Typed states for the displayed outbound observations.
Source: paper_references, paper_reference_links, observed 2026-06-29T07:58:55.548382Z
Paper Citation Record · LEDGER
As of 6 August 2026, this Paper Citation Record lists 47 of 47 outbound references and 1 inbound Pith citation observation for arXiv:2605.29697.
A citation records a reference. It does not transfer a finding from one paper to another.
Typed states for the displayed outbound observations.
Source: paper_references, paper_reference_links, observed 2026-06-29T07:58:55.548382Z
One-hop event checks from named stored sources.
Source: scholarly_work_events, retraction_status_cache, observed 2026-08-05T06:32:48.257954+00:00
Pith citing papers itemized under the disclosed page cap.
Source: paper_references, paper_reference_links, observed 2026-08-04T15:12:55.587685Z
A source-named dated measurement, never combined with another source.
Source: cited_works
47 of 47 outbound references displayed
External citation measurements
No source-named external measurement is stored.
Observation 7b817a55-7a00-43c4-987f-c72140818004 · outbound
Beyond Trajectory Rewards: Step-level Credit Assignment for Agentic Search via Graph Modeling xbench: Tracking Agents Productivity Scaling with Profession-Aligned Real-World Evaluations
Reference 1
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.
Observation dc32f3e3-071d-4696-a079-8e242b35ae44 · outbound
Beyond Trajectory Rewards: Step-level Credit Assignment for Agentic Search via Graph Modeling Atom-Searcher: Enhancing Agentic Deep Research via Fine-Grained Atomic Thought Reward
Reference 2
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.
Observation d4166a03-44b5-4587-8f17-255f64d4260f · outbound
Beyond Trajectory Rewards: Step-level Credit Assignment for Agentic Search via Graph Modeling Agentic entropy-balanced policy optimization
Reference 3
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.
Observation 80b367dc-3b22-480d-88ab-3bad878c848f · outbound
Beyond Trajectory Rewards: Step-level Credit Assignment for Agentic Search via Graph Modeling Agentic Reinforced Policy Optimization
Reference 4
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.
Observation a1ece557-5e33-492e-bd90-82107d9b4733 · outbound
Beyond Trajectory Rewards: Step-level Credit Assignment for Agentic Search via Graph Modeling Cognitive Kernel-Pro: A Framework for Deep Research Agents and Agent Foundation Models Training
Reference 5
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.
Observation 42ec8530-48b9-439f-bbf3-73416b70dfc0 · outbound
Beyond Trajectory Rewards: Step-level Credit Assignment for Agentic Search via Graph Modeling Beyond ten turns: Unlocking long-horizon agentic search with large-scale asynchronous rl
Reference 6
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.
Observation fdf6f91f-04bc-4300-aa13-a456713746d3 · outbound
Beyond Trajectory Rewards: Step-level Credit Assignment for Agentic Search via Graph Modeling Dynasearcher: Dynamic knowl- edge graph augmented search agent via multi-reward reinforcement learning.arXiv preprint arXiv:2507.17365
Reference 7
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.
Observation d66b4fc2-8352-4580-91ae-06aaccc2e7c2 · outbound
Beyond Trajectory Rewards: Step-level Credit Assignment for Agentic Search via Graph Modeling TreeRL: LLM Reinforcement Learning with On-Policy Tree Search
Reference 8
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.
Observation f5f31f6a-ce65-45c5-801a-975b2c08a6ff · outbound
Beyond Trajectory Rewards: Step-level Credit Assignment for Agentic Search via Graph Modeling Tree search for llm agent reinforcement learning
Reference 9
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.
Observation 879b6e96-9067-4bcd-8650-668666258e28 · outbound
Beyond Trajectory Rewards: Step-level Credit Assignment for Agentic Search via Graph Modeling Search-R1: Training LLMs to Reason and Leverage Search Engines with Reinforcement Learning
Reference 10
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.
Observation 9a0f0a16-8580-4da1-83d4-d88bcb579490 · outbound
Beyond Trajectory Rewards: Step-level Credit Assignment for Agentic Search via Graph Modeling WebSailor-V2: Bridgingthechasmtoproprietaryagentsviasyntheticdataandscalable reinforcementlearning.arXivpreprint
Reference 11
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.
Observation d9978c48-f546-4c7e-9286-f988a7dccc87 · outbound
Beyond Trajectory Rewards: Step-level Credit Assignment for Agentic Search via Graph Modeling WebSailor: Navigating Super-human Reasoning for Web Agent
Reference 12
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.
Observation 7a96e49d-6bf3-4359-9f33-65a07be13d5a · outbound
Beyond Trajectory Rewards: Step-level Credit Assignment for Agentic Search via Graph Modeling Search-o1: Agentic Search-Enhanced Large Reasoning Models
Reference 13
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.
Observation 4c322c72-3308-43a1-a22c-9c6ae5ee641b · outbound
Beyond Trajectory Rewards: Step-level Credit Assignment for Agentic Search via Graph Modeling Webexplorer: Exploreandevolvefortraininglong-horizonwebagents.arXivpreprint
Reference 14
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.
Observation 76415858-d599-4028-84d9-55888fcc69dd · outbound
Beyond Trajectory Rewards: Step-level Credit Assignment for Agentic Search via Graph Modeling Stabilizing MoE Reinforcement Learning by Aligning Training and Inference Routers
Reference 15
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.
Observation f56e9f0f-98d6-4990-82ab-71bf0281071d · outbound
Beyond Trajectory Rewards: Step-level Credit Assignment for Agentic Search via Graph Modeling Unresolved cited work
Reference 16
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 151a1e16-529e-46a2-9ef3-13c5a411277d · outbound
Beyond Trajectory Rewards: Step-level Credit Assignment for Agentic Search via Graph Modeling Unresolved cited work
Reference 17
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation a8593af6-2164-4dc2-b455-8a6ce0bd781c · outbound
Beyond Trajectory Rewards: Step-level Credit Assignment for Agentic Search via Graph Modeling Unresolved cited work
Reference 18
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation ae93f585-3973-4684-9b9f-d9ced1423fd6 · outbound
Beyond Trajectory Rewards: Step-level Credit Assignment for Agentic Search via Graph Modeling Unresolved cited work
Reference 19
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 0f41ac71-f1e7-40a1-98d1-ee709d3e9eee · outbound
Beyond Trajectory Rewards: Step-level Credit Assignment for Agentic Search via Graph Modeling Unresolved cited work
Reference 20
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 2cbd5282-9b6c-416b-82c8-d4c3dbf02bc8 · outbound
Beyond Trajectory Rewards: Step-level Credit Assignment for Agentic Search via Graph Modeling DeepSeekMath: Pushing the Limits of Mathematical Reasoning in Open Language Models
Reference 21
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.
Observation 18c2caa5-c661-43de-8d3a-47db8d1a0964 · outbound
Beyond Trajectory Rewards: Step-level Credit Assignment for Agentic Search via Graph Modeling Unresolved cited work
Reference 22
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation bbb2ac45-8346-429e-b00d-935f134bb0ea · outbound
Beyond Trajectory Rewards: Step-level Credit Assignment for Agentic Search via Graph Modeling R1-Searcher: Incentivizing the Search Capability in LLMs via Reinforcement Learning
Reference 23
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.
Observation 16a2bd18-21b9-4845-a22c-54197f94a5b6 · outbound
Beyond Trajectory Rewards: Step-level Credit Assignment for Agentic Search via Graph Modeling Webleaper: Empowering efficiency and efficacy in webagent via enabling info-rich seeking
Reference 24
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.
Observation b321a08b-9c8f-4288-823b-9d76ec4f1bcb · outbound
Beyond Trajectory Rewards: Step-level Credit Assignment for Agentic Search via Graph Modeling Kimi K2: Open Agentic Intelligence
Reference 25
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.
Observation 33b6ab0a-0fa6-44c0-8078-9432b1919293 · outbound
Beyond Trajectory Rewards: Step-level Credit Assignment for Agentic Search via Graph Modeling MiroThinker: Pushing the Performance Boundaries of Open-Source Research Agents via Model, Context, and Interactive Scaling
Reference 26
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.
Observation 0b47dbcc-de77-4b33-94bd-f8a6804ec892 · outbound
Beyond Trajectory Rewards: Step-level Credit Assignment for Agentic Search via Graph Modeling Tongyi DeepResearch Technical Report
Reference 27
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.
Observation 1bbb14fa-0f20-4455-ba0c-3ba2a2688f58 · outbound
Beyond Trajectory Rewards: Step-level Credit Assignment for Agentic Search via Graph Modeling WebAggregator: Enhancing Compositional Reasoning Capabilities of Deep Research Agent Foundation Models
Reference 28
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.
Observation e920c3d0-f433-49c0-b0a4-43eefbca219a · outbound
Beyond Trajectory Rewards: Step-level Credit Assignment for Agentic Search via Graph Modeling BrowseComp: A Simple Yet Challenging Benchmark for Browsing Agents
Reference 29
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.
Observation f128c70e-03f9-4f48-b480-86714e441ecb · outbound
Beyond Trajectory Rewards: Step-level Credit Assignment for Agentic Search via Graph Modeling Unresolved cited work
Reference 30
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation cc0b7253-a762-4415-be16-5809958259ca · outbound
Beyond Trajectory Rewards: Step-level Credit Assignment for Agentic Search via Graph Modeling Reinforcing multi-turn reasoning in llm agents via turn-level credit assignment
Reference 31
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.
Observation bc87a14a-d656-4f65-9f93-c601cb9a3d82 · outbound
Beyond Trajectory Rewards: Step-level Credit Assignment for Agentic Search via Graph Modeling WebDancer: Towards Autonomous Information Seeking Agency
Reference 32
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.
Observation ded4a9ee-fb55-4456-ae80-430575425e3f · outbound
Beyond Trajectory Rewards: Step-level Credit Assignment for Agentic Search via Graph Modeling Qwen3 Technical Report
Reference 33
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.
Observation 8f92fc6d-fa29-45b4-a62d-647ef2e1fe93 · outbound
Beyond Trajectory Rewards: Step-level Credit Assignment for Agentic Search via Graph Modeling Treerpo: Tree relative policy optimization
Reference 34
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.
Observation 1e4102e9-d317-478e-9fd3-b3d9e33a8742 · outbound
Beyond Trajectory Rewards: Step-level Credit Assignment for Agentic Search via Graph Modeling Unresolved cited work
Reference 35
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 1d03fe18-37d5-47bd-8db7-482b1e88f803 · outbound
Beyond Trajectory Rewards: Step-level Credit Assignment for Agentic Search via Graph Modeling Process-Supervised Reinforcement Learning for Code Generation
Reference 36
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.
Observation 0d40df21-ee9d-4796-b9bd-c1e2f5d7d8fa · outbound
Beyond Trajectory Rewards: Step-level Credit Assignment for Agentic Search via Graph Modeling DAPO: An Open-Source LLM Reinforcement Learning System at Scale
Reference 37
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.
Observation 6fccf41f-ad9f-4079-8f76-8d91bc0ebaee · outbound
Beyond Trajectory Rewards: Step-level Credit Assignment for Agentic Search via Graph Modeling Unresolved cited work
Reference 38
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 21de9f86-7d70-4bd5-a42e-b000aa59ea22 · outbound
Beyond Trajectory Rewards: Step-level Credit Assignment for Agentic Search via Graph Modeling Unresolved cited work
Reference 39
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation e3e1dae7-6099-4437-8040-68a3af042211 · outbound
Beyond Trajectory Rewards: Step-level Credit Assignment for Agentic Search via Graph Modeling Chaining the evidence: Robust reinforcement learning for deep search agents with citation-aware rubric rewards
Reference 40
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.
Observation 653e8ddd-a8cf-45f8-8a45-109615f69b6f · outbound
Beyond Trajectory Rewards: Step-level Credit Assignment for Agentic Search via Graph Modeling Unresolved cited work
Reference 41
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.
Observation f7d6d69f-96bd-4c89-8d14-c5cd76566bce · outbound
Beyond Trajectory Rewards: Step-level Credit Assignment for Agentic Search via Graph Modeling Group Sequence Policy Optimization
Reference 42
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.
Observation e60b15ae-b6c3-42b6-9654-755a87b60b16 · outbound
Beyond Trajectory Rewards: Step-level Credit Assignment for Agentic Search via Graph Modeling Unresolved cited work
Reference 43
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation bcd3b997-807a-454c-9b71-30c5c2f650fc · outbound
Beyond Trajectory Rewards: Step-level Credit Assignment for Agentic Search via Graph Modeling DeepResearcher: Scaling Deep Research via Reinforcement Learning in Real-world Environments
Reference 44
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.
Observation 96300555-28ba-4565-b59c-c24e00eda21e · outbound
Beyond Trajectory Rewards: Step-level Credit Assignment for Agentic Search via Graph Modeling BrowseComp-ZH: Benchmarking Web Browsing Ability of Large Language Models in Chinese
Reference 45
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.
Observation f08e5b1f-3fc2-4fa2-bcab-a6fa3b497cbf · outbound
Beyond Trajectory Rewards: Step-level Credit Assignment for Agentic Search via Graph Modeling online" 'onlinestring :=
Reference 46
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 1fb06325-5626-4a26-a44a-bdcc9db532d5 · outbound
Beyond Trajectory Rewards: Step-level Credit Assignment for Agentic Search via Graph Modeling write newline
Reference 47
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 5ca19be1-64de-4342-8ce8-60c8f729ab0d · inbound
Fetch-then-Explore: Decoupling Selection from Extraction over a Persistent Workspace for Search Agents Beyond Trajectory Rewards: Step-level Credit Assignment for Agentic Search via Graph Modeling
Reference 37
Source-reported events for the cited work
Unavailable: canonical work link unavailable.