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The technique that enables LLMs to generate multiple plausible responses and select the best is called Beam/Nucleus Sampling.
- True
- False
Answer: True
Advanced decoding: beam search explores multiple hypotheses, nucleus sampling truncates low-probability tokens. Balance diversity and coherence.
The initiative for global cooperation on cybersecurity capacity building is called Global Cybersecurity Index.
- True
- False
Answer: True
ITU Global Cybersecurity Index assesses national cybersecurity commitment across legal, technical, organizational, capacity building, cooperation dimensions.
The practice of simulating cyberattacks to test organizational defenses is called Red Team Testing.
- True
- False
Answer: True
Red teaming conducts adversarial simulations (cyber, physical, social) to identify gaps in detection, response, resilience. Distinct from vulnerability scanning.
Retail CBDC (e₹-R) enables programmable welfare payments with usage restrictions to prevent misuse.
- True
- False
Answer: True
Programmable CBDC allows conditional transfers for specific goods/services (food, education), enhancing policy effectiveness while requiring careful privacy design.
In-situ resource utilization (ISRU) enables production of rocket propellant from lunar water ice.
- True
- False
Answer: True
ISRU extracts water ice, electrolyzes into hydrogen/oxygen for propellant. Critical for sustainable lunar exploration and deep space missions by reducing Earth launch mass.
Quantum error correction requires encoding logical qubits across multiple physical qubits to detect and correct errors.
- True
- False
Answer: True
QEC codes (surface code, Shor code) protect quantum information from decoherence and noise. Critical for fault-tolerant quantum computing but requires significant qubit overhead.
The principle of accountability requires organizations to demonstrate compliance with data protection regulations.
- True
- False
Answer: True
Accountability (GDPR Article 5, DPDP Act Section 8) requires documented policies, training, audits, and breach response procedures. Critical for regulatory compliance.
Model extraction attacks reconstruct proprietary ML models by querying prediction APIs.
- True
- False
Answer: True
Model extraction queries API to infer model architecture/parameters, enabling intellectual property theft or adversarial example generation. Mitigation: query rate limiting, output perturbation.
Cloud Workload Protection Platforms (CWPP) secure workloads across multi-cloud and hybrid environments.
- True
- False
Answer: True
CWPP provides unified security for VMs, containers, serverless across AWS, Azure, GCP, on-premises. Critical for consistent security posture in hybrid cloud.
Continuous authentication in Zero Trust requires re-verifying user identity throughout a session based on risk context.
- True
- False
Answer: True
Continuous authentication adjusts verification requirements based on behavioral analytics, device posture, location, and other risk signals. Critical for Zero Trust security posture.
The technique that splits data into training and testing sets while preserving class distribution is called Stratified Sampling.
- True
- False
Answer: True
Stratified sampling maintains class proportions in train/test splits, critical for imbalanced classification.
Network segmentation limits blast radius of security incidents in Zero Trust architectures.
- True
- False
Answer: True
Micro-segmentation creates granular security zones, containing breaches and limiting attacker movement.
The principle of data minimization requires collecting only necessary personal information for specified purposes.
- True
- False
Answer: True
Data minimization limits collection to what's necessary for specified purpose. Reduces privacy risks, storage costs, breach impact.
Defensive distillation smooths model outputs to reduce sensitivity to adversarial perturbations.
- True
- False
Answer: True
Defensive distillation trains a student model to mimic a teacher's softened outputs, reducing gradient magnitudes and adversarial vulnerability.
Identity and Access Management (IAM) is critical for enforcing least privilege in Zero Trust architectures.
- True
- False
Answer: True
IAM systems manage user identities, authentication, authorization. Critical for implementing least privilege access controls in Zero Trust.
India's semiconductor mission aims to establish domestic fabrication capabilities for strategic autonomy.
- True
- False
Answer: True
India Semiconductor Mission implements ₹76,000 crore incentive scheme for fabs, display fabs, ATMP, design. Partnerships with global players announced.
Quantum error correction requires multiple physical qubits to encode a single logical qubit.
- True
- False
Answer: True
QEC codes (surface code, Shor code) encode logical qubits across many physical qubits to detect/correct errors. Critical for fault-tolerant quantum computing.
The Right to Data Portability allows individuals to receive their personal data in a structured, commonly used format.
- True
- False
Answer: True
Right to Portability (GDPR Article 20) enables individuals to obtain and reuse personal data across services. Promotes competition and user control.
Membership inference attacks determine whether specific individuals were in a model's training dataset.
- True
- False
Answer: True
Membership inference exploits model confidence to infer training data membership. Mitigation: differential privacy, regularization, output perturbation.
Runtime security monitoring detects anomalous behavior in running containers and Kubernetes workloads.
- True
- False
Answer: True
Runtime security (Falco, Tetragon) monitors system calls, network activity, file access in real-time to detect threats in containerized environments.