Cover Image

VeriTrace: Evolving Mental Models for Deep Research Agents

Fuente: arXiv

Saved in:

Bibliographic Details
Main Authors:	Zhao, Haolang, Long, Yunbo, Beckenbauer, Lukas, Brintrup, Alexandra
Format:	Preprint
Published:	2026
Subjects:	Artificial Intelligence
Online Access:	Acceder al recurso
Tags:	Add Tag No Tags, Be the first to tag this record!

Similar Items

EmoDistill: Offline Emotion Skill Distillation for Language Model Agents in Adversarial Negotiation
by: Long, Yunbo, et al.
Published: (2026)

EvoEmo: Towards Evolved Emotional Policies for Adversarial LLM Agents in Multi-Turn Price Negotiation
by: Long, Yunbo, et al.
Published: (2025)

Helicase: Uncertainty-Guided Supply Chain Knowledge Graph Construction with Autonomous Multi-Agent LLMs
by: Long, Yunbo, et al.
Published: (2026)

Orchestrator: Active Inference for Multi-Agent Systems in Long-Horizon Tasks
by: Beckenbauer, Lukas, et al.
Published: (2025)

SynDelay: A Synthetic Dataset for Delivery Delay Prediction
by: Xu, Liming, et al.
Published: (2025)

Topological Federated Clustering via Gravitational Potential Fields under Local Differential Privacy
by: Long, Yunbo, et al.
Published: (2025)

Self-Improving Tabular Language Models via Iterative Reward-Guided Post-Training
by: Long, Yunbo, et al.
Published: (2026)

AI-Supervisor: Autonomous AI Research Supervision via a Persistent Research World Model
by: Long, Yunbo
Published: (2026)

Leveraging Unsupervised Learning for Cost-Effective Visual Anomaly Detection
by: Long, Yunbo, et al.
Published: (2024)

DeepFact: Co-Evolving Benchmarks and Agents for Deep Research Factuality
by: Huang, Yukun, et al.
Published: (2026)

Agentic LLMs in the Supply Chain: Towards Autonomous Multi-Agent Consensus-Seeking
by: Jannelli, Valeria, et al.
Published: (2024)

Enhancing Supply Chain Visibility with Generative AI: An Exploratory Case Study on Relationship Prediction in Knowledge Graphs
by: Zheng, Ge, et al.
Published: (2024)

EmoMAS: Emotion-Aware Multi-Agent System for High-Stakes Edge-Deployable Negotiation with Bayesian Orchestration
by: Long, Yunbo, et al.
Published: (2026)

Automating Supply Chain Disruption Monitoring via an Agentic AI Approach
by: AlMahri, Sara, et al.
Published: (2026)

Enhancing Supply Chain Visibility with Knowledge Graphs and Large Language Models
by: AlMahri, Sara, et al.
Published: (2024)

EQ-Negotiator: Dynamic Emotional Personas Empower Small Language Models for Edge-Deployable Credit Negotiation
by: Long, Yunbo, et al.
Published: (2025)

EmoDebt: Bayesian-Optimized Emotional Intelligence for Strategic Agent-to-Agent Debt Recovery
by: Long, Yunbo, et al.
Published: (2025)

Deep Researcher with Sequential Plan Reflection and Candidates Crossover (Deep Researcher Reflect Evolve)
by: Prateek, Saurav
Published: (2026)

VeriGrey: Greybox Agent Validation
by: Zhang, Yuntong, et al.
Published: (2026)

Evaluating Inter-Column Logical Relationships in Synthetic Tabular Data Generation
by: Long, Yunbo, et al.
Published: (2025)

Efficient and Privacy-Preserved Link Prediction via Condensed Graphs
by: Long, Yunbo, et al.
Published: (2025)

LLM-TabLogic: Preserving Inter-Column Logical Relationships in Synthetic Tabular Data via Prompt-Guided Latent Diffusion
by: Long, Yunbo, et al.
Published: (2025)

TTCS: Test-Time Curriculum Synthesis for Self-Evolving
by: Yang, Chengyi, et al.
Published: (2026)

Scientific Algorithm Discovery by Augmenting AlphaEvolve with Deep Research
by: Liu, Gang, et al.
Published: (2025)

Inference-Time Scaling of Verification: Self-Evolving Deep Research Agents via Test-Time Rubric-Guided Verification
by: Wan, Yuxuan, et al.
Published: (2026)

S1-NexusAgent: a Self-Evolving Agent Framework for Multidisciplinary Scientific Research
by: NexusAgent Team
Published: (2026)

EvolveMem:Self-Evolving Memory Architecture via AutoResearch for LLM Agents
by: Liu, Jiaqi, et al.
Published: (2026)

Evaluating Supervised Learning Models for Fraud Detection: A Comparative Study of Classical and Deep Architectures on Imbalanced Transaction Data
by: Wang, Chao, et al.
Published: (2025)

ClueTracer: Question-to-Vision Clue Tracing for Training-Free Hallucination Suppression in Multimodal Reasoning
by: Xi, Gongli, et al.
Published: (2026)

Autogenesis: A Self-Evolving Agent Protocol
by: Zhang, Wentao, et al.
Published: (2026)

Alita-G: Self-Evolving Generative Agent for Agent Generation
by: Qiu, Jiahao, et al.
Published: (2025)

DeepResearch-9K: A Challenging Benchmark Dataset of Deep-Research Agent
by: Wu, Tongzhou, et al.
Published: (2026)

Emulating Clinician Cognition via Self-Evolving Deep Clinical Research
by: Ren, Ruiyang, et al.
Published: (2026)

PolicyBank: Evolving Policy Understanding for LLM Agents
by: Choi, Jihye, et al.
Published: (2026)

MemSkill: Learning and Evolving Memory Skills for Self-Evolving Agents
by: Zhang, Haozhen, et al.
Published: (2026)

STELLA: Self-Evolving LLM Agent for Biomedical Research
by: Jin, Ruofan, et al.
Published: (2025)

GraphMind: From Operational Traces to Self-Evolving Workflow Automation
by: Zhu, Yiwen, et al.
Published: (2026)

ProductResearch: Training E-Commerce Deep Research Agents via Multi-Agent Synthetic Trajectory Distillation
by: Wang, Jiangyuan, et al.
Published: (2026)

Towards Autonomous Supply Chains: Definition, Characteristics, Conceptual Framework, and Autonomy Levels
by: Xu, Liming, et al.
Published: (2023)

Very Large-Scale Multi-Agent Simulation in AgentScope
by: Pan, Xuchen, et al.
Published: (2024)