Latest Research in Software Security and Reliability

861 research papers · 0.3 average citations · 2026 median publication year

Top Research Topics in Software Security and Reliability

Highest-Cited Papers

  1. A Survey on Foundation Models for Personalized Federated Intelligence (1 citations)
  2. Token-level defect feedback and alternating optimization for coupled code generation and defect detection with large language models
  3. Size Classification for Software Maintenance Projects Through a Simplified Minimalist Machine Learning Algorithm
  4. Stress-Testing Byzantine Robustness in Multi-Agent LLM Systems: Adaptive Adversaries and an Alternative Filtering Anchor
  5. Stress-Testing Byzantine Robustness in Multi-Agent LLM Systems: Adaptive Adversaries and an Alternative Filtering Anchor
  6. Adversarial Attack and Detection in Token‐Pruned Large Vision‐Language Models
  7. Can Adversarial Attacks Target Cutting‐Edge Language Models Fine‐Tuned for Hate Speech and Toxicity Detection?—A State‐of‐the‐Art Evaluation and Analysis
  8. Federated Learning Applications for Cross Cultural Communication Analysis Through Privacy Preserving Integration of Linguistic and Paralinguistic Feature Extraction
  9. Specification Before Generation: A Pre-Registered, Five-Model Paired Evaluation of a Specification Frame for LLM-Generated Code in Money, Time, Idempotency, and Access Tasks
  10. Specification Before Generation: A Pre-Registered, Five-Model Paired Evaluation of a Specification Frame for LLM-Generated Code in Money, Time, Idempotency, and Access Tasks
  11. CodeAssay: A Multi-Metric Benchmark with Audited Ground Truth for LLM Code Generation
  12. CatchBench: When Can an Agent Failure Be Caught?
  13. Bug Whisperer: Unleashing LLMs to Craft Context-Aware Tests Guided by Path Constraints and Bug Clues
  14. Characterizing and Classifying Self-Admitted Technical Debt in Infrastructure-as-Code
  15. Multi-modal artificial intelligence-driven code quality prediction and self-healing automation using self-modulating convolutional neural networks
  16. Verify-and-Repair Under Matched Call Budgets: Resampling, Grammar Constraints, and Memory Wiring
  17. When Too Many Cooks Spoil the Broth: Three Failure Modes of Multi-Agent LLM Reliability
  18. DBLP: Noise bridge consistency distillation for efficient and reliable adversarial purification
  19. The Illusion of Topological Compression: Why Persistent Homology Fails as a Real-Time Prompt-Injection Defense (266 citations)
  20. Verify-and-Repair Under Matched Call Budgets: Resampling, Grammar Constraints, and Memory Wiring

Sub-Regions

Controls
|||
ALL TIME
JAN
FEB
MAR
APR
MAY
JUN
JUL
AUG
SEP
L2 Region - - 2026 Sep Q3

Software Security and Reliability

861 papers
0.3 avg cites

Top Topics (10)

Software Engineering158
Cryptography and Security144
Artificial Intelligence130
Computation and Language123
Machine Learning72
Software Engineering Research31
Computer Vision and Pattern Recognition23
Adversarial Robustness in Machine Learning22
Distributed, Parallel, and Cluster Computing18
Topic Modeling9

Top Publications (20)

1.A Survey on Foundation Models for Personalized Federated Intelligence1c2.Token-level defect feedback and alternating optimization for coupled code generation and defect detection with large language models3.Size Classification for Software Maintenance Projects Through a Simplified Minimalist Machine Learning Algorithm4.Stress-Testing Byzantine Robustness in Multi-Agent LLM Systems: Adaptive Adversaries and an Alternative Filtering Anchor5.Stress-Testing Byzantine Robustness in Multi-Agent LLM Systems: Adaptive Adversaries and an Alternative Filtering Anchor6.Adversarial Attack and Detection in Token‐Pruned Large Vision‐Language Models7.Can Adversarial Attacks Target Cutting‐Edge Language Models Fine‐Tuned for Hate Speech and Toxicity Detection?—A State‐of‐the‐Art Evaluation and Analysis8.Federated Learning Applications for Cross Cultural Communication Analysis Through Privacy Preserving Integration of Linguistic and Paralinguistic Feature Extraction9.Specification Before Generation: A Pre-Registered, Five-Model Paired Evaluation of a Specification Frame for LLM-Generated Code in Money, Time, Idempotency, and Access Tasks10.Specification Before Generation: A Pre-Registered, Five-Model Paired Evaluation of a Specification Frame for LLM-Generated Code in Money, Time, Idempotency, and Access Tasks11.CodeAssay: A Multi-Metric Benchmark with Audited Ground Truth for LLM Code Generation12.CatchBench: When Can an Agent Failure Be Caught?13.Bug Whisperer: Unleashing LLMs to Craft Context-Aware Tests Guided by Path Constraints and Bug Clues14.Characterizing and Classifying Self-Admitted Technical Debt in Infrastructure-as-Code15.Multi-modal artificial intelligence-driven code quality prediction and self-healing automation using self-modulating convolutional neural networks16.Verify-and-Repair Under Matched Call Budgets: Resampling, Grammar Constraints, and Memory Wiring17.When Too Many Cooks Spoil the Broth: Three Failure Modes of Multi-Agent LLM Reliability18.DBLP: Noise bridge consistency distillation for efficient and reliable adversarial purification19.The Illusion of Topological Compression: Why Persistent Homology Fails as a Real-Time Prompt-Injection Defense266c20.Verify-and-Repair Under Matched Call Budgets: Resampling, Grammar Constraints, and Memory Wiring

Sub-Regions (4)

AI Navigator

Ask Laika to Summarize, Analyze, and Connect papers live on the map.

Summarize Papers & Methodologies

Extract key findings, datasets, and comparative methods across publications.

Benchmark Rankings & Visual Analytics

Rank top research institutions, authors, funders, topics, and journals by Field-Weighted Citation Impact (FWCI) and paper volume with instant charts.

Connect Distant Disciplines

Bridge topological clusters on the map to find hidden collaborative intersections.