guarantees achieved by our protocol are near-optimal (as a function of $x$ and $f$). Our results provide rigorous foundations for liveness-accountability heuristics such as the "inactivity leaks" employed in Ethereum.
Figures
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Works this paper leans on
-
[1]
Ethereum.org: The complete guide to Ethereum
2024. Ethereum.org: The complete guide to Ethereum. https://ethereum.org/
work page 2024
- [2]
-
[3]
Ittai Abraham, Dahlia Malkhi, Kartik Nayak, Ling Ren, and Maofan Yin. 2020. Sync HotStuff: Simple and Practical Synchronous State Machine Replication. In SP. IEEE, 106–118
work page 2020
- [4]
-
[5]
Orestis Alpos, Bernardo David, Jakov Mitrovski, Odysseas Sofikitis, and Dionysis Zindros. 2025. Pod: An Optimal-Latency, Censorship-Free, and Accountable Generalized Consensus Layer. arXiv:2501.14931v3 [cs.DC]
arXiv 2025
-
[6]
Sarah Azouvi and Marko Vukolic. 2022. Pikachu: Securing PoS Blockchains from Long-Range Attacks by Checkpointing into Bitcoin PoW using Taproot. In ConsensusDay@CCS. ACM, 53–65
work page 2022
-
[7]
Erica Blum, Jonathan Katz, and Julian Loss. 2019. Synchronous Consensus with Optimal Asynchronous Fallback Guarantees. InTCC (1) (Lecture Notes in Computer Science, Vol. 11891). Springer, 131–150
work page 2019
-
[8]
Erica Blum, Jonathan Katz, and Julian Loss. 2020. Network-Agnostic State Ma- chine Replication. arXiv:2002.03437v3 [cs.CR]
work page Pith review arXiv 2020
Show all 55 references
-
[9]
Erica Blum, Chen-Da Liu Zhang, and Julian Loss. 2020. Always Have a Backup Plan: Fully Secure Synchronous MPC with Asynchronous Fallback. InCRYPTO (2) (Lecture Notes in Computer Science, Vol. 12171). Springer, 707–731
2020
-
[10]
Ethan Buchman, Rachid Guerraoui, Jovan Komatovic, Zarko Milosevic, Dragos- Adrian Seredinschi, and Josef Widder. 2022. Revisiting Tendermint: Design Tradeoffs, Accountability, and Practical Use. InDSN (Supplements). IEEE, 11–14
2022
-
[11]
Ethan Buchman, Jae Kwon, and Zarko Milosevic. 2018. The latest gossip on BFT consensus. arXiv:1807.04938v3 [cs.DC]
2018 arXiv
-
[12]
Eric Budish, Andrew Lewis-Pye, and Tim Roughgarden. 2024. The Economic Limits of Permissionless Consensus. InEC. ACM, 704–731
2024
-
[13]
2018.A Guide to 99% Fault Tolerant Consensus
Vitalik Buterin. 2018.A Guide to 99% Fault Tolerant Consensus. https://vitalik. eth.limo/general/2018/08/07/99_fault_tolerant.html
2018
-
[14]
Vitalik Buterin and Virgil Griffith. 2017. Casper the Friendly Finality Gadget. arXiv:1710.09437v4 [cs.CR]
2017 arXiv
-
[15]
Vitalik Buterin, Diego Hernandez, Thor Kamphefner, Khiem Pham, Zhi Qiao, Danny Ryan, Juhyeok Sin, Ying Wang, and Yan X Zhang. 2020. Combining GHOST and Casper. arXiv:2003.03052v3 [cs.CR] 14 Accountable Liveness
2020 arXiv
-
[16]
Christian Cachin, Rachid Guerraoui, and Luís E. T. Rodrigues. 2011.Introduction to Reliable and Secure Distributed Programming (2. ed.). Springer
2011
-
[17]
Miguel Castro and Barbara Liskov. 1999. Practical Byzantine Fault Tolerance. In OSDI. USENIX Association, 173–186
1999
-
[18]
Chan and Elaine Shi
Benjamin Y. Chan and Elaine Shi. 2020. Streamlet: Textbook Streamlined Blockchains. InAFT. ACM, 1–11
2020
-
[19]
Pierre Civit, Seth Gilbert, and Vincent Gramoli. 2021. Polygraph: Accountable Byzantine Agreement. InICDCS. IEEE, 403–413
2021
-
[20]
Pierre Civit, Seth Gilbert, Vincent Gramoli, Rachid Guerraoui, and Jovan Koma- tovic. 2023. As easy as ABC: Optimal (A)ccountable (B)yzantine (C)onsensus is easy!J. Parallel Distributed Comput.181 (2023), 104743
2023
-
[21]
2022.Casper FFG as a full protocol and its relationship with Streamlet
Francesco D’Amato. 2022.Casper FFG as a full protocol and its relationship with Streamlet. https://ethresear.ch/t/casper-ffg-as-a-full-protocol-and-its- relationship-with-streamlet/13803
2022
-
[22]
Evangelos Deirmentzoglou, Georgios Papakyriakopoulos, and Constantinos Pat- sakis. 2019. A Survey on Long-Range Attacks for Proof of Stake Protocols.IEEE Access7 (2019), 28712–28725
2019
-
[23]
Raymond Strong
Danny Dolev and H. Raymond Strong. 1983. Authenticated Algorithms for Byzantine Agreement.SIAM J. Comput.12, 4 (1983), 656–666
1983
-
[24]
Lynch, and Larry J
Cynthia Dwork, Nancy A. Lynch, and Larry J. Stockmeyer. 1988. Consensus in the presence of partial synchrony.J. ACM35, 2 (1988), 288–323
1988
-
[25]
Fischer, Nancy A
Michael J. Fischer, Nancy A. Lynch, and Mike Paterson. 1985. Impossibility of Distributed Consensus with One Faulty Process.J. ACM32, 2 (1985), 374–382
1985
-
[26]
Neil Giridharan, Ittai Abraham, Natacha Crooks, Kartik Nayak, and Ling Ren
-
[27]
Tiantian Gong, Gustavo Franco Camilo, Kartik Nayak, Andrew Lewis-Pye, and Aniket Kate. 2025. Recover from Excessive Faults in Partially-Synchronous BFT SMR. Cryptology ePrint Archive, Paper 2025/083. https://eprint.iacr.org/2025/083
2025
-
[28]
Yue Guo, Rafael Pass, and Elaine Shi. 2019. Synchronous, with a Chance of Partition Tolerance. InCRYPTO (1) (Lecture Notes in Computer Science, Vol. 11692). Springer, 499–529
2019
-
[29]
Andreas Haeberlen, Petr Kouznetsov, and Peter Druschel. 2007. PeerReview: practical accountability for distributed systems. InSOSP. ACM, 175–188
2007
-
[30]
Andreas Haeberlen and Petr Kuznetsov. 2009. The Fault Detection Problem. In OPODIS (Lecture Notes in Computer Science, Vol. 5923). Springer, 99–114
2009
-
[31]
Ruomu Hou and Haifeng Yu. 2023. Optimistic Fast Confirmation While Tolerating Malicious Majority in Blockchains. InSP. IEEE, 2481–2498
2023
-
[32]
Ruomu Hou, Haifeng Yu, and Prateek Saxena. 2022. Using Throughput-Centric Byzantine Broadcast to Tolerate Malicious Majority in Blockchains. InSP. IEEE, 1263–1280
2022
-
[33]
Aggelos Kiayias, Alexander Russell, Bernardo David, and Roman Oliynykov. 2017. Ouroboros: A Provably Secure Proof-of-Stake Blockchain Protocol. InCRYPTO (1) (Lecture Notes in Computer Science, Vol. 10401). Springer, 357–388
2017
-
[34]
Andrew Lewis-Pye, Joachim Neu, Tim Roughgarden, and Luca Zanolini. 2025. Accountable Liveness. Cryptology ePrint Archive, Paper 2025/693. https://eprint. iacr.org/2025/693
2025
-
[35]
Andrew Lewis-Pye and Tim Roughgarden. 2023. Permissionless Consensus. arXiv:2304.14701v5 [cs.DC]
2023 arXiv
-
[36]
Andrew Lewis-Pye and Tim Roughgarden. 2025. Beyond Optimal Fault Tolerance. arXiv:2501.06044v7 [cs.DC]
2025 arXiv
-
[37]
Atsuki Momose and Ling Ren. 2021. Multi-Threshold Byzantine Fault Tolerance. InCCS. ACM, 1686–1699
2021
-
[38]
Satoshi Nakamoto. 2008. Bitcoin: A Peer-to-Peer Electronic Cash System. https: //bitcoin.org/bitcoin.pdf
2008
-
[39]
Joachim Neu, Ertem Nusret Tas, and David Tse. 2020. Snap-and-Chat Protocols: System Aspects. arXiv:2010.10447v1 [cs.CR]
2020 arXiv
-
[40]
Joachim Neu, Ertem Nusret Tas, and David Tse. 2022. The Availability- Accountability Dilemma and Its Resolution via Accountability Gadgets. InFi- nancial Cryptography (Lecture Notes in Computer Science, Vol. 13411). Springer, 541–559
2022
-
[41]
Joachim Neu, Ertem Nusret Tas, and David Tse. 2024. Short Paper: Accountable Safety Implies Finality. InFC (1) (Lecture Notes in Computer Science, Vol. 14744). Springer, 41–50
2024
-
[42]
Rafael Pass and Elaine Shi. 2017. The Sleepy Model of Consensus. InASIACRYPT (2) (Lecture Notes in Computer Science, Vol. 10625). Springer, 380–409
2017
-
[43]
Rafael Pass and Elaine Shi. 2018. Thunderella: Blockchains with Optimistic Instant Confirmation. InEUROCRYPT (2) (Lecture Notes in Computer Science, Vol. 10821). Springer, 3–33
2018
-
[44]
Ulysse Pavloff, Yackolley Amoussou-Guenou, and Sara Tucci Piergiovanni. 2024. Byzantine Attacks Exploiting Penalties in Ethereum PoS. InDSN. IEEE, 53–65
2024
-
[45]
Pease, Robert E
Marshall C. Pease, Robert E. Shostak, and Leslie Lamport. 1980. Reaching Agree- ment in the Presence of Faults.J. ACM27, 2 (1980), 228–234
1980
-
[46]
Alejandro Ranchal-Pedrosa and Vincent Gramoli. 2024. ZLB: A Blockchain to Tolerate Colluding Majorities. InDSN. IEEE, 209–222
2024
-
[47]
Alex Shamis, Peter R. Pietzuch, Burcu Canakci, Miguel Castro, Cédric Fournet, Edward Ashton, Amaury Chamayou, Sylvan Clebsch, Antoine Delignat-Lavaud, Matthew Kerner, Julien Maffre, Olga Vrousgou, Christoph M. Wintersteiger, Manuel Costa, and Mark Russinovich. 2022. IA-CCF: In...
2022
-
[48]
Peiyao Sheng, Gerui Wang, Kartik Nayak, Sreeram Kannan, and Pramod Viswanath. 2021. BFT Protocol Forensics. InCCS. ACM, 1722–1743
2021
-
[49]
Elaine Shi. 2020. Foundations of Distributed Consensus and Blockchains. https: //www.distributedconsensus.net Book manuscript
2020
-
[50]
Srivatsan Sridhar, Ertem Nusret Tas, Joachim Neu, Dionysis Zindros, and David Tse. 2024. Consensus Under Adversary Majority Done Right. Cryptology ePrint Archive, Paper 2024/1799. https://eprint.iacr.org/2024/1799
2024
-
[51]
Srivatsan Sridhar, Dionysis Zindros, and David Tse. 2023. Better Safe than Sorry: Recovering after Adversarial Majority. arXiv:2310.06338v2 [cs.CR]
2023 arXiv
-
[52]
Ertem Nusret Tas, David Tse, Fangyu Gai, Sreeram Kannan, Mohammad Ali Maddah-Ali, and Fisher Yu. 2023. Bitcoin-Enhanced Proof-of-Stake Security: Possibilities and Impossibilities. InSP. IEEE, 126–145
2023
-
[53]
Ertem Nusret Tas, David Tse, Fisher Yu, and Sreeram Kannan. 2022. Babylon: Reusing Bitcoin Mining to Enhance Proof-of-Stake Security. arXiv:2201.07946v1 [cs.CR]
2022 arXiv
-
[54]
reasonable
Maofan Yin, Dahlia Malkhi, Michael K. Reiter, Guy Golan-Gueta, and Ittai Abra- ham. 2019. HotStuff: BFT Consensus with Linearity and Responsiveness. In PODC. ACM, 347–356. A Additional Related Work We survey additional related works beyond those discussed in Sec. 7. Achieving ...
2019
-
[2024]
InDISC (LIPIcs, Vol
Granular Synchrony. InDISC (LIPIcs, Vol. 319). Schloss Dagstuhl - Leibniz- Zentrum für Informatik, 30:1–30:22
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