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Learning to blame: localizing novice type errors with data-driven diagnosis

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What this work says

Outgoing claims: the papers this work cites, builds on, or argues with.

inferredcites →https://doi.org/10.1007/11431664_5openalex-snapshot
Explaining ML Type Errors by Data Flows
inferredcites →https://doi.org/10.1007/3-540-36575-3_20openalex-snapshot
Type Error Slicing in Implicitly Typed Higher-Order Languages
inferredcites →https://doi.org/10.1007/3-540-44898-5_16openalex-snapshot
Z-Ranking: Using Statistical Analysis to Counter the Impact of Static Analysis Approximations
inferredcites →https://doi.org/10.1007/3-540-48515-5_9openalex-snapshot
On the Unification of Substitutions in Type Inference
inferredcites →https://doi.org/10.1007/978-0-387-84858-7openalex-snapshot
The Elements of Statistical Learning: Data Mining, Inference, and Prediction
inferredcites →https://doi.org/10.1007/978-3-319-07151-0_3openalex-snapshot
Guided Type Debugging
inferredcites →https://doi.org/10.1007/978-3-319-94463-0openalex-snapshot
Neural Networks and Deep Learning: A Textbook
inferredcites →https://doi.org/10.1007/978-3-540-47648-1_5582openalex-snapshot
Supervised (Machine) Learning
inferredcites →https://doi.org/10.1007/978-3-540-74130-5_12openalex-snapshot
Heuristics for Type Error Discovery and Recovery
inferredcites →https://doi.org/10.1007/978-3-642-32037-8_1openalex-snapshot
Constraint-Free Type Error Slicing
inferredcites →https://doi.org/10.1007/978-3-662-49498-1_26openalex-snapshot
Type Error Diagnosis for Embedded DSLs by Two-Stage Specialized Type Rules
inferredcites →https://doi.org/10.1016/0167-6423(95)00007-0openalex-snapshot
Explaining type inference
inferredcites →https://doi.org/10.1016/j.scico.2004.01.004openalex-snapshot
Type error slicing in implicitly typed higher-order languages
inferredcites →https://doi.org/10.1017/s0956796800000599openalex-snapshot
Teaching functional programming to first-year students
inferredcites →https://doi.org/10.1023/a:1010933404324openalex-snapshot
Random Forests
inferredcites →https://doi.org/10.1037/h0031619openalex-snapshot
Measuring nominal scale agreement among many raters.
inferredcites →https://doi.org/10.1108/978-1-83909-694-520211010openalex-snapshot
Neural Networks and Deep Learning
inferredcites →https://doi.org/10.1109/dsn.2002.1029005openalex-snapshot
Pinpoint: problem determination in large, dynamic Internet services
inferredcites →https://doi.org/10.1109/icse.2012.6227135openalex-snapshot
On the naturalness of software
inferredcites →https://doi.org/10.1109/mis.2009.36openalex-snapshot
The Unreasonable Effectiveness of Data
inferredcites →https://doi.org/10.1109/prdc.2006.18openalex-snapshot
An Evaluation of Similarity Coefficients for Software Fault Localization
inferredcites →https://doi.org/10.1109/taic.part.2007.13openalex-snapshot
On the Accuracy of Spectrum-based Fault Localization
inferredcites →https://doi.org/10.1109/tse.2016.2521368openalex-snapshot
A Survey on Software Fault Localization
inferredcites →https://doi.org/10.1145/1143844openalex-snapshot
Proceedings of the 23rd international conference on Machine learning - ICML '06
inferredcites →https://doi.org/10.1145/1250734.1250783openalex-snapshot
Searching for type-error messages
inferredcites →https://doi.org/10.1145/1596614.1596624openalex-snapshot
Type-safe diff for families of datatypes
inferredcites →https://doi.org/10.1145/176454.176460openalex-snapshot
Explaining type errors in polymorphic languages
inferredcites →https://doi.org/10.1145/1882291.1882315openalex-snapshot
A study of the uniqueness of source code
inferredcites →https://doi.org/10.1145/1993316.1993550openalex-snapshot
Cause clue clauses
inferredcites →https://doi.org/10.1145/231379.231387openalex-snapshot
Catching bugs in the web of program invariants
inferredcites →https://doi.org/10.1145/249069.231387openalex-snapshot
Catching bugs in the web of program invariants
inferredcites →https://doi.org/10.1145/2491509.2491513openalex-snapshot
Fault localization prioritization
inferredcites →https://doi.org/10.1145/2535838.2535863openalex-snapshot
Counter-factual typing for debugging type errors
inferredcites →https://doi.org/10.1145/2535838.2535870openalex-snapshot
Toward general diagnosis of static errors
inferredcites →https://doi.org/10.1145/2594291.2594321openalex-snapshot
Code completion with statistical language models
inferredcites →https://doi.org/10.1145/2660193.2660230openalex-snapshot
Finding minimum type error sources
inferredcites →https://doi.org/10.1145/2676726.2677009openalex-snapshot
Predicting Program Properties from "Big Code"
inferredcites →https://doi.org/10.1145/291891.291892openalex-snapshot
Proofs about a folklore let-polymorphic type inference algorithm
inferredcites →https://doi.org/10.1145/2931037.2931051openalex-snapshot
Practitioners' expectations on automated fault localization
inferredcites →https://doi.org/10.1145/2951913.2951915openalex-snapshot
Dynamic witnesses for static type errors (or, ill-typed programs usually go wrong)
inferredcites →https://doi.org/10.1145/2983990.2983994openalex-snapshot
A practical framework for type inference error explanation
inferredcites →https://doi.org/10.1145/357073.357079openalex-snapshot
Simplification by Cooperating Decision Procedures
inferredcites →https://doi.org/10.1145/366378.366379openalex-snapshot
A slicing-based approach for locating type errors
inferredcites →https://doi.org/10.1145/507635.507659openalex-snapshot
Compositional explanation of types and algorithmic debugging of type errors
inferredcites →https://doi.org/10.1145/512644.512648openalex-snapshot
Finding the source of type errors
inferredcites →https://doi.org/10.1145/512950.512973openalex-snapshot
Abstract interpretation
inferredcites →https://doi.org/10.1145/581339.581397openalex-snapshot
Visualization of test information to assist fault localization
inferredcites →https://doi.org/10.1145/944705.944707openalex-snapshot
Scripting the type inference process
inferredcites →https://doi.org/10.1214/aoms/1177730491openalex-snapshot
On a Test of Whether one of Two Random Variables is Stochastically Larger than the Other
inferredcites →https://doi.org/10.2307/2288003openalex-snapshot
Classification and Regression Trees.
inferredcites →https://doi.org/10.2307/2288384openalex-snapshot
Content Analysis: An Introduction to its Methodology.
inferredcites →https://doi.org/10.2307/2529310openalex-snapshot
The Measurement of Observer Agreement for Categorical Data
inferredcites →https://doi.org/10.4018/978-1-60566-010-3.ch031openalex-snapshot
Classification and Regression Trees
inferredcites →https://doi.org/10.48550/arxiv.1412.6980openalex-snapshot
Adam: A Method for Stochastic Optimization
inferredcites →https://doi.org/10.48550/arxiv.1708.07583openalex-snapshot
Learning to Blame: Localizing Novice Type Errors with Data-Driven Diagnosis
inferredcites →https://doi.org/10.5281/zenodo.806813openalex-snapshot
A Collection Of Novice Interactions With The Ocaml Top-Level System
inferredcites →https://doi.org/10.5555/2337223.2337322openalex-snapshot
On the naturalness of software

What points at this work

Incoming claims: where this work appears in other papers’ reference lists and arguments.

inferred← citeshttps://doi.org/10.1002/widm.70043openalex-snapshot
A Review of Unlabeled and Imbalanced Data Challenges in Machine Learning: Strategies and Solutions
inferred← citeshttps://doi.org/10.1007/978-3-031-21037-2_10openalex-snapshot
Novice Type Error Diagnosis with Natural Language Models
inferred← citeshttps://doi.org/10.1007/s10515-026-00656-3openalex-snapshot
Goanna: a novel approach for automated type error debugging
inferred← citeshttps://doi.org/10.1016/j.jss.2021.111011openalex-snapshot
A hybrid code representation learning approach for predicting method names
inferred← citeshttps://doi.org/10.1016/j.scico.2020.102544openalex-snapshot
Efficient counter-factual type error debugging
inferred← citeshttps://doi.org/10.1017/s095679681700020xopenalex-snapshot
Systematic identification and communication of type errors
inferred← citeshttps://doi.org/10.1109/ase.2019.00045openalex-snapshot
InFix: Automatically Repairing Novice Program Inputs
inferred← citeshttps://doi.org/10.1109/saner53432.2022.00053openalex-snapshot
Detecting Runtime Exceptions by Deep Code Representation Learning with Attention-Based Graph Neural Networks
inferred← citeshttps://doi.org/10.1109/tse.2021.3071750openalex-snapshot
Automated Classification of Overfitting Patches With Statically Extracted Code Features
inferred← citeshttps://doi.org/10.1145/3276502openalex-snapshot
Gradual liquid type inference
inferred← citeshttps://doi.org/10.1145/3276528openalex-snapshot
Automatic diagnosis and correction of logical errors for functional programming assignments
inferred← citeshttps://doi.org/10.1145/3328778.3366860openalex-snapshot
PABLO
inferred← citeshttps://doi.org/10.1145/3338906.3340455openalex-snapshot
DeepDelta: learning to repair compilation errors
inferred← citeshttps://doi.org/10.1145/3360586openalex-snapshot
Generating precise error specifications for C: a zero shot learning approach
inferred← citeshttps://doi.org/10.1145/3385412.3386005openalex-snapshot
Type error feedback via analytic program repair
inferred← citeshttps://doi.org/10.1145/3408987openalex-snapshot
Liquid information flow control
inferred← citeshttps://doi.org/10.1145/3591258openalex-snapshot
Proving and Disproving Equivalence of Functional Programming Assignments
inferred← citeshttps://doi.org/10.1145/3611643.3616283openalex-snapshot
Statistical Type Inference for Incomplete Programs
inferred← citeshttps://doi.org/10.1145/3618305.3623601openalex-snapshot
An Optimal Structure-Aware Code Difference Framework with MaxSAT-Solver
inferred← citeshttps://doi.org/10.1145/3622812openalex-snapshot
Getting into the Flow: Towards Better Type Error Messages for Constraint-Based Type Inference
inferred← citeshttps://doi.org/10.1145/3632910openalex-snapshot
Total Type Error Localization and Recovery with Holes
inferred← citeshttps://doi.org/10.1145/3729302openalex-snapshot
An Interactive Debugger for Rust Trait Errors
inferred← citeshttps://doi.org/10.1145/3808344openalex-snapshot
Navigating AND–OR Graph Modifications to Debug Failing Proof Search
inferred← citeshttps://doi.org/10.1145/3837779.3838162openalex-snapshot
Characterizing and Bridging the Diagnostic Gap in eBPF Verifier Rejections
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