Copertina

Entropic Context Shaping: Information-Theoretic Filtering for Context-Aware LLM Agents

Fuente: arXiv

Salvato in:

Dettagli Bibliografici
Autore principale:	Kim, Hyunjun
Natura:	Preprint
Pubblicazione:	2026
Soggetti:	Computation and Language
Accesso online:	Acceder al recurso
Tags:	Aggiungi Tag Nessun Tag, puoi essere il primo ad aggiungerne!!

Documenti analoghi

ContextAgent: Context-Aware Proactive LLM Agents with Open-World Sensory Perceptions
di: Yang, Bufang, et al.
Pubblicazione: (2025)

ToolScope: Enhancing LLM Agent Tool Use through Tool Merging and Context-Aware Filtering
di: Liu, Marianne Menglin, et al.
Pubblicazione: (2025)

DIAMOND: An LLM-Driven Agent for Context-Aware Baseball Highlight Summarization
di: Kang, Jeonghun, et al.
Pubblicazione: (2025)

Context Filtering with Reward Modeling in Question Answering
di: Kim, Sangryul, et al.
Pubblicazione: (2024)

KRETA: A Benchmark for Korean Reading and Reasoning in Text-Rich VQA Attuned to Diverse Visual Contexts
di: Hwang, Taebaek, et al.
Pubblicazione: (2025)

Context-Aware LLM Translation System Using Conversation Summarization and Dialogue History
di: Sung, Mingi, et al.
Pubblicazione: (2024)

Unified Context Evolution for LLM Agents
di: Zhu, Zixuan, et al.
Pubblicazione: (2026)

Contexting as Recommendation: Evolutionary Collaborative Filtering for Context Engineering
di: Zhu, Jiachen, et al.
Pubblicazione: (2026)

AutoContext: Instance-Level Context Learning for LLM Agents
di: Cai, Kuntai, et al.
Pubblicazione: (2025)

Defensive M2S: Training Guardrail Models on Compressed Multi-turn Conversations
di: Kim, Hyunjun
Pubblicazione: (2026)

Context-Aware Sentiment Forecasting via LLM-based Multi-Perspective Role-Playing Agents
di: Man, Fanhang, et al.
Pubblicazione: (2025)

Context Misleads LLMs: The Role of Context Filtering in Maintaining Safe Alignment of LLMs
di: Kim, Jinhwa, et al.
Pubblicazione: (2025)

DrawingBench: Evaluating Spatial Reasoning and UI Interaction Capabilities of Large Language Models through Mouse-Based Drawing Tasks
di: Kim, Hyunjun, et al.
Pubblicazione: (2025)

PEEK: Context Map as an Orientation Cache for Long-Context LLM Agents
di: Gu, Zhuohan, et al.
Pubblicazione: (2026)

Framing the Game: How Context Shapes LLM Decision-Making
di: Robinson, Isaac, et al.
Pubblicazione: (2025)

ObjexMT: Objective Extraction and Metacognitive Calibration for LLM-as-a-Judge under Multi-Turn Jailbreaks
di: Kim, Hyunjun, et al.
Pubblicazione: (2025)

Mixture of In-Context Experts Enhance LLMs' Long Context Awareness
di: Lin, Hongzhan, et al.
Pubblicazione: (2024)

KITE: Kernelized and Information Theoretic Exemplars for In-Context Learning
di: Singh, Vaibhav, et al.
Pubblicazione: (2025)

FltLM: An Intergrated Long-Context Large Language Model for Effective Context Filtering and Understanding
di: Deng, Jingyang, et al.
Pubblicazione: (2024)

AutoGuide: Automated Generation and Selection of Context-Aware Guidelines for Large Language Model Agents
di: Fu, Yao, et al.
Pubblicazione: (2024)

ContextWeaver: Selective and Dependency-Structured Memory Construction for LLM Agents
di: Wu, Yating, et al.
Pubblicazione: (2026)

Federated In-Context LLM Agent Learning
di: Wu, Panlong, et al.
Pubblicazione: (2024)

U-Fold: Dynamic Intent-Aware Context Folding for User-Centric Agents
di: Su, Jin, et al.
Pubblicazione: (2026)

Task Matters: Knowledge Requirements Shape LLM Responses to Context-Memory Conflict
di: Sun, Kaiser, et al.
Pubblicazione: (2025)

Field-Theoretic Memory for AI Agents: Continuous Dynamics for Context Preservation
di: Mitra, Subhadip
Pubblicazione: (2026)

ACON: Optimizing Context Compression for Long-horizon LLM Agents
di: Kang, Minki, et al.
Pubblicazione: (2025)

Scaling Long-Horizon LLM Agent via Context-Folding
di: Sun, Weiwei, et al.
Pubblicazione: (2025)

MacroBench: A Novel Testbed for Web Automation Scripts via Large Language Models
di: Kim, Hyunjun, et al.
Pubblicazione: (2025)

Context as a Tool: Context Management for Long-Horizon SWE-Agents
di: Liu, Shukai, et al.
Pubblicazione: (2025)

Semantic Decomposition and Selective Context Filtering -- Text Processing Techniques for Context-Aware NLP-Based Systems
di: Villardar, Karl John
Pubblicazione: (2025)

Context-Aware or Context-Insensitive? Assessing LLMs' Performance in Document-Level Translation
di: Mohammed, Wafaa, et al.
Pubblicazione: (2024)

PPA-Plan: Proactive Pitfall Avoidance for Reliable Planning in Long-Context LLM Reasoning
di: Kim, Byeongjin, et al.
Pubblicazione: (2026)

LLM Reinforcement in Context
di: Rivasseau, Thomas
Pubblicazione: (2025)

How Retrieved Context Shapes Internal Representations in RAG
di: Yeh, Samuel, et al.
Pubblicazione: (2026)

Embedding-Based Context-Aware Reranker
di: Yuan, Ye, et al.
Pubblicazione: (2025)

Quest: Query-Aware Sparsity for Efficient Long-Context LLM Inference
di: Tang, Jiaming, et al.
Pubblicazione: (2024)

Training Text-to-Molecule Models with Context-Aware Tokenization
di: Kim, Seojin, et al.
Pubblicazione: (2025)

How Training Data Shapes the Use of Parametric and In-Context Knowledge in Language Models
di: Kim, Minsung, et al.
Pubblicazione: (2025)

Core Context Aware Transformers for Long Context Language Modeling
di: Chen, Yaofo, et al.
Pubblicazione: (2024)

RCR-Router: Efficient Role-Aware Context Routing for Multi-Agent LLM Systems with Structured Memory
di: Liu, Jun, et al.
Pubblicazione: (2025)