Copertina

Long-term Task-oriented Agent: Proactive Long-term Intent Maintenance in Dynamic Environments

Fuente: arXiv

Salvato in:

Dettagli Bibliografici
Autori principali:	Shi, Qinglong, Wang, Donghai, Zhou, Hantao, Li, Jiguo, Xu, Jun, Gao, Jiuchong, Hao, Jinghua, He, Renqing
Natura:	Preprint
Pubblicazione:	2026
Soggetti:	Artificial Intelligence Computation and Language
Accesso online:	Acceder al recurso
Tags:	Aggiungi Tag Nessun Tag, puoi essere il primo ad aggiungerne!!

Documenti analoghi

MUSE: Multi-Domain Chinese User Simulation via Self-Evolving Profiles and Rubric-Guided Alignment
di: Liu, Zihao, et al.
Pubblicazione: (2026)

Fine-Mem: Fine-Grained Feedback Alignment for Long-Horizon Memory Management
di: Ma, Weitao, et al.
Pubblicazione: (2026)

GeoRA: Geometry-Aware Low-Rank Adaptation for RLVR
di: Zhang, Jiaying, et al.
Pubblicazione: (2026)

Silence the Judge: Reinforcement Learning with Self-Verifier via Latent Geometric Clustering
di: Zhang, Nonghai, et al.
Pubblicazione: (2026)

UserLM-R1: Modeling Human Reasoning in User Language Models with Multi-Reward Reinforcement Learning
di: Zhang, Feng, et al.
Pubblicazione: (2026)

Hidden States Know Where Reasoning Diverges: Credit Assignment via Span-Level Wasserstein Distance
di: Chen, Xinzhu, et al.
Pubblicazione: (2026)

LTS-VoiceAgent: A Listen-Think-Speak Framework for Efficient Streaming Voice Interaction via Semantic Triggering and Incremental Reasoning
di: Zou, Wenhao, et al.
Pubblicazione: (2026)

PASK: Toward Intent-Aware Proactive Agents with Long-Term Memory
di: Xie, Zhifei, et al.
Pubblicazione: (2026)

Hello Again! LLM-powered Personalized Agent for Long-term Dialogue
di: Li, Hao, et al.
Pubblicazione: (2024)

Efficient Paths and Dense Rewards: Probabilistic Flow Reasoning for Large Language Models
di: Liu, Yan, et al.
Pubblicazione: (2026)

In Prospect and Retrospect: Reflective Memory Management for Long-term Personalized Dialogue Agents
di: Tan, Zhen, et al.
Pubblicazione: (2025)

Ask Now, Use Later: Benchmarking the Proactivity Gap in Long-Lived LLM Agents
di: Wu, Bin, et al.
Pubblicazione: (2026)

Toward Conversational Agents with Context and Time Sensitive Long-term Memory
di: Alonso, Nick, et al.
Pubblicazione: (2024)

AgentFold: Long-Horizon Web Agents with Proactive Context Management
di: Ye, Rui, et al.
Pubblicazione: (2025)

State Rank Dynamics in Linear Attention LLMs
di: Sun, Ao, et al.
Pubblicazione: (2026)

Enhancing Textual Personality Detection toward Social Media: Integrating Long-term and Short-term Perspectives
di: Zhu, Haohao, et al.
Pubblicazione: (2024)

AgentLongBench: A Controllable Long Benchmark For Long-Contexts Agents via Environment Rollouts
di: Fang, Shicheng, et al.
Pubblicazione: (2026)

Hardware-aligned Hierarchical Sparse Attention for Efficient Long-term Memory Access
di: Hu, Xiang, et al.
Pubblicazione: (2025)

Mem-PAL: Towards Memory-based Personalized Dialogue Assistants for Long-term User-Agent Interaction
di: Huang, Zhaopei, et al.
Pubblicazione: (2025)

Are Long-LLMs A Necessity For Long-Context Tasks?
di: Qian, Hongjin, et al.
Pubblicazione: (2024)

VoiceAgentEval: A Dual-Dimensional Benchmark for Expert-Level Intelligent Voice-Agent Evaluation of Xbench's Professional-Aligned Series
di: Xu, Pengyu, et al.
Pubblicazione: (2025)

Synthesis and Evaluation of Long-term History-aware Medical Dialogue
di: Hu, Hebin, et al.
Pubblicazione: (2026)

Identifying Shopping Intent in Product QA for Proactive Recommendations
di: Fetahu, Besnik, et al.
Pubblicazione: (2024)

Proactive Dialogue Model with Intent Prediction
di: Luo, Yang
Pubblicazione: (2026)

Planning for Success: Exploring LLM Long-term Planning Capabilities in Table Understanding
di: Nguyen, Thi-Nhung, et al.
Pubblicazione: (2025)

Reinforcing Real-world Service Agents: Balancing Utility and Cost in Task-oriented Dialogue
di: Gao, Ning, et al.
Pubblicazione: (2026)

GTA: Generating Long-Horizon Tasks for Web Agents at Scale
di: Huang, Tenghao, et al.
Pubblicazione: (2026)

LongAgent: Scaling Language Models to 128k Context through Multi-Agent Collaboration
di: Zhao, Jun, et al.
Pubblicazione: (2024)

Plan-and-Act: Improving Planning of Agents for Long-Horizon Tasks
di: Erdogan, Lutfi Eren, et al.
Pubblicazione: (2025)

MMWOZ: Building Multimodal Agent for Task-oriented Dialogue
di: Yang, Pu-Hai, et al.
Pubblicazione: (2025)

Stabilizing Long-term Multi-turn Reinforcement Learning with Gated Rewards
di: Sun, Zetian, et al.
Pubblicazione: (2025)

MEMTRACK: Evaluating Long-Term Memory and State Tracking in Multi-Platform Dynamic Agent Environments
di: Deshpande, Darshan, et al.
Pubblicazione: (2025)

The Tool Decathlon: Benchmarking Language Agents for Diverse, Realistic, and Long-Horizon Task Execution
di: Li, Junlong, et al.
Pubblicazione: (2025)

Predicting Long-term Dynamics of Complex Networks via Identifying Skeleton in Hyperbolic Space
di: Li, Ruikun, et al.
Pubblicazione: (2024)

Learning on the Job: An Experience-Driven Self-Evolving Agent for Long-Horizon Tasks
di: Yang, Cheng, et al.
Pubblicazione: (2025)

Chain of Agents: Large Language Models Collaborating on Long-Context Tasks
di: Zhang, Yusen, et al.
Pubblicazione: (2024)

Improving Attributed Long-form Question Answering with Intent Awareness
di: Zhao, Xinran, et al.
Pubblicazione: (2026)

Odysseys: Benchmarking Web Agents on Realistic Long Horizon Tasks
di: Jang, Lawrence Keunho, et al.
Pubblicazione: (2026)

KLong: Training LLM Agent for Extremely Long-horizon Tasks
di: Liu, Yue, et al.
Pubblicazione: (2026)

AgentFugue: Agent Scaling for Long-Horizon Tasks through Collective Reasoning
di: Hu, Yuyang, et al.
Pubblicazione: (2026)