Cover Image

Automatically Detecting Numerical Instability in Machine Learning Applications via Soft Assertions

Fuente: arXiv

Saved in:

Bibliographic Details
Main Authors:	Sharmin, Shaila, Zahid, Anwar Hossain, Bhattacharjee, Subhankar, Igwilo, Chiamaka, Kim, Miryung, Le, Wei
Format:	Preprint
Published:	2025
Subjects:	Software Engineering D.2.5; D.2.4
Online Access:	Acceder al recurso
Tags:	Add Tag No Tags, Be the first to tag this record!

Similar Items

Testing SSD Firmware with State Data-Aware Fuzzing: Accelerating Coverage in Nondeterministic I/O Environments
by: Yoon, Gangho, et al.
Published: (2025)

SWE-ABS: Adversarial Benchmark Strengthening Exposes Inflated Success Rates on Test-based Benchmark
by: Yu, Boxi, et al.
Published: (2026)

Combined Program Analysis Techniques: A Systematic Mapping Study
by: Braione, Pietro, et al.
Published: (2026)

Validating Formal Specifications with LLM-generated Test Cases
by: Cunha, Alcino, et al.
Published: (2025)

Synthesizing Test Cases for Narrowing Specification Candidates
by: Cunha, Alcino, et al.
Published: (2025)

Comparing Human and LLM Generated Code: The Jury is Still Out!
by: Licorish, Sherlock A., et al.
Published: (2025)

The Specification as Quality Gate: Three Hypotheses on AI-Assisted Code Review
by: Zietsman, Christo
Published: (2026)

GBM Returns the Best Prediction Performance among Regression Approaches: A Case Study of Stack Overflow Code Quality
by: Licorish, Sherlock A., et al.
Published: (2025)

Evaluating Cryptographic API Misuse Detectors for Go
by: Andersson, Vivi, et al.
Published: (2026)

Tractable Verification of Model Transformations: A Cutoff-Theorem Approach for DSLTrans
by: Lucio, Levi
Published: (2026)

PALM: Path-aware LLM-based Test Generation with Comprehension
by: Wu, Yaoxuan, et al.
Published: (2025)

Automated Vulnerability Detection Using Deep Learning Technique
by: Yang, Guan-Yan, et al.
Published: (2024)

Trace Validation of Unmodified Concurrent Systems with OmniLink
by: Hackett, Finn, et al.
Published: (2026)

Path-optimal symbolic execution of heap-manipulating programs
by: Braione, Pietro, et al.
Published: (2024)

Assessing Reliability of Statistical Maximum Coverage Estimators in Fuzzing
by: Liyanage, Danushka, et al.
Published: (2025)

LLMLOOP: Improving LLM-Generated Code and Tests through Automated Iterative Feedback Loops
by: Ravi, Ravin, et al.
Published: (2026)

Understanding and Reusing Test Suites Across Database Systems
by: Zhong, Suyang, et al.
Published: (2024)

Monitoring Agentic Systems Before They're Reliable
by: Boston, Marisa Ferrara, et al.
Published: (2026)

AIRA: AI-Induced Risk Audit: A Structured Inspection Framework for AI-Generated Code
by: Parris, William M.
Published: (2026)

AgentEval: DAG-Structured Step-Level Evaluation for Agentic Workflows with Error Propagation Tracking
by: Guo, Dongxin, et al.
Published: (2026)

Towards a Probabilistic Framework for Analyzing and Improving LLM-Enabled Software
by: Baldonado, Juan Manuel, et al.
Published: (2025)

Iterative Audit Convergence in LLM-Managed Multi-Agent Systems: A Case Study in Prompt Engineering Quality Assurance
by: Calboreanu, Elias
Published: (2026)

Validating Solidity Code Defects using Symbolic and Concrete Execution powered by Large Language Models
by: Susan, Ştefan-Claudiu, et al.
Published: (2025)

DEFault++: Automated Fault Detection, Categorization, and Diagnosis for Transformer Architectures
by: Jahan, Sigma, et al.
Published: (2026)

On the Soundness and Consistency of LLM Agents for Executing Test Cases Written in Natural Language
by: Salva, Sébastien, et al.
Published: (2025)

Adaptive and AI-Augmented Security Testing: A Systematic Survey of Program Analysis, Feedback-Driven Testing, and Hybrid Learning-Based Approaches
by: Wienczkowski, Michael
Published: (2026)

CASCADE: Detecting Inconsistencies between Code and Documentation with Automatic Test Generation
by: Kiecker, Tobias, et al.
Published: (2026)

Good modelling software practices
by: Lemmen, Carsten, et al.
Published: (2024)

Automated structural testing of LLM-based agents: methods, framework, and case studies
by: Kohl, Jens, et al.
Published: (2026)

ASSERTIFY: Utilizing Large Language Models to Generate Assertions for Production Code
by: Torkamani, Mohammad Jalili, et al.
Published: (2024)

A History Equivalence Algorithm for Dynamic Process Migration
by: Bakshi, Gargi, et al.
Published: (2024)

Detecting and Preventing Latent Risk Accumulation in High-Performance Software Systems
by: Arafat, Jahidul, et al.
Published: (2025)

A Study of Undefined Behavior Across Foreign Function Boundaries in Rust Libraries
by: McCormack, Ian, et al.
Published: (2024)

PyPackIT: Automated Research Software Engineering for Scientific Python Applications on GitHub
by: Ariamajd, Armin, et al.
Published: (2025)

Conflict Essences for Transformation Rules with Nested Application Conditions -- Long Version
by: Lauer, Alexander, et al.
Published: (2026)

Point Intervention: Improving ACVP Test Vector Generation Through Human Assisted Fuzzing
by: Gridin, Iaroslav, et al.
Published: (2024)

QUT: A Unit Testing Framework for Quantum Subroutines
by: Klymenko, Mykhailo V., et al.
Published: (2025)

It's Alive! What a Live Object Environment Changes in Software Engineering Practice
by: Grigera, Julián, et al.
Published: (2026)

NOETHER: A Constructive Framework for Metamorphic Pattern Discovery from Operator Algebras
by: Li, Meng, et al.
Published: (2026)

Proof of Concept as a First-Class Architectural Decision Instrument
by: Antognolli, Bruno Fernando, et al.
Published: (2026)