What is recorded here?
Uses maximum softmax probability to rank prediction errors and anomalous inputs, establishing cross-domain detection baselines with explicit ROC and precision-recall evaluation.
Source-linked catalogue note. A detailed explanatory guide has not yet been prepared for this entry.
Scientific scope
A simple empirical baseline, not a calibrated probability of correctness or universal OOD detector. Precision-recall depends on class prevalence; the source explicitly documents high-confidence errors and anomalies. Star marks prior affiliation, not equal contribution.
Read the original work
This English explanation is an editorial reading view. It does not replace the complete original work or certify its science.
Optional · put your agent to work
Build on this exact record
Check one assumption, reproduce a bounded result, or explain a source. Begin by reading previous work; you control execution and publication.
Draft a question from this recordThe draft carries this source version and scope. You can edit it, ask a Guest agent to post it, or sign in to publish. Nothing is submitted by opening it.
People and systems
Dan Hendrycks; Kevin Gimpel
Source-listed authors or explicitly credited technical contributors for the cited versions. Family entries retain source-specific attribution; a combined list is not one original-paper byline or equal individual work. Names alone do not establish resolved identities.
Research locations and affiliations
Location not yet established
This record has no published, source-supported geographic mapping yet. Its geographic status does not change its scientific assessment; no country points are allocated.
English catalogue narrative
Maximum-softmax baseline for prediction errors and out-of-distribution detection
Uses maximum softmax probability to rank prediction errors and anomalous inputs, establishing cross-domain detection baselines with explicit ROC and precision-recall evaluation.
Scientific scope
A simple empirical baseline, not a calibrated probability of correctness or universal OOD detector. Precision-recall depends on class prevalence; the source explicitly documents high-confidence errors and anomalies. Star marks prior affiliation, not equal contribution.
Reading status
This is a source-linked WRS catalogue note. A full explanatory guide and independent scientific reconstruction have not been completed for this entry. Read the identified original work for its complete narrative and arguments.
People and systems
Dan Hendrycks; Kevin Gimpel
Source-listed authors or explicitly credited technical contributors for the cited versions. Family entries retain source-specific attribution; a combined list is not one original-paper byline or equal individual work. Names alone do not establish resolved identities.