corruption

MotifRole-Diff proposes a role-aware corruption schedule for masked discrete diffusion on molecular graphs, allocating masking rates based on denoising difficulty and graph-level perturbation impact, demonstrating improved validity and reduced FCD on QM9 and MOSES benchmarks.

A discussion questioning whether lobbying against Chinese LLMs with conditions attached to donations, such as by Anthropic, constitutes normal practice or normalized corruption, particularly from a non-US perspective.

Proposes exogenous dropout, a simple training intervention that randomly zeros entire exogenous channels, to improve robustness of time series forecasting models against corrupted covariates. The method matches or exceeds more complex architectures across multiple corruption types and domains.

An Amazon seller exposes a persistent black market where middlemen bribe Amazon employees to gain inside access and competitive advantages, highlighting ongoing corruption despite prior prosecutions.

This article from SQLite's official documentation explains the various ways an SQLite database can become corrupted, such as file overwrites by rogue processes, misuse of file descriptors, and unsafe backup procedures, along with mitigation strategies.

Introduces CILN, a framework for generating instance-dependent label noise benchmarks through controlled input corruptions, enabling explicit control over ambiguity source and severity. Experiments show it produces realistic noise structures and exposes failure modes in popular noisy-label learning methods.

The author describes a problem where an LLM agent's memory graph gets corrupted by incorrect edges, and proposes using a declared ontology to validate writes and traversals. A test on 120 deliberately broken traversals caught all errors.

A technical guide on deliberately corrupting ZFS files using the 'zinject' tool or manual byte-level edits to understand ZFS's error handling and self-healing behavior.