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Tag: deep-research
21 items with this tag.
Sep 30, 2026
Deep Research / Information-Seeking Agent 专题
survey
deep-research
information-seeking
agentic-RL
Sep 30, 2026
Iris: Climbing to the Search Frontier
deep-research
agentic-RL
LLM
Sep 30, 2026
ABSeeker: Training Long-Horizon Search Agents via Answer-Backtracked Credit Assignment
deep-research
agentic-RL
Sep 30, 2026
Beyond the Capability Boundary: Zeroth-Order Optimization for Self-Evolving LLM Agents
agentic-RL
deep-research
Sep 30, 2026
Self-Play Meets Skill Evolution: Self-Evolving Search Agents that Pose, Solve, and Remember
agentic-RL
deep-research
task-planning
Sep 30, 2026
A New Role for Relevance: Guiding Corpus Interaction in Agentic Search
deep-research
Sep 30, 2026
Does RL Expand the Capability Boundary of LLM Agents? A PASS@(k,T) Analysis
agentic-RL
deep-research
LLM
Sep 30, 2026
From Agent Traces to Trust: A Survey of Evidence Tracing and Execution Provenance in LLM Agents
LLM
deep-research
Sep 30, 2026
SenseSearch: Empowering Vision-Language Models with High-Resolution Agentic Search-Reasoning via Reinforcement Learning
VLM
agentic-RL
deep-research
Sep 30, 2026
Masking Stale Observations Helps Search Agents -- Until It Doesn't: A Regime Map and Its Mechanism
deep-research
LLM
Sep 30, 2026
AgentSwing: Adaptive Parallel Context Management Routing for Long-Horizon Web Agents
deep-research
LLM
Sep 30, 2026
WebWatcher: Breaking New Frontier of Vision-Language Deep Research Agent
web-agent
deep-research
multimodal
vision-language
information-seeking
Sep 30, 2026
WebSailor: Navigating Super-human Reasoning for Web Agent
web-agent
deep-research
information-seeking
reinforcement-learning
reasoning
Sep 30, 2026
GAIA: a benchmark for General AI Assistants
web-agent
benchmark
deep-research
tool-use
evaluation
Sep 30, 2026
FoldAct: Efficient and Stable Context Folding for Long-Horizon Search Agents
deep-research
agentic-RL
LLM
Sep 30, 2026
Deep Research Agents: A Systematic Examination And Roadmap
web-agent
deep-research
survey
information-seeking
multi-agent
Sep 30, 2026
WebDancer: Towards Autonomous Information Seeking Agency
web-agent
deep-research
information-seeking
reinforcement-learning
react
Sep 30, 2026
BrowseComp: A Simple Yet Challenging Benchmark for Browsing Agents
web-agent
benchmark
deep-research
information-seeking
evaluation
Sep 30, 2026
Memory as Action: Autonomous Context Curation for Long-Horizon Agentic Tasks
deep-research
agentic-RL
LLM
Sep 30, 2026
Scaling Long-Horizon LLM Agent via Context-Folding
deep-research
agentic-RL
LLM
Sep 30, 2026
WebSailor-V2: Bridging the Chasm to Proprietary Agents via Synthetic Data and Scalable Reinforcement Learning
web-agent
deep-research
information-seeking
reinforcement-learning
synthetic-data