REVIEW 4 minor 300 references
How to Avoid Debate: Scalable AI Safety via Doubly-Efficient Interactive Proofs
T0 review · 0 major / 4 minor · reviewed 2026-07-12 · grok-4.5
Pith's one-line read Single-prover interactive proofs can verify AI computations that query oracles, without two debating models, when the computation is robust to small oracle errors or the oracle is low-degree.
desk verdict Solid theory paper that actually builds single-prover relativizing DEIPs for robust oracles and low-degree oracles; the math holds, the modeling premise is the real limit. read the letter →
The pith
A machine-rendered reading of the paper's core claim, the machinery that carries it, and where it could break.
The reading
What carries the argument
Interactive proofs of proximity combined with unique-decoding checksums for the adaptive robust case, and Merkle-hash or polynomial commitments plus Kilian-style succinct arguments of knowledge for the argument systems. These force any accepting transcript to be close to a correct robust computation or to match the low-degree oracle at a random point.
What would settle it
Take a concrete oversight task such as verifying a long legal contract against human expert judgment; show that no useful ε-robust version exists without multiplying human queries by more than 1/ε, so the protocol’s claimed query savings disappear.
Extended reading notes
Core claim
There exist doubly-efficient single-prover interactive proofs with statistical soundness and arguments with computational soundness for ε-robust oracle Boolean circuits, and a single-query argument for circuits with a polynomial-degree oracle. Verifier query complexity is O(σ/ε) or O(1/ε) in the robust setting and exactly 1 in the low-degree setting, so relativizing verification is possible without debate under structured or noise-tolerant oracle access.
Load-bearing premise
The computation must remain correct even when a small fraction of its oracle answers are wrong, including after later adaptive queries recompute from those wrong answers.
Editorial extensions
If this is right
- Scalable oversight of long-document or web-grounded AI outputs can use one model plus a weak human checker once the task is made robust by redundancy.
- Training labels for complex AI outputs become feasible without re-checking every oracle-dependent step.
- Any database converted to its low-degree extension admits single-query verification of poly-size computations over it.
- Debate’s equal-ability and truthfulness assumptions can be dropped for every task that fits the robustness or algebraic conditions.
Reading between the lines
- If everyday oversight tasks can be rewritten with majority votes or rephrased human queries, the statistical-soundness protocols become usable for alignment training today.
- The low-degree protocol may extend to any oracle that a simple machine-learning model class approximates well, giving a route to verification over learnable oracles.
- Measuring how far real tasks fail robustness would turn the paper’s assumption into a concrete design metric for when single-prover checking is enough and when extra debate-like redundancy is still required.
Signed reviews
Editorial analysis
A structured set of objections, weighed in public.
Referee Report
Summary. The paper initiates the study of single-prover doubly-efficient interactive proofs and arguments for oracle-aided Boolean circuits, motivated by scalable AI safety without the equal-ability and truthfulness assumptions of debate. It constructs four protocols: statistically sound DEIPs for ε-robust circuits with nonadaptive (Thm 4.1) and adaptive (Thm 4.5) oracle queries, a computationally sound argument for adaptive robust circuits (Thm 4.10), and a computationally sound argument for circuits with poly-degree oracles (Thm 5.4). The robust protocols combine IPPs of proximity (Rothblum–Rothblum), unique-decoding checksums, and GKR DEIPs (or Kilian SNARKs + Merkle trees); the low-degree protocol uses polynomial commitments and a Schwartz–Zippel check. Verifier query complexity is O(σ/ε) or 1, with the stated round and communication bounds summarized in Table 1.
Significance. If the modeling premises hold, the work supplies the first relativizing single-prover alternatives to debate for AI oversight, removing the need for two equally capable, properly incentivized provers. The constructions are clean reductions to standard primitives (GKR, RR20 IPPs, Kilian, lattice polynomial commitments) and give concrete, parameter-explicit efficiency trade-offs. The adaptive recursion with unique-decoding checksums (Claims 4.6–4.9) and the single-query low-degree argument are technically nontrivial contributions that enlarge the class of oracle-aided computations admitting doubly-efficient verification. The paper itself flags the empirical status of ε-robustness, so the theoretical advance is cleanly scoped.
minor comments (4)
- Definition 3.2 (closeness for adaptive circuits) is more involved than ordinary Hamming distance; a short illustrative example of how modifying one early answer forces recomputation of later queries would help readers who are not already familiar with adaptive oracles.
- In the efficiency analysis of Theorem 4.5 the eO notation hides polylog(d,S) factors; stating the precise dependence on d once (e.g., after the final complexity list) would make the comparison with the nonadaptive case sharper.
- Section 6 lists several open directions; a one-sentence pointer to whether the low-degree protocol already covers the “learnable oracle” case via low-degree extensions of databases would tighten the discussion.
- A few minor typos appear (e.g., “W e” for “We” in footnotes, inconsistent spacing around eO). A light copy-edit pass would remove them.
Circularity Check
No significant circularity; theorems are self-contained reductions to standard IPP/DEIP/Kilian/PC primitives under explicit external modeling assumptions.
full rationale
The paper constructs interactive proofs and arguments (Theorems 4.1, 4.5, 4.10, 5.4) by composing known black-box primitives (GKR15 DEIP, RR20 IPP, Kilian succinct AOK, CMNW24 polynomial commitments, Merkle hash trees, Reed-Solomon checksums) with new but non-circular protocol wrappers (checksum-augmented recursive IPPs for adaptive robustness; Schwartz-Zippel check for low-degree oracles). Completeness and soundness are proved by direct reduction to the soundness of those primitives plus the stated external hypotheses (ε-robustness of Definition 3.3, or poly-degree of the oracle). No quantity is fitted to data and then re-presented as a prediction; no uniqueness theorem is imported solely from overlapping authors to force a modeling choice; no ansatz is smuggled via self-citation; and the robustness/low-degree conditions are openly declared modeling assumptions rather than derived outputs. Self-citations (e.g., Kalai’s co-authorship of GKR15) are ordinary use of established, community-verified results and do not load-bear the novelty. The derivation chain is therefore non-circular.
Assumptions & free parameters
free parameters (2)
- ε (robustness / proximity parameter)
- σ (soundness parameter)
assumptions (5)
- standard math Existence of collision-resistant hash functions (for Kilian arguments and hash trees)
- standard math Polynomial hardness of (Module-)SIS (for extractable polynomial commitments)
- standard math GKR doubly-efficient interactive proofs for logspace-uniform circuits
- standard math Rothblum-Rothblum interactive proofs of proximity
- domain assumption Target computations are ε-robust (Definition 3.3) or the oracle is low-degree
Cite this review
Pith. "Pith review of How to Avoid Debate: Scalable AI Safety via Doubly-Efficient Interactive Proofs." pith.science (2026). https://pith.science/paper/5T4ZOQRM
@misc{pith2026260703561,
author = {Pith},
title = {Pith review of: How to Avoid Debate: Scalable AI Safety via Doubly-Efficient Interactive Proofs},
year = {2026},
howpublished = {\url{https://pith.science/paper/5T4ZOQRM}},
note = {Machine review of arXiv:2607.03561}
}
read the original abstract
As AI models continue to develop powerful capabilities, it becomes critical that we are able to verify that their output is aligned with our intentions. A recent line of work focuses on verification via debate, a model of interactive proofs where two competing powerful provers, or AI models, debate each other to convince a weak verifier, or a human, of the correctness of their claim. However, debate assumes that the two AI models possess equal abilities and that one of them is truthful, which may not be realistic. In this work, we show \emph{how to avoid debate}: we initiate the study of \emph{single-prover} interactive proofs for AI safety. Prior results in single-prover interactive proofs do not immediately carry over to the AI safety setting: for example, they do not work when the computation has access to an oracle, such as to human judgment or an external database such as the web. We present doubly-efficient single-prover interactive proofs and arguments for oracle-aided computations (also known as relativizing proofs), in the settings where (1) the computation is robust, in the sense that the output does not change if at most a small fraction of the answers to oracle queries are incorrect, or (2) the oracle is a low-degree polynomial. These results suggest that interactive verification is possible even without debate, under structured or noise-tolerant oracle access.
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Sheldon C. Ebron Jr. and Meiying Zhang and Kan Yang. Identifying the Truth of Global Model: A Generic Solution to Defend Against Byzantine and Backdoor Attacks in Federated Learning. doi:10.1007/978-981-96-9101-2_7
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RAGLeak : Membership Inference Attacks on RAG -Based Large Language Models
Kaiyue Feng and Guangsheng Zhang and Huan Tian and Heng Xu and Yanjun Zhang and Tianqing Zhu and Ming Ding and Bo Liu. RAGLeak : Membership Inference Attacks on RAG -Based Large Language Models. doi:10.1007/978-981-96-9101-2_8
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Zhenzhu Chen and Yansong Gao and Anmin Fu and Fanjian Zeng and Boyu Kuang and Robert H. Deng. DeGain : Detecting GAN -Based Data Inversion in Collaborative Deep Learning. doi:10.1007/978-981-96-9101-2_9
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FRFL : Fair and Robust Federated Learning Incentive Model Based on Game Theory
Haocheng Ye and Lu Zhou and Hao Wang and Chunpeng Ge. FRFL : Fair and Robust Federated Learning Incentive Model Based on Game Theory. doi:10.1007/978-981-96-9101-2_10
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DPFedSub : A Differentially Private Federated Learning with Randomized Subspace Descend
Huiwen Wu and Chuan Ma and Xueran Li and Deyi Zhang and Xiaohan Li and She Sun. DPFedSub : A Differentially Private Federated Learning with Randomized Subspace Descend. doi:10.1007/978-981-96-9101-2_11
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MG -Det: Deepfake Detection with Multi-granularity
Ahmed Asiri and Luoyu Chen and Zhiyi Tian and Xiaoyu Ding and Shui Yu. MG -Det: Deepfake Detection with Multi-granularity. doi:10.1007/978-981-96-9101-2_12
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LPIA : Label Preference Inference Attack Against Federated Graph Learning
Jiaxue Bai and Lu Shi and Yang Liu and Weizhe Zhang. LPIA : Label Preference Inference Attack Against Federated Graph Learning. doi:10.1007/978-981-96-9101-2_13
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Kanhere and Jiamou Sun and Sanjay K
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Zeroth-Order Federated Private Tuning for Pretrained Large Language Models
Xiaoyu Zhang and Yong Lin and Meixia Miao and Jian Lou and Jin Li and Xiaofeng Chen. Zeroth-Order Federated Private Tuning for Pretrained Large Language Models. doi:10.1007/978-981-96-9101-2_15
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Guanqin Zhang and Feng Xu and H. M. N. Dilum Bandara and Shiping Chen and Yulei Sui. Understanding the Robustness of Machine-Unlearning Models. doi:10.1007/978-981-96-9101-2_16
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Mitigating the Unprivileged User Namespaces Based Privilege Escalation Attacks with Linux Capabilities
Jingzi Meng and Yuewu Wang and Lingguang Lei and Chunjing Kou and Peng Wang and Huawei Lu. Mitigating the Unprivileged User Namespaces Based Privilege Escalation Attacks with Linux Capabilities. doi:10.1007/978-981-96-9101-2_17
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SoK : From Systematization to Best Practices in Fuzz Driver Generation
Qian Yan and Minhuan Huang and Huayang Cao and Shuaibing Lu. SoK : From Systematization to Best Practices in Fuzz Driver Generation. doi:10.1007/978-981-96-9101-2_18
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Facial Authentication Security Evaluation Against Deepfake Attacks in Mobile Apps
Chuer Yu and Siyi Xia and Haoyu Wang and Xia Liu and Zonghui Wang and Lirong Fu and Zhiyuan Wan and Yandong Gao and Yang Xiang and Wenzhi Chen. Facial Authentication Security Evaluation Against Deepfake Attacks in Mobile Apps. doi:10.1007/978-981-96-9101-2_19
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EAPIR : Efficient and Authenticated Private Information Retrieval with Fast Server Processing
Hua Shen and Xinjie Li and Zhen Fan and Ge Wu and Mingwu Zhang. EAPIR : Efficient and Authenticated Private Information Retrieval with Fast Server Processing. doi:10.1007/978-981-96-9101-2_20
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Arash Mahboubi and Hamed Aboutorab and Seyit Camtepe and Hang Thanh Bui and Khanh Luong and Keyvan Ansari and Shenlu Wang and Bazara I. A. Barry. Ransomware Encryption Detection: Adaptive File System Analysis Against Evasive Encryption Tactics. doi:10.1007/978-981-96-9101-2_21
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Receiver-Initiated Updatable Public Key Encryption: Construction, Security and Application
Jiahao Xuan. Receiver-Initiated Updatable Public Key Encryption: Construction, Security and Application. doi:10.1007/978-981-96-9101-2_22
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Robust and Privacy-Preserving Dynamic Average Consensus with Individual Weight
Yuanyuan Zhang and Yu Liu and Yahui Wang and Tianqing Zhu and Mingwu Zhang. Robust and Privacy-Preserving Dynamic Average Consensus with Individual Weight. doi:10.1007/978-981-96-9101-2_23
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Improving RSA Cryptanalysis: Combining Continued Fractions and Coppersmith's Techniques
Mengce Zheng and Yansong Feng and Abderrahmane Nitaj and Yanbin Pan. Improving RSA Cryptanalysis: Combining Continued Fractions and Coppersmith's Techniques. doi:10.1007/978-981-96-9101-2_24
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Shortest Printable Shellcode Encoding Algorithm Based on Dynamic Bitwidth Selection
Guoan Liu and Jian Lin and Weiyu Dong and Jiaan Liu and Tieming Liu. Shortest Printable Shellcode Encoding Algorithm Based on Dynamic Bitwidth Selection. doi:10.1007/978-981-96-9101-2_25
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Bridging Clone Detection and Industrial Compliance: A Practical Pipeline for Enterprise Codebases
Xiaowei Zhang and Shigang Liu and Jun Zhang and Yang Xiang. Bridging Clone Detection and Industrial Compliance: A Practical Pipeline for Enterprise Codebases. doi:10.1007/978-981-96-9101-2_26
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The Offline Quantum Attack Against Modular Addition Variant of Even - Mansour Cipher
Fangzhou Liu and Xueqi Zhu and Ruozhou Xu and Danping Shi and Peng Wang. The Offline Quantum Attack Against Modular Addition Variant of Even - Mansour Cipher. doi:10.1007/978-981-97-5025-2_1
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Known-Key Attack on GIFT -64 and GIFT -64 [g_0^c] Based on Correlation Matrices
Xiaomeng Sun and Wenying Zhang and Ren \'e Rodr \'i guez and Huimin Liu. Known-Key Attack on GIFT -64 and GIFT -64 [g_0^c] Based on Correlation Matrices. doi:10.1007/978-981-97-5025-2_2
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On the Security Bounds for Block Ciphers Without Whitening Key Addition Against Integral Distinguishers
Fanyang Zeng and Tian Tian. On the Security Bounds for Block Ciphers Without Whitening Key Addition Against Integral Distinguishers. doi:10.1007/978-981-97-5025-2_3
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Tight Multi-user Security of Ascon and Its Large Key Extension
Bishwajit Chakraborty and Chandranan Dhar and Mridul Nandi. Tight Multi-user Security of Ascon and Its Large Key Extension. doi:10.1007/978-981-97-5025-2_4
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Differential Distinguishing Attacks on SNOW - V , SNOW -Vi and KCipher -2
Rikuto Kurahara and Kosei Sakamoto and Yuto Nakano and Takanori Isobe. Differential Distinguishing Attacks on SNOW - V , SNOW -Vi and KCipher -2. doi:10.1007/978-981-97-5025-2_5
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Efficient Search for Optimal Permutations of Refined Type- II Generalized Feistel Structures
Xiaodan Li and Wenling Wu and Yuhan Zhang and Ee Duan. Efficient Search for Optimal Permutations of Refined Type- II Generalized Feistel Structures. doi:10.1007/978-981-97-5025-2_6
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Man Chen and Yuyue Chen and Rui Zong and ZengPeng Li and Zoe L. Jiang. F- FHEW : High-Precision Approximate Homomorphic Encryption with Batch Bootstrapping. doi:10.1007/978-981-97-5025-2_7
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Robin Jadoul and Axel Mertens and Jeongeun Park and Hilder V. L. Pereira. NTRU -Based FHE for Larger Key and Message Space. doi:10.1007/978-981-97-5025-2_8
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Jiang and Jun Zhou and Junbin Fang and Zhenfu Cao
Yi Huang and Junping Wan and Zoe L. Jiang and Jun Zhou and Junbin Fang and Zhenfu Cao. An Efficient Integer-Wise ReLU on TFHE. doi:10.1007/978-981-97-5025-2_9
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HERatio : Homomorphic Encryption of Rationals Using Laurent Polynomials
Luke Harmon and Gaetan Delavignette and Hanes Oliveira. HERatio : Homomorphic Encryption of Rationals Using Laurent Polynomials. doi:10.1007/978-981-97-5025-2_10
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TFHE Bootstrapping: Faster, Smaller and Time-Space Trade-Offs
Ruida Wang and Benqiang Wei and Zhihao Li and Xianhui Lu and Kunpeng Wang. TFHE Bootstrapping: Faster, Smaller and Time-Space Trade-Offs. doi:10.1007/978-981-97-5025-2_11
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Approximate Methods for the Computation of Step Functions in Homomorphic Encryption
Tairong Huang and Shihe Ma and Anyu Wang and Xiaoyun Wang. Approximate Methods for the Computation of Step Functions in Homomorphic Encryption. doi:10.1007/978-981-97-5025-2_12
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Key Cooperative Attribute-Based Encryption
Luqi Huang and Willy Susilo and Guomin Yang and Fuchun Guo. Key Cooperative Attribute-Based Encryption. doi:10.1007/978-981-97-5025-2_13
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On the Feasibility of Identity-Based Encryption with Equality Test Against Insider Attacks
Keita Emura. On the Feasibility of Identity-Based Encryption with Equality Test Against Insider Attacks. doi:10.1007/978-981-97-5025-2_14
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Non-interactive Publicly Verifiable Searchable Encryption with Forward and Backward Privacy
Zhilong Luo and Shifeng Sun and Zhedong Wang and Dawu Gu. Non-interactive Publicly Verifiable Searchable Encryption with Forward and Backward Privacy. doi:10.1007/978-981-97-5025-2_15
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On the Implications from Updatable Encryption to Public-Key Cryptographic Primitives
Yuichi Tanishita and Ryuya Hayashi and Ryu Ishii and Takahiro Matsuda and Kanta Matsuura. On the Implications from Updatable Encryption to Public-Key Cryptographic Primitives. doi:10.1007/978-981-97-5025-2_16
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Continuous Version of Non-malleable Codes from Authenticated Encryption
Anit Kumar Ghosal and Dipanwita Roychowdhury. Continuous Version of Non-malleable Codes from Authenticated Encryption. doi:10.1007/978-981-97-5025-2_17
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Pairing-Free ID -Based Signatures as Secure as Discrete Logarithm in AGM
Jia-Chng Loh and Fuchun Guo and Willy Susilo. Pairing-Free ID -Based Signatures as Secure as Discrete Logarithm in AGM. doi:10.1007/978-981-97-5025-2_18
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Threshold Ring Signatures with Accountability
Thanh Xuan Khuc and Willy Susilo and Dung Hoang Duong and Fuchun Guo and Kazuhide Fukushima and Shinsaku Kiyomoto. Threshold Ring Signatures with Accountability. doi:10.1007/978-981-97-5025-2_19
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Threshold Signatures with Private Accountability via Secretly Designated Witnesses
Meng Li and Hanni Ding and Qing Wang and Zijian Zhang and Mauro Conti. Threshold Signatures with Private Accountability via Secretly Designated Witnesses. doi:10.1007/978-981-97-5025-2_20
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A Novel Window NAF on Koblitz Curves
Xiuxiu Li and Wei Yu and Kunpeng Wang. A Novel Window NAF on Koblitz Curves. doi:10.1007/978-981-97-5025-2_21
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Parallel Algorithms on Hyperelliptic Pairings Using Hyperelliptic Nets
Chao Chen and Fangguo Zhang. Parallel Algorithms on Hyperelliptic Pairings Using Hyperelliptic Nets. doi:10.1007/978-981-97-5025-2_22
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AlgSAT - A SAT Method for Verification of Differential Trails from an Algebraic Perspective
Huina Li and Haochen Zhang and Kai Hu and Guozhen Liu and Weidong Qiu. AlgSAT - A SAT Method for Verification of Differential Trails from an Algebraic Perspective. doi:10.1007/978-981-97-5025-2_23
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Hadamard Product Argument from Lagrange-Based Univariate Polynomials
Jie Xie and Yuncong Hu and Yu Yu. Hadamard Product Argument from Lagrange-Based Univariate Polynomials. doi:10.1007/978-981-97-5025-2_24
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Improved Multimodal Private Signatures from Lattices
Nam Tran and Khoa Nguyen and Dongxi Liu and Josef Pieprzyk and Willy Susilo. Improved Multimodal Private Signatures from Lattices. doi:10.1007/978-981-97-5028-3_1
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Automatic Quantum Multi-collision Distinguishers and Rebound Attacks with Triangulation Algorithm
Zhenzhen Bao and Jian Guo and Shun Li and Phuong Pham. Automatic Quantum Multi-collision Distinguishers and Rebound Attacks with Triangulation Algorithm. doi:10.1007/978-981-97-5028-3_2
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Lattice-Based, More General Anti-leakage Model and Its Application in Decentralization
Xiaokang Dai and Jingwei Chen and Wenyuan Wu and Yong Feng. Lattice-Based, More General Anti-leakage Model and Its Application in Decentralization. doi:10.1007/978-981-97-5028-3_3
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An Efficient Hardware Implementation of Crystal- Dilithium on FPGA
Zixuan Wu and Rongmao Chen and Yi Wang and Qiong Wang and Wei Peng. An Efficient Hardware Implementation of Crystal- Dilithium on FPGA. doi:10.1007/978-981-97-5028-3_4
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Pushing the Limit of Vectorized Polynomial Multiplications for NTRU Prime
Vincent Hwang. Pushing the Limit of Vectorized Polynomial Multiplications for NTRU Prime. doi:10.1007/978-981-97-5028-3_5
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Jumping for Bernstein-Yang Inversion
Li-Jie Jian and Ting-Yuan Wang and Bo-Yin Yang and Ming-Shing Chen. Jumping for Bernstein-Yang Inversion. doi:10.1007/978-981-97-5028-3_6
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Liu and Muhammed F
Xinyu Zhang and Ron Steinfeld and Joseph K. Liu and Muhammed F. Esgin and Dongxi Liu and Sushmita Ruj. DualRing - PRF : Post-quantum (Linkable) Ring Signatures from Legendre and Power Residue PRFs. doi:10.1007/978-981-97-5028-3_7
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Faster Verifications and Smaller Signatures: Trade-Offs for ALTEQ Using Rejections
Arnaud Sipasseuth. Faster Verifications and Smaller Signatures: Trade-Offs for ALTEQ Using Rejections. doi:10.1007/978-981-97-5028-3_8
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Revisiting the Security of Fiat-Shamir Signature Schemes Under Superposition Attacks
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Improved Lattice-Based Attack on Mersenne Low Hamming Ratio Search Problem
Mengce Zheng and Wei Yan. Improved Lattice-Based Attack on Mersenne Low Hamming Ratio Search Problem. doi:10.1007/978-981-97-5028-3_10
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New Strategy for Evaluating Differential Clustering Effect of uBlock
Chen Wang and Jinliang Wang and Muzhou Li and Meiqin Wang. New Strategy for Evaluating Differential Clustering Effect of uBlock. doi:10.1007/978-981-97-5028-3_11
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Algebraic Cryptanalysis of the HADES Design Strategy: Application to Poseidon and Poseidon2
Tomer Ashur and Thomas Buschman and Mohammad Mahzoun. Algebraic Cryptanalysis of the HADES Design Strategy: Application to Poseidon and Poseidon2. doi:10.1007/978-981-97-5028-3_12
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Revisiting Impossible Differential Cryptanalysis and Expanding the Application of MILP in Impossible Differential Attack
Weiwei Cao. Revisiting Impossible Differential Cryptanalysis and Expanding the Application of MILP in Impossible Differential Attack. doi:10.1007/978-981-97-5028-3_13
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A Fault-Tolerant Content Moderation Mechanism for Secure Messaging Systems
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Formal Verification of Challenge Flow in EMV 3- D Secure
Kakeru Watanabe and Kazuki Yoneyama. Formal Verification of Challenge Flow in EMV 3- D Secure. doi:10.1007/978-981-97-5028-3_15
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Size-Hiding Computation in the Honest-But-Curious Model
Kazumasa Shinagawa. Size-Hiding Computation in the Honest-But-Curious Model. doi:10.1007/978-981-97-5028-3_16
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ProfistMAC : A Protocol Finite State Machine Classifier via Graph Representation
Yali Yuan and Yichao Wang and Guang Cheng. ProfistMAC : A Protocol Finite State Machine Classifier via Graph Representation. doi:10.1007/978-981-97-5028-3_18
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Subverting Cryptographic Protocols from a Fine-Grained Perspective- A Case Study on 2-Party ECDSA
Jialiu Cheng and Yi Wang and Rongmao Chen and Xinyi Huang. Subverting Cryptographic Protocols from a Fine-Grained Perspective- A Case Study on 2-Party ECDSA. doi:10.1007/978-981-97-5028-3_19
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Deep Dive on Relationship Between Personality and Password Creation
Madeline Moran and Arrianna Szymczak and Anna Hart and Shelia Kennison and Eric Chan-Tin. Deep Dive on Relationship Between Personality and Password Creation. doi:10.1007/978-981-97-5028-3_20
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Unveiling the Unseen: Video Recognition Attacks on Social Software
Hangyu Zhao and Hua Wu and Xuqiong Bian and Songtao Liu and Guang Cheng and Xiaoyan Hu and Zhiyi Tian. Unveiling the Unseen: Video Recognition Attacks on Social Software. doi:10.1007/978-981-97-5028-3_21
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An Account Matching Method Based on Hyper Graph
Zhiwei Tang and Xuemeng Zhai and Gaolei Fei and Junyi Gao and Jianwei Ding and Keren Wang and Qiang Li and Guangmin Hu. An Account Matching Method Based on Hyper Graph. doi:10.1007/978-981-97-5028-3_22
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Enhancing Permissioned Blockchains with Controlled Data Authorization
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FXChain : A Multi-consortium Permissioned Blockchain with Flexible Privacy-Preserving Strategies
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Efficient Vulnerability Detection for Smart Contracts Using Gated Graph Neural Network
Yiwen Zhai and Jia Yang and Mingwu Zhang. Efficient Vulnerability Detection for Smart Contracts Using Gated Graph Neural Network. doi:10.1007/978-981-97-5101-3_3
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Lightweight Instance Batch Schemes Towards Prover-Efficient Decentralized Private Computation
Ziyu Meng and Zibo Zhou and Zongyang Zhang and Yu Jin. Lightweight Instance Batch Schemes Towards Prover-Efficient Decentralized Private Computation. doi:10.1007/978-981-97-5101-3_4
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CrossAAD : Cross-Chain Abnormal Account Detection
Yong Lin and Peng Jiang and Fuchun Guo and Liehuang Zhu. CrossAAD : Cross-Chain Abnormal Account Detection. doi:10.1007/978-981-97-5101-3_5
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Jun Zhao and Jiangshan Yu and Xingliang Yuan and Joseph K. Liu. AegisDB : Scalable Blockchain Database with Secure Decentralised Load Balancing. doi:10.1007/978-981-97-5101-3_6
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Towards Scalable and Secure IoTs Transactions: A New Bi-directional Payment Channel Without Third-Party Monitoring
Zuobin Ying and Qingao Ding and Wenqi Li and Shengmin Xu and Jinbo Xiong. Towards Scalable and Secure IoTs Transactions: A New Bi-directional Payment Channel Without Third-Party Monitoring. doi:10.1007/978-981-97-5101-3_7
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Understanding Privacy in Smart Speakers: A Narrative Review
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R- PPDFL : A Robust and Privacy-Preserving Decentralized Federated Learning System
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FedSCD : Federated Learning with Semi-centralization, Discrepancy-Awareness and Dual-Model Collaboration
Changji Wang and Canjie Pan and Qingqing Gan and Zhen Liu and Ning Liu and Jingjing Zhang. FedSCD : Federated Learning with Semi-centralization, Discrepancy-Awareness and Dual-Model Collaboration. doi:10.1007/978-981-97-5101-3_10
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Pirates: Anonymous Group Calls over Fully Untrusted Infrastructure
Christoph Coijanovic and Akim Stark and Daniel Schadt and Thorsten Strufe. Pirates: Anonymous Group Calls over Fully Untrusted Infrastructure. doi:10.1007/978-981-97-5101-3_11
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Liu and Xingliang Yuan and Shifeng Sun and Hui Cui
Yanjun Shen and Joseph K. Liu and Xingliang Yuan and Shifeng Sun and Hui Cui. SecuPath : A Secure and Privacy-Preserving Multiparty Path Planning Framework in UAV Applications. doi:10.1007/978-981-97-5101-3_12
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TS - HMD : Explainable Deep Learning for Time Series HPCs Based IoT Malware Detection
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Security Research for Android Remote Assistance Apps
Liwei Wang and Xiaofeng Liu and Ting Lei and Wenna Song and Shanqing Guo and Pengcheng Ren. Security Research for Android Remote Assistance Apps. doi:10.1007/978-981-97-5101-3_14
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SynBoost : Robust Text Generation Model via Beam Search and Synonym-Driven Boosting
Depeng Chen and Mengdie Xia and Jie Cui. SynBoost : Robust Text Generation Model via Beam Search and Synonym-Driven Boosting. doi:10.1007/978-981-97-5101-3_15
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CCE & D : A Configuration Failure Prevention Method for Autonomous Driving Systems
Yanqiu Zhang and Xiao Yu and Jinzhao Liu and Li Zhang and Yuanzhang Li and Yuan Tan. CCE & D : A Configuration Failure Prevention Method for Autonomous Driving Systems. doi:10.1007/978-981-97-5101-3_16
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Action-Driven UAV Fingerprint Verification with Perception Data
Yuxin Liu and Ning Xi and Ruidong Han and Yuanzhao Li and Jian Feng Ma and Yulong Shen. Action-Driven UAV Fingerprint Verification with Perception Data. doi:10.1007/978-981-97-5101-3_17
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AggNoteBot : A Robust Botnet Building Using Aggressive Cloud Notes
Siyu Li and Yi-Ning Liu and Fei Zhou and Yanze Kang and Weizhi Meng. AggNoteBot : A Robust Botnet Building Using Aggressive Cloud Notes. doi:10.1007/978-981-97-5101-3_18
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FSAM Framework for Online CDN -Based Website Classification
Yulong Zhan and Yang Cai and Gang Xiong and Gaopeng Gou and Xiaoqian Li. FSAM Framework for Online CDN -Based Website Classification. doi:10.1007/978-981-97-5101-3_19
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Towards Private Multi-operator Network Slicing
Blake Haydon and Shangqi Lai and Xingliang Yuan and Sharif Abuadbba and Carsten Rudolph. Towards Private Multi-operator Network Slicing. doi:10.1007/978-981-97-5101-3_20
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An Encrypted Traffic Classification Framework Based on Higher-Interaction-Graph Neural Network
Zitong Hu and Bo Qu and Xiang Li and Cong Li. An Encrypted Traffic Classification Framework Based on Higher-Interaction-Graph Neural Network. doi:10.1007/978-981-97-5101-3_21
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PassTSL : Modeling Human-Created Passwords Through Two-Stage Learning
Haozhang Li and Yangde Wang and Weidong Qiu and Shujun Li and Peng Tang. PassTSL : Modeling Human-Created Passwords Through Two-Stage Learning. doi:10.1007/978-981-97-5101-3_22
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Liu and Xiaoning Du
Peter Ince and Xiapu Luo and Jiangshan Yu and Joseph K. Liu and Xiaoning Du. Detect Llama - Finding Vulnerabilities in Smart Contracts Using Large Language Models. doi:10.1007/978-981-97-5101-3_23
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MMOOC : A Multimodal Misinformation Dataset for Out-of-Context News Analysis
Qingzheng Xu and Heming Du and Huiqiang Chen and Bo Liu and Xin Yu. MMOOC : A Multimodal Misinformation Dataset for Out-of-Context News Analysis. doi:10.1007/978-981-97-5101-3_24
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Improved Differential Cryptanalysis on SPECK Using Plaintext Structures
Zhuohui Feng and Ye Luo and Chao Wang and Qianqian Yang and Zhiquan Liu and Ling Song. Improved Differential Cryptanalysis on SPECK Using Plaintext Structures. doi:10.1007/978-3-031-35486-1_1
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Linear Cryptanalysis and Its Variants with Fast Fourier Transformation Technique on MPC / FHE / ZK -Friendly F _p -Based Ciphers
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A New Correlation Cube Attack Based on Division Property
Cheng Che and Tian Tian. A New Correlation Cube Attack Based on Division Property. doi:10.1007/978-3-031-35486-1_3
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The Triangle Differential Cryptanalysis
Xiaofeng Xie and Tian Tian. The Triangle Differential Cryptanalysis. doi:10.1007/978-3-031-35486-1_4
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Key Recovery Attacks on Grain -Like Keystream Generators with Key Injection
Matthew Beighton and Harry Bartlett and Leonie Simpson and Kenneth Koon-Ho Wong. Key Recovery Attacks on Grain -Like Keystream Generators with Key Injection. doi:10.1007/978-3-031-35486-1_5
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Ghidle: Efficient Large-State Block Ciphers for Post-quantum Security
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Quantum Algorithm for Finding Impossible Differentials and Zero-Correlation Linear Hulls of Symmetric Ciphers
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Memory-Efficient Quantum Information Set Decoding Algorithm
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CSI - SharK : CSI - FiSh with Sharing-friendly Keys
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Practical Verifiable Random Function with RKA Security
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Statistically Consistent Broadcast Authenticated Encryption with Keyword Search - Adaptive Security from Standard Assumptions
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Modular Design of KEM -Based Authenticated Key Exchange
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Reusable, Instant and Private Payment Guarantees for Cryptocurrencies
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BinAlign : Alignment Padding Based Compiler Provenance Recovery
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Encrypted Network Traffic Classification with Higher Order Graph Neural Network
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Implementing Grover Oracle for Lightweight Block Ciphers Under Depth Constraints
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Improved Division Property for Ciphers with Complex Linear Layers
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Fast Skinny-128 SIMD Implementations for Sequential Modes of Operation
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Chosen Ciphertext Secure Keyed Two-Level Homomorphic Encryption
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Structure-Preserving Linearly Homomorphic Signature with Designated Combiner for Subspace
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Resumable Zero-Knowledge for Circuits from Symmetric Key Primitives
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On Security of Fuzzy Commitment Scheme for Biometric Authentication
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SoK : Decentralized Randomness Beacon Protocols
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Garrison: A Novel Watchtower Scheme for Bitcoin
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Leakage Resilient Cheating Detectable Secret Sharing Schemes
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Chosen Ciphertext Secure Functional Encryption from Constrained Witness PRF
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Updatable Trapdoor SPHFs : Modular Construction of Updatable Zero-Knowledge Arguments and More
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Galbraith and Trey Li
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Forced Independent Optimized Implementation of 4-Bit S -Box
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Private Decision Tree Evaluation with Constant Rounds via (Only) Fair SS - 4PC
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SKCN : Practical and Flexible Digital Signature from Module Lattice
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Multi-input Laconic Function Evaluation
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Arbitrary-Centered Discrete Gaussian Sampling over the Integers
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New Assumptions and Efficient Cryptosystems from the e-th Power Residue Symbol
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Revisiting the Hardness of Binary Error LWE
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PALOR : Poisoning Attacks Against Logistic Regression
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DeepCapture : Image Spam Detection Using Deep Learning and Data Augmentation
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Rolling Attack: An Efficient Way to Reduce Armors of Office Automation Devices
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Improving Key Mismatch Attack on NewHope with Fewer Queries
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JTaint : Finding Privacy-Leakage in Chrome Extensions
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Unlinkable Updatable Databases and Oblivious Transfer with Access Control
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Secure and Compact Elliptic Curve LR Scalar Multiplication
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User Identity Linkage Across Social Networks via Community Preserving Network Embedding
Xiaoyu Guo and Yan Liu and Lian Liu and Guangsheng Zhang and Jing Chen and Yuan Zhao. User Identity Linkage Across Social Networks via Community Preserving Network Embedding. doi:10.1007/978-3-030-55304-3_32
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Improvement of Attribute-Based Encryption Using Blakley Secret Sharing
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Recovering CRT - RSA Secret Keys from Noisy Square-and-Multiply Sequences in the Sliding Window Method
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Security Analysis on Tangle-Based Blockchain Through Simulation
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Tightly Secure Chameleon Hash Functions in the Multi-user Setting and Their Applications
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Ciphertext-Delegatable CP - ABE for a Dynamic Credential: A Modular Approach
Jongkil Kim and Willy Susilo and Joonsang Baek and Surya Nepal and Dongxi Liu. Ciphertext-Delegatable CP - ABE for a Dynamic Credential: A Modular Approach. doi:10.1007/978-3-030-21548-4_1
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Reviewed July 12, 2026 · model on record in the stance chip above.
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