{"total":64,"rows":[{"id":"2405.18166","title":"Defending Large Language Models Against Jailbreak Attacks via Layer-specific Editing","created":"2024-05-28","cited_by_count":79,"area":"safety"},{"id":"2407.15017","title":"Knowledge Mechanisms in Large Language Models: A Survey and Perspective","created":"2024-07-22","cited_by_count":51,"area":null},{"id":"2404.11553","title":"Language Ranker: A Metric for Quantifying LLM Performance Across High and Low-Resource Languages","created":"2024-04-17","cited_by_count":38,"area":null},{"id":"2406.14673","title":"Insights into LLM Long-Context Failures: When Transformers Know but Don't Tell","created":"2024-06-20","cited_by_count":36,"area":null},{"id":"2601.14004","title":"Locate, Steer, and Improve: A Practical Survey of Actionable Mechanistic Interpretability in Large Language Models","created":"2026-01-20","cited_by_count":27,"area":"mechinterp"},{"id":"2510.18471","title":"CodeRL+: Improving Code Generation via Reinforcement with Execution Semantics Alignment","created":"2025-10-21","cited_by_count":24,"area":null},{"id":"2502.17601","title":"Representation Engineering for Large-Language Models: Survey and Research Challenges","created":"2025-02-24","cited_by_count":21,"area":"mechinterp"},{"id":"2409.02727","title":"Pooling And Attention: What Are Effective Designs For LLM-Based Embedding Models?","created":"2024-09-04","cited_by_count":19,"area":null},{"id":"2509.03888","title":"False Sense of Security: Why Probing-based Malicious Input Detection Fails to Generalize","created":"2025-09-04","cited_by_count":19,"area":null},{"id":"2509.24791","title":"Vision Function Layer in Multimodal LLMs","created":"2025-09-29","cited_by_count":17,"area":"mllm"},{"id":"2409.14459","title":"Exploring Multilingual Probing in Large Language Models: A Cross-Language Analysis","created":"2024-09-22","cited_by_count":12,"area":null},{"id":"2411.10606","title":"AmoebaLLM: Constructing Any-Shape Large Language Models for Efficient and Instant Deployment","created":"2024-11-15","cited_by_count":12,"area":null},{"id":"2511.20520","title":"HBridge: H-Shape Bridging of Heterogeneous Experts for Unified Multimodal Understanding and Generation","created":"2025-11-25","cited_by_count":11,"area":"diffusion"},{"id":"2506.05451","title":"Interpretation Meets Safety: A Survey on Interpretation Methods and Tools for Improving LLM Safety","created":"2025-06-05","cited_by_count":10,"area":"safety"},{"id":"2504.10227","title":"Probing then Editing Response Personality of Large Language Models","created":"2025-04-14","cited_by_count":9,"area":null},{"id":"2505.14289","title":"EVA: Evolving Semantic Adversaries for Red-Teaming GUI Agents Against Environmental Injection Attacks","created":"2025-05-20","cited_by_count":9,"area":"agents"},{"id":"2507.17394","title":"HiProbe-VAD: Video Anomaly Detection via Hidden States Probing in Tuning-Free Multimodal LLMs","created":"2025-07-23","cited_by_count":9,"area":null},{"id":"2410.12948","title":"What Do Speech Foundation Models Not Learn About Speech?","created":"2024-10-16","cited_by_count":8,"area":null},{"id":"2406.05984","title":"Explainable AI for Mental Disorder Detection via Social Media: A survey and outlook","created":"2024-06-10","cited_by_count":6,"area":null},{"id":"2502.10871","title":"Layerwise Recall and the Geometry of Interwoven Knowledge in LLMs","created":"2025-02-15","cited_by_count":6,"area":null},{"id":"2509.11536","title":"HARP: Hallucination Detection via Reasoning Subspace Projection","created":"2025-09-15","cited_by_count":5,"area":"lr"},{"id":"2602.03226","title":"ATACompressor: Adaptive Task-Aware Compression for Efficient Long-Context Processing in LLMs","created":"2026-02-03","cited_by_count":5,"area":null},{"id":"2404.07066","title":"Exploring Concept Depth: How Large Language Models Acquire Knowledge and Concept at Different Layers?","created":"2024-04-10","cited_by_count":4,"area":null},{"id":"2406.14434","title":"Selected Languages are All You Need for Cross-lingual Truthfulness Transfer","created":"2024-06-20","cited_by_count":4,"area":null},{"id":"2411.12758","title":"An exploration of the effect of quantisation on energy consumption and inference time of StarCoder2","created":"2024-11-15","cited_by_count":4,"area":null},{"id":"2503.10515","title":"Probing LLMs for Multilingual Discourse Generalization Through a Unified Label Set","created":"2025-03-13","cited_by_count":4,"area":null},{"id":"2506.01042","title":"Probing Neural Topology of Large Language Models","created":"2025-06-01","cited_by_count":4,"area":null},{"id":"2509.13154","title":"LLM Hallucination Detection: A Fast Fourier Transform Method Based on Hidden Layer Temporal Signals","created":"2025-09-16","cited_by_count":4,"area":null},{"id":"2512.17601","title":"HeadHunt-VAD: Hunting Robust Anomaly-Sensitive Heads in MLLM for Tuning-Free Video Anomaly Detection","created":"2025-12-19","cited_by_count":4,"area":null},{"id":"2601.19847","title":"Identifying and Transferring Reasoning-Critical Neurons: Improving LLM Inference Reliability via Activation Steering","created":"2026-01-27","cited_by_count":4,"area":"lr"},{"id":"2605.06076","title":"Navigating by Old Maps: The Pitfalls of Static Mechanistic Localization in LLM Post-Training","created":"2026-05-07","cited_by_count":4,"area":"mechinterp"},{"id":"2503.01208","title":"Watch Out Your Album! On the Inadvertent Privacy Memorization in Multi-Modal Large Language Models","created":"2025-03-03","cited_by_count":3,"area":"mllm"},{"id":"2505.24539","title":"Localizing Persona Representations in LLMs","created":"2025-05-30","cited_by_count":3,"area":null},{"id":"2506.06240","title":"Bridging External and Parametric Knowledge: Mitigating Hallucination of LLMs with Shared-Private Semantic Synergy in Dual-Stream Knowledge","created":"2025-06-06","cited_by_count":3,"area":"rag"},{"id":"2506.15617","title":"The Compositional Architecture of Regret in Large Language Models","created":"2025-06-18","cited_by_count":3,"area":null},{"id":"2511.20158","title":"Harmonious Parameter Adaptation in Continual Visual Instruction Tuning for Safety-Aligned MLLMs","created":"2025-11-25","cited_by_count":3,"area":"mllm"},{"id":"2601.08151","title":"Where Does Vision Meet Language? Understanding and Refining Visual Fusion in MLLMs via Contrastive Attention","created":"2026-01-13","cited_by_count":3,"area":"mllm"},{"id":"2604.03867","title":"Where to Steer: Input-Dependent Layer Selection for Steering Improves LLM Alignment","created":"2026-04-04","cited_by_count":3,"area":"alignment"},{"id":"2501.19099","title":"Elucidating Subspace Perturbation in Zeroth-Order Optimization: Theory and Practice at Scale","created":"2025-01-31","cited_by_count":2,"area":null},{"id":"2508.10057","title":"Large Language Models Show Signs of Alignment with Human Neurocognition During Abstract Reasoning","created":"2025-08-12","cited_by_count":2,"area":"lr"},{"id":"2509.10414","title":"Is In-Context Learning Learning?","created":"2025-09-12","cited_by_count":2,"area":null},{"id":"2601.12731","title":"A Shared Geometry of Difficulty in Multilingual Language Models","created":"2026-01-19","cited_by_count":2,"area":"mechinterp"},{"id":"2601.17897","title":"UniCog: Uncovering Cognitive Abilities of LLMs through Latent Mind Space Analysis","created":"2026-01-25","cited_by_count":2,"area":null},{"id":"2409.14820","title":"Past Meets Present: Creating Historical Analogy with Large Language Models","created":"2024-09-23","cited_by_count":1,"area":null},{"id":"2504.15630","title":"Exploiting Contextual Knowledge in LLMs through V-usable Information based Layer Enhancement","created":"2025-04-22","cited_by_count":1,"area":null},{"id":"2505.14467","title":"Void in Language Models","created":"2025-05-20","cited_by_count":1,"area":null},{"id":"2506.07424","title":"Plug-in and Fine-tuning: Bridging the Gap between Small Language Models and Large Language Models","created":"2025-06-09","cited_by_count":1,"area":null},{"id":"2509.23580","title":"LLM Hallucination Detection: HSAD","created":"2025-09-28","cited_by_count":1,"area":null},{"id":"2510.10398","title":"STEAM: A Semantic-Level Knowledge Editing Framework for Large Language Models","created":"2025-10-12","cited_by_count":1,"area":null},{"id":"2512.13374","title":"Behavior and Representation in Open-Weight Large Language Models for Combinatorial Optimization: From Feature Extraction to Algorithm Selection","created":"2025-12-15","cited_by_count":1,"area":null},{"id":"2602.20207","title":"Golden Layers and Where to Find Them: Improved Knowledge Editing for Large Language Models Via Layer Gradient Analysis","created":"2026-02-22","cited_by_count":1,"area":null},{"id":"2604.15294","title":"How Do LLMs and VLMs Understand Viewpoint Rotation Without Vision? An Interpretability Study","created":"2026-04-16","cited_by_count":1,"area":null},{"id":"2605.31220","title":"Shared Doubt: Zero-Shot Cross-Lingual Confidence Estimation for Language Models","created":"2026-05-29","cited_by_count":1,"area":null},{"id":"2504.08989","title":"RouterKT: Mixture-of-Experts for Knowledge Tracing","created":"2025-04-11","cited_by_count":0,"area":"moe"},{"id":"2510.02194","title":"UpSafe$^\\circ$C: Upcycling for Controllable Safety in Large Language Models","created":"2025-10-02","cited_by_count":0,"area":"moe"},{"id":"2602.19396","title":"Hiding in Plain Text: Detecting Concealed Jailbreaks via Activation Disentanglement","created":"2026-02-23","cited_by_count":0,"area":"safety"},{"id":"2604.10031","title":"CoSToM:Causal-oriented Steering for Intrinsic Theory-of-Mind Alignment in Large Language Models","created":"2026-04-11","cited_by_count":0,"area":null},{"id":"2604.20531","title":"Effects of Cross-lingual Evidence in Multilingual Medical Question Answering","created":"2026-04-22","cited_by_count":0,"area":null},{"id":"2605.11416","title":"Freeze Deep, Train Shallow: Interpretable Layer Allocation for Continued Pre-Training","created":"2026-05-12","cited_by_count":0,"area":null},{"id":"2605.12918","title":"CommonWhy: A Dataset for Evaluating Entity-Based Causal Commonsense Reasoning in Large Language Models","created":"2026-05-13","cited_by_count":0,"area":"lr"},{"id":"2608.00110","title":"Distill What RGB Can Recover: Privileged 3D Evidence for RGB-Only Vision-Language Models","created":"2026-07-31","cited_by_count":0,"area":"mllm"},{"id":"2608.17866","title":"BayesPrompt: human readable prompts that make sense","created":"2026-08-18","cited_by_count":0,"area":null},{"id":"2609.29328","title":"Grammatical \"grandmother neurons\" are rare in LLMs","created":"2026-09-24","cited_by_count":0,"area":null},{"id":"2609.33721","title":"Shared Experience, Separate Learning: Companion Confidence Calibration for LLMs","created":"2026-09-27","cited_by_count":0,"area":null}],"next_cursor":null}