From Fake Focus to Real Precision: Confusion-Driven Adversarial Attention Learning in Transformers
Fuente:
arXiv
Saved in:
| Main Author: | Liu, Yawei |
|---|---|
| Format: | Preprint |
| Published: |
2025
|
| Subjects: | |
| Online Access: | |
| Tags: |
Add Tag
No Tags, Be the first to tag this record!
|
Similar Items
Multi-Paradigm Agent Interaction in Practice:A Systematic Analysis of Generator-Evaluator, ReAct Loop,and Adversarial Evaluation in the buddyMe Framework
by: Wang, Xiaohua, et al.
Published: (2026)
by: Wang, Xiaohua, et al.
Published: (2026)
Automatic Prompt Optimization for Knowledge Graph Construction: Insights from an Empirical Study
by: Mihindukulasooriya, Nandana, et al.
Published: (2025)
by: Mihindukulasooriya, Nandana, et al.
Published: (2025)
Large Language Models as Oracles for Ontology Alignment
by: Lushnei, Sviatoslav, et al.
Published: (2025)
by: Lushnei, Sviatoslav, et al.
Published: (2025)
SemanticAgent: A Semantics-Aware Framework for Text-to-SQL Data Synthesis
by: Gao, Qiang, et al.
Published: (2026)
by: Gao, Qiang, et al.
Published: (2026)
HIP Network: Historical Information Passing Network for Extrapolation Reasoning on Temporal Knowledge Graph
by: He, Yongquan, et al.
Published: (2024)
by: He, Yongquan, et al.
Published: (2024)
KNOW: A Real-World Ontology for Knowledge Capture with Large Language Models
by: Bendiken, Arto
Published: (2024)
by: Bendiken, Arto
Published: (2024)
OntoLogX: Ontology-Guided Knowledge Graph Extraction from Cybersecurity Logs with Large Language Models
by: Cotti, Luca, et al.
Published: (2025)
by: Cotti, Luca, et al.
Published: (2025)
LLM-Assisted Formalization Enables Deterministic Detection of Statutory Inconsistency in the Internal Revenue Code
by: Yadamsuren, Borchuluun, et al.
Published: (2025)
by: Yadamsuren, Borchuluun, et al.
Published: (2025)
Breaking Free Transformer Models: Task-specific Context Attribution Promises Improved Generalizability Without Fine-tuning Pre-trained LLMs
by: Tytarenko, Stepan, et al.
Published: (2024)
by: Tytarenko, Stepan, et al.
Published: (2024)
Attention-based sequential recommendation system using multimodal data
by: Oh, Hyungtaik, et al.
Published: (2024)
by: Oh, Hyungtaik, et al.
Published: (2024)
Robustness of Large Language Models to Perturbations in Text
by: Singh, Ayush, et al.
Published: (2024)
by: Singh, Ayush, et al.
Published: (2024)
Pre-trained Language Model with Prompts for Temporal Knowledge Graph Completion
by: Xu, Wenjie, et al.
Published: (2023)
by: Xu, Wenjie, et al.
Published: (2023)
A Pluggable Common Sense-Enhanced Framework for Knowledge Graph Completion
by: Niu, Guanglin, et al.
Published: (2024)
by: Niu, Guanglin, et al.
Published: (2024)
Mixture of Experts Approaches in Dense Retrieval Tasks
by: Sokli, Effrosyni, et al.
Published: (2025)
by: Sokli, Effrosyni, et al.
Published: (2025)
BERTologyNavigator: Advanced Question Answering with BERT-based Semantics
by: Rajpal, Shreya, et al.
Published: (2024)
by: Rajpal, Shreya, et al.
Published: (2024)
Evaluating Class Membership Relations in Knowledge Graphs using Large Language Models
by: Allen, Bradley P., et al.
Published: (2024)
by: Allen, Bradley P., et al.
Published: (2024)
Large Language Models Can Better Understand Knowledge Graphs Than We Thought
by: Dai, Xinbang, et al.
Published: (2024)
by: Dai, Xinbang, et al.
Published: (2024)
Question Answering Over Spatio-Temporal Knowledge Graph
by: Dai, Xinbang, et al.
Published: (2024)
by: Dai, Xinbang, et al.
Published: (2024)
ROZA Graphs: Self-Improving Near-Deterministic RAG through Evidence-Centric Feedback
by: Penaroza, Matthew
Published: (2026)
by: Penaroza, Matthew
Published: (2026)
GraphWalk: Enabling Reasoning in Large Language Models through Tool-Based Graph Navigation
by: Ghandi, Taraneh, et al.
Published: (2026)
by: Ghandi, Taraneh, et al.
Published: (2026)
A Domain-Agnostic Neurosymbolic Approach for Big Social Data Analysis: Evaluating Mental Health Sentiment on Social Media during COVID-19
by: Khandelwal, Vedant, et al.
Published: (2024)
by: Khandelwal, Vedant, et al.
Published: (2024)
From Knowledge Generation to Knowledge Verification: Examining the BioMedical Generative Capabilities of ChatGPT
by: Hamed, Ahmed Abdeen, et al.
Published: (2025)
by: Hamed, Ahmed Abdeen, et al.
Published: (2025)
MeMo: Towards Language Models with Associative Memory Mechanisms
by: Zanzotto, Fabio Massimo, et al.
Published: (2025)
by: Zanzotto, Fabio Massimo, et al.
Published: (2025)
Enabling Transparent Cyber Threat Intelligence Combining Large Language Models and Domain Ontologies
by: Cotti, Luca, et al.
Published: (2025)
by: Cotti, Luca, et al.
Published: (2025)
By Their Fruits You Will Know Them: Comparing Formalizations of Law by the Decisions They Encode
by: Vernie, Julius, et al.
Published: (2026)
by: Vernie, Julius, et al.
Published: (2026)
HyperPersona: A Multi-Level Hypergraph Framework for Text-Based Automatic Personality Prediction
by: Heydari, Sina, et al.
Published: (2026)
by: Heydari, Sina, et al.
Published: (2026)
Learning Natural Language Constraints for Safe Reinforcement Learning of Language Agents
by: Chua, Jaymari, et al.
Published: (2025)
by: Chua, Jaymari, et al.
Published: (2025)
Learning, Fast and Slow: Towards LLMs That Adapt Continually
by: Tiwari, Rishabh, et al.
Published: (2026)
by: Tiwari, Rishabh, et al.
Published: (2026)
Scaling Laws for State Dynamics in Large Language Models
by: Li, Jacob X, et al.
Published: (2025)
by: Li, Jacob X, et al.
Published: (2025)
Evo-DKD: Dual-Knowledge Decoding for Autonomous Ontology Evolution in Large Language Models
by: Raman, Vishal, et al.
Published: (2025)
by: Raman, Vishal, et al.
Published: (2025)
Ontology Learning with LLMs: A Benchmark Study on Axiom Identification
by: Bakker, Roos M., et al.
Published: (2025)
by: Bakker, Roos M., et al.
Published: (2025)
RAPTOR-AI for Disaster OODA Loop: Hierarchical Multimodal RAG with Experience-Driven Agentic Decision-Making
by: Yasuno, Takato
Published: (2026)
by: Yasuno, Takato
Published: (2026)
An Explainable Collaborative Dialogue System using a Theory of Mind
by: Cohen, Philip R., et al.
Published: (2023)
by: Cohen, Philip R., et al.
Published: (2023)
Cross-Lingual Generalization and Compression: From Language-Specific to Shared Neurons
by: Riemenschneider, Frederick, et al.
Published: (2025)
by: Riemenschneider, Frederick, et al.
Published: (2025)
Learning What Matters: Probabilistic Task Selection via Mutual Information for Model Finetuning
by: Chanda, Prateek, et al.
Published: (2025)
by: Chanda, Prateek, et al.
Published: (2025)
Enhancing Large Language Models through Neuro-Symbolic Integration and Ontological Reasoning
by: Vsevolodovna, Ruslan Idelfonso Magana, et al.
Published: (2025)
by: Vsevolodovna, Ruslan Idelfonso Magana, et al.
Published: (2025)
Sycophancy as compositions of Atomic Psychometric Traits
by: Jain, Shreyans, et al.
Published: (2025)
by: Jain, Shreyans, et al.
Published: (2025)
Do LLMs Truly Understand When a Precedent Is Overruled?
by: Zhang, Li, et al.
Published: (2025)
by: Zhang, Li, et al.
Published: (2025)
Comparison of Metadata Representation Models for Knowledge Graph Embeddings
by: Egami, Shusaku, et al.
Published: (2025)
by: Egami, Shusaku, et al.
Published: (2025)
KGiRAG: An Iterative GraphRAG Approach for Responding Sensemaking Queries
by: Iacob, Isabela, et al.
Published: (2026)
by: Iacob, Isabela, et al.
Published: (2026)
Similar Items
-
Multi-Paradigm Agent Interaction in Practice:A Systematic Analysis of Generator-Evaluator, ReAct Loop,and Adversarial Evaluation in the buddyMe Framework
by: Wang, Xiaohua, et al.
Published: (2026) -
Automatic Prompt Optimization for Knowledge Graph Construction: Insights from an Empirical Study
by: Mihindukulasooriya, Nandana, et al.
Published: (2025) -
Large Language Models as Oracles for Ontology Alignment
by: Lushnei, Sviatoslav, et al.
Published: (2025) -
SemanticAgent: A Semantics-Aware Framework for Text-to-SQL Data Synthesis
by: Gao, Qiang, et al.
Published: (2026) -
HIP Network: Historical Information Passing Network for Extrapolation Reasoning on Temporal Knowledge Graph
by: He, Yongquan, et al.
Published: (2024)