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Interpretability

7,318 papers

Papers per year

Papers

Causal Dependence Plots NIPS 2024
Federated Behavioural Planes: Explaining the Evolution of Client Behaviour in Federated Learning NIPS 2024
Symmetry Discovery Beyond Affine Transformations NIPS 2024
Nonlocal Attention Operator: Materializing Hidden Knowledge Towards Interpretable Physics Discovery NIPS 2024
Calibrating Reasoning in Language Models with Internal Consistency NIPS 2024
Adaptable Logical Control for Large Language Models NIPS 2024
The Selective $G$-Bispectrum and its Inversion: Applications to $G$-Invariant Networks NIPS 2024
Uncovering Safety Risks of Large Language Models through Concept Activation Vector NIPS 2024
Conformalized Credal Set Predictors NIPS 2024
Truthfulness of Calibration Measures NIPS 2024
Pruning neural network models for gene regulatory dynamics using data and domain knowledge NIPS 2024
Is the MMI Criterion Necessary for Interpretability? Degenerating Non-causal Features to Plain Noise for Self-Rationalization NIPS 2024
MambaLRP: Explaining Selective State Space Sequence Models NIPS 2024
STL: Still Tricky Logic (for System Validation, Even When Showing Your Work) NIPS 2024
Unleashing Region Understanding in Intermediate Layers for MLLM-based Referring Expression Generation NIPS 2024
Towards Neuron Attributions in Multi-Modal Large Language Models NIPS 2024
Continuously Learning, Adapting, and Improving: A Dual-Process Approach to Autonomous Driving NIPS 2024
GraphTrail: Translating GNN Predictions into Human-Interpretable Logical Rules NIPS 2024
Crafting Interpretable Embeddings for Language Neuroscience by Asking LLMs Questions NIPS 2024
Confidence Regulation Neurons in Language Models NIPS 2024
Who's asking? User personas and the mechanics of latent misalignment NIPS 2024
Adversarial Representation Engineering: A General Model Editing Framework for Large Language Models NIPS 2024
Hierarchical Programmatic Option Framework NIPS 2024
PUZZLES: A Benchmark for Neural Algorithmic Reasoning NIPS 2024
Towards Multi-dimensional Explanation Alignment for Medical Classification NIPS 2024