conftrace_

mechanistic interpretability

173 papers

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MI

Co-occurring keywords · papers mentioning both

large language model (53) language model (25) sparse autoencoder (25) attention head (25) neural network (17) circuit analysis (14) activation patching (13) in-context learning (12) circuit discovery (11) transformer architecture (10)

Papers

Benchmarking and Understanding Compositional Relational Reasoning of LLMs AAAI 2025 Beyond the Leaderboard: Understanding Performance Disparities in Large Language Models via Model Diffing EMNLP 2025 BlackboxNLP-2025 MIB Shared Task: Improving Circuit Faithfulness via Better Edge Selection EMNLP 2025 BlackboxNLP-2025 MIB Shared Task: IPE: Isolating Path Effects for Improving Latent Circuit Identification EMNLP 2025 Causal Abstraction: A Theoretical Foundation for Mechanistic Interpretability JMLR 2025 Circuit Compositions: Exploring Modular Structures in Transformer-Based Language Models ACL 2025 Circuit Stability Characterizes Language Model Generalization ACL 2025 Circuit-Tracer: A New Library for Finding Feature Circuits EMNLP 2025 Computation Mechanism Behind LLM Position Generalization ACL 2025 Cross-modal Information Flow in Multimodal Large Language Models CVPR 2025 Dissecting and Mitigating Diffusion Bias via Mechanistic Interpretability CVPR 2025 Efficient Automated Circuit Discovery in Transformers using Contextual Decomposition ICLR 2025 Elucidating Mechanisms of Demographic Bias in LLMs for Healthcare EMNLP 2025 Evaluating Neuron Explanations: A Unified Framework with Sanity Checks ICML 2025 Everything, Everywhere, All at Once: Is Mechanistic Interpretability Identifiable? ICLR 2025 Extracting Interpretable Task-Specific Circuits from Large Language Models for Faster Inference AAAI 2025 FADE: Why Bad Descriptions Happen to Good Features ACL 2025 Features that Make a Difference: Leveraging Gradients for Improved Dictionary Learning NAACL 2025 Findings of the BlackboxNLP 2025 Shared Task: Localizing Circuits and Causal Variables in Language Models EMNLP 2025 Fine-Grained Manipulation of Arithmetic Neurons EMNLP 2025 Finite State Automata Inside Transformers with Chain-of-Thought: A Mechanistic Study on State Tracking ACL 2025 From Parameters to Performance: A Data-Driven Study on LLM Structure and Development EMNLP 2025 From Reasoning to Answer: Empirical, Attention-Based and Mechanistic Insights into Distilled DeepSeek R1 Models EMNLP 2025 From Text to Emoji: How PEFT-Driven Personality Manipulation Unleashes the Emoji Potential in LLMs NAACL 2025 How do autoregressive transformers solve full addition? EMNLP 2025