Typed states for the displayed outbound observations.
Source: paper_references, paper_reference_links, observed 2026-05-18T06:50:27.431078Z
Paper Citation Record · LEDGER
As of 4 August 2026, this Paper Citation Record lists 28 of 28 outbound references and 4 inbound Pith citation observations for arXiv:2510.14438.
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 2026-05-18T06:50:27.431078Z
One-hop event checks from named stored sources.
Source: scholarly_work_events, retraction_status_cache, observed 2026-08-04T06:34:03.388597+00:00
Pith citing papers itemized under the disclosed page cap.
Source: paper_references, paper_reference_links, observed 2026-06-29T07:58:55.548382Z
A source-named dated measurement, never combined with another source.
Source: pith, observed 2026-07-03T10:27:56.469481Z
28 of 28 outbound references displayed
External citation measurements
No source-named external measurement is stored.
Observation 7c850a8d-4720-4b66-bf63-6af00be4fb05 · outbound
WebAggregator: Enhancing Compositional Reasoning Capabilities of Deep Research Agent Foundation Models doi: 10.18653/v1/2024.findings-acl.557
Reference 1
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.
Observation e42b398e-9e97-4566-b3c1-7b8d17907c7f · outbound
WebAggregator: Enhancing Compositional Reasoning Capabilities of Deep Research Agent Foundation Models • Visit and browse at least **{least_visits} different websites** to collect diverse and relevant information
Reference 2
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.
Observation 096a26be-a286-45cb-976e-835efb0db6f0 · outbound
WebAggregator: Enhancing Compositional Reasoning Capabilities of Deep Research Agent Foundation Models The answer should **not** be obtainable by a simple search or from a single page
Reference 3
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.
Observation 7c565bf4-06d8-4ae3-87c6-0b59c66ce0d6 · outbound
WebAggregator: Enhancing Compositional Reasoning Capabilities of Deep Research Agent Foundation Models Some good examples
Reference 4
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.
Observation 35cec91b-b58c-4bc4-bf2d-f537e949ab65 · outbound
WebAggregator: Enhancing Compositional Reasoning Capabilities of Deep Research Agent Foundation Models Unresolved cited work
Reference 5
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.
Observation 801b2976-c49a-42d6-a916-2513bcb07454 · outbound
WebAggregator: Enhancing Compositional Reasoning Capabilities of Deep Research Agent Foundation Models Unresolved cited work
Reference 6
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.
Observation 63650164-6956-4c96-af2e-13fc7a79c5ea · outbound
WebAggregator: Enhancing Compositional Reasoning Capabilities of Deep Research Agent Foundation Models Unresolved cited work
Reference 7
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.
Observation aaa17f06-af77-4f1a-a277-e156fbb8d32e · outbound
WebAggregator: Enhancing Compositional Reasoning Capabilities of Deep Research Agent Foundation Models Any algorithm can be used, such as linear regression, polynomial regression, logistic regression, EMA, etc
Reference 8
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.
Observation e44bfb1b-79c9-4a3b-a89d-79153d42d70b · outbound
WebAggregator: Enhancing Compositional Reasoning Capabilities of Deep Research Agent Foundation Models Unresolved cited work
Reference 9
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.
Observation e74910fc-0bb0-4d77-8e10-a5192f5f6b25 · outbound
WebAggregator: Enhancing Compositional Reasoning Capabilities of Deep Research Agent Foundation Models Unresolved cited work
Reference 10
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.
Observation e91f5425-6076-45c6-a7ac-8714d88e8a45 · outbound
WebAggregator: Enhancing Compositional Reasoning Capabilities of Deep Research Agent Foundation Models > General Computation Intensive Tasks - Batch Data Analysis Requires Intensive Computation
Reference 11
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.
Observation 0d926c57-9292-4a3e-b351-a092fa14041e · outbound
WebAggregator: Enhancing Compositional Reasoning Capabilities of Deep Research Agent Foundation Models 2024 to Oct
Reference 12
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.
Observation e61cb88f-01da-422a-b237-7885da21d20c · outbound
WebAggregator: Enhancing Compositional Reasoning Capabilities of Deep Research Agent Foundation Models –––––––––––– • Element-wise operations > Calculation - Selecting specific elements, performing mathematical operations between elements, e.g., probability, calculation
Reference 13
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.
Observation a7f34e77-529d-43fe-9590-a369bcffc1e1 · outbound
WebAggregator: Enhancing Compositional Reasoning Capabilities of Deep Research Agent Foundation Models Unresolved cited work
Reference 14
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.
Observation f827ae4a-3e13-435d-aa2a-a00c1b105400 · outbound
WebAggregator: Enhancing Compositional Reasoning Capabilities of Deep Research Agent Foundation Models Unresolved cited work
Reference 15
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.
Observation f0498660-3956-40bb-b182-145e0fb49f37 · outbound
WebAggregator: Enhancing Compositional Reasoning Capabilities of Deep Research Agent Foundation Models Avoid direct listing; use indirect clues framed as questions
Reference 16
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.
Observation 52aa6d1b-6032-44ad-a537-c9bd1dd5fc36 · outbound
WebAggregator: Enhancing Compositional Reasoning Capabilities of Deep Research Agent Foundation Models Tom is a singer from New York, who was born on 11 Nov 2024, he
Reference 17
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.
Observation 5aaa3602-3b91-43e2-9e52-6a35465f28ea · outbound
WebAggregator: Enhancing Compositional Reasoning Capabilities of Deep Research Agent Foundation Models My research primarily focuses on
Reference 18
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.
Observation b5671bb8-212a-4c1b-b7e6-49b280e19841 · outbound
WebAggregator: Enhancing Compositional Reasoning Capabilities of Deep Research Agent Foundation Models Unresolved cited work
Reference 19
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.
Observation e4a2ad7c-c8a6-4bbd-9409-cc1742dbafb4 · outbound
WebAggregator: Enhancing Compositional Reasoning Capabilities of Deep Research Agent Foundation Models Unresolved cited work
Reference 20
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.
Observation 31d76ac7-dd85-4166-a1f4-9c92ab3f70da · outbound
WebAggregator: Enhancing Compositional Reasoning Capabilities of Deep Research Agent Foundation Models Unresolved cited work
Reference 21
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.
Observation 1c7d3d4b-70a8-436d-b647-87ed08028285 · outbound
Reference 22
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.
Observation 4cf92b2d-9fb0-4266-a81f-abb86c8722a9 · outbound
WebAggregator: Enhancing Compositional Reasoning Capabilities of Deep Research Agent Foundation Models Unresolved cited work
Reference 23
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.
Observation 55add2cf-89c9-471a-a214-53ff2f04ecae · outbound
WebAggregator: Enhancing Compositional Reasoning Capabilities of Deep Research Agent Foundation Models Unresolved cited work
Reference 24
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.
Observation 41d588b2-cede-4998-809a-623343c80c8b · outbound
WebAggregator: Enhancing Compositional Reasoning Capabilities of Deep Research Agent Foundation Models Unresolved cited work
Reference 25
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.
Observation c15b9ea9-9048-4047-afd6-46b046b611e3 · outbound
WebAggregator: Enhancing Compositional Reasoning Capabilities of Deep Research Agent Foundation Models ––––––––––––
Reference 26
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.
Observation a6e32ca8-5a20-4a53-9971-76fc4de4f029 · outbound
WebAggregator: Enhancing Compositional Reasoning Capabilities of Deep Research Agent Foundation Models > Short, Concise and easy to verify
Reference 27
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.
Observation 17d4b2f0-b15a-4d74-a6f7-4055f30bdbb3 · outbound
Reference 28
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.
Observation 20cf6747-81f8-4cc0-b435-2a0115ac8bf7 · inbound
Training LLM Agents for Spontaneous, Reward-Free Self-Evolution via World Knowledge Exploration 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 2026-08-04T06:34:03.388597+00:00.
Observation e4ed91c8-f3c6-43b3-85b8-a216988ff190 · inbound
SciResearcher: Scaling Deep Research Agents for Frontier Scientific Reasoning WebAggregator: Enhancing Compositional Reasoning Capabilities of Deep Research Agent Foundation Models
Reference 41
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.
Observation 1bbb14fa-0f20-4455-ba0c-3ba2a2688f58 · inbound
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 2026-08-04T06:34:03.388597+00:00.
Observation 6f3c6dd2-14b6-4a03-b642-73842061993f · inbound
FORT-Searcher: Synthesizing Shortcut-Resistant Search Tasks for Training Deep Search Agents WebAggregator: Enhancing Compositional Reasoning Capabilities of Deep Research Agent Foundation Models
Reference 6
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.