Popular GitHub Repositories for Misalignment

[IV2024] MultiCorrupt: A benchmark for robust multi-modal 3D object detection, evaluating LiDAR-Camera fusion models in autonomous driving. Includes diverse corruption types (e.g., misalignment, miscalibration, weather) and severity levels. Assess model performance under challenging conditions.

[ICLR 2025] - Cross the Gap: Exposing the Intra-modal Misalignment in CLIP via Modality Inversion

Misalignment Bounty submission template

This repository tackles latent space misalignment in multi-agent AI-native semantic communications. It introduces a federated approach where an access point shares a semantic encoder, while user devices use local semantic equalizers to enhance mutual understanding.

When Benchmarks Age: Temporal Misalignment through Large Language Model Factuality Evaluation

Internal contradiction tracking module for recursive cognitive systems. Diagnostic-only layer for strategic misalignment exposure.

A conceptual framework proposed by Celis to describe AI's insentient weakness, semantic-weight imbalance, and value-trajectory distortion. Public timestamp of authorship. Full manuscript remains private.

Runtime detector for reward hacking and misalignment in LLM agents (89.7% F1 on 5,391 trajectories).