Paper Citation Record · LEDGER

Acting Less is Reasoning More! Teaching Model to Act Efficiently

As of 9 August 2026, this Paper Citation Record lists 0 of 0 outbound references and 33 inbound Pith citation observations for arXiv:2504.14870.

A citation records a reference. It does not transfer a finding from one paper to another.

pith.paper-citation-record.v1
2504.14870 v2

Coverage vector

measured 0 of 0 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links

measured 33 of 33 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-09T06:31:02.800959+00:00

measured 33 of 33 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-08-07T15:06:07.633692Z

measured 1 of 1 external citation measurements

A source-named dated measurement, never combined with another source.

Source: arxiv_reference, observed 2026-08-05T02:28:24.338817Z

Reference resolution

0 of 0 outbound references displayed

verified exact0
verified fuzzy0
unresolved0
parse uncertain0
malformed identifier0
metadata mismatch0

External citation measurements

1
arxiv_reference, observed 2026-08-05T02:28:24.338817Z

Outbound references

No outbound reference observations are available for this paper version.

Pith citing papers

Observation 9a417cb6-26d2-4966-bf7f-b9f010336d35 · inbound

WebThinker: Empowering Large Reasoning Models with Deep Research Capability cites this paper.

WebThinker: Empowering Large Reasoning Models with Deep Research Capability Acting Less is Reasoning More! Teaching Model to Act Efficiently

Reference 50

Resolution: metadata mismatch; arxiv_id, observed 2026-05-16T19:14:25.437171Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation 25801a6e-3d40-43d4-a281-109e99c7bb6b · inbound

Group-in-Group Policy Optimization for LLM Agent Training cites this paper.

Group-in-Group Policy Optimization for LLM Agent Training Acting Less is Reasoning More! Teaching Model to Act Efficiently

Reference 61

Resolution: metadata mismatch; arxiv_id, observed 2026-05-11T09:15:08.566280Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation e3927b1f-8cf6-41e1-a29e-5b85e26a419c · inbound

Tool-Star: Empowering LLM-Brained Multi-Tool Reasoner via Reinforcement Learning cites this paper.

Tool-Star: Empowering LLM-Brained Multi-Tool Reasoner via Reinforcement Learning Acting Less is Reasoning More! Teaching Model to Act Efficiently

Reference 64

Resolution: unresolved; no resolver link, observed 2026-08-07T15:06:07.633692Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 0697b45e-9ee4-4e7f-8c83-6332b1b2dce3 · inbound

R1-Searcher++: Incentivizing the Dynamic Knowledge Acquisition of LLMs via Reinforcement Learning cites this paper.

R1-Searcher++: Incentivizing the Dynamic Knowledge Acquisition of LLMs via Reinforcement Learning Acting Less is Reasoning More! Teaching Model to Act Efficiently

Reference 34

Resolution: unresolved; no resolver link, observed 2026-08-07T14:55:17.060860Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation fff14345-024c-4ef1-a721-58a3349dbb35 · inbound

Large Language Models for Planning: A Comprehensive and Systematic Survey cites this paper.

Large Language Models for Planning: A Comprehensive and Systematic Survey Acting Less is Reasoning More! Teaching Model to Act Efficiently

Reference 254

Resolution: unresolved; no resolver link, observed 2026-08-07T14:12:07.696183Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation aa2bf163-726f-4328-99e7-0f3cb1967daa · inbound

SPA-RL: Reinforcing LLM Agents via Stepwise Progress Attribution cites this paper.

SPA-RL: Reinforcing LLM Agents via Stepwise Progress Attribution Acting Less is Reasoning More! Teaching Model to Act Efficiently

Reference 4

Resolution: unresolved; no resolver link, observed 2026-08-07T13:52:59.860597Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 1086f123-e054-46ed-9ccc-0b204defc010 · inbound

CoRT: Code-integrated Reasoning within Thinking cites this paper.

CoRT: Code-integrated Reasoning within Thinking Acting Less is Reasoning More! Teaching Model to Act Efficiently

Reference 62

Resolution: unresolved; no resolver link, observed 2026-08-07T04:46:24.758265Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 71e6db71-59c1-4988-b623-b51841b9e338 · inbound

Ego-R1: Chain-of-Tool-Thought for Ultra-Long Egocentric Video Reasoning cites this paper.

Ego-R1: Chain-of-Tool-Thought for Ultra-Long Egocentric Video Reasoning Acting Less is Reasoning More! Teaching Model to Act Efficiently

Reference 60

Resolution: unresolved; no resolver link, observed 2026-08-07T00:34:35.524752Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 86cfd31f-1a67-480e-ac4d-db714264189b · inbound

Leanabell-Prover-V2: Verifier-integrated Reasoning for Formal Theorem Proving via Reinforcement Learning cites this paper.

Leanabell-Prover-V2: Verifier-integrated Reasoning for Formal Theorem Proving via Reinforcement Learning Acting Less is Reasoning More! Teaching Model to Act Efficiently

Reference 29

Resolution: unresolved; no resolver link, observed 2026-08-06T18:18:46.554317Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 0e071261-8b42-42f8-a916-68a9e4470829 · inbound

UserBench: An Interactive Gym Environment for User-Centric Agents cites this paper.

UserBench: An Interactive Gym Environment for User-Centric Agents Acting Less is Reasoning More! Teaching Model to Act Efficiently

Reference 32

Resolution: unresolved; no resolver link, observed 2026-08-06T12:09:26.519476Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 5c9815bd-6c38-4c90-8d2c-9983f2fb9d0b · inbound

MetaAgent: Toward Self-Evolving Agent via Tool Meta-Learning cites this paper.

MetaAgent: Toward Self-Evolving Agent via Tool Meta-Learning Acting Less is Reasoning More! Teaching Model to Act Efficiently

Reference 26

Resolution: unresolved; no resolver link, observed 2026-08-06T10:17:13.666481Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation d89a6b42-e2b5-4355-8559-36edbc6133c3 · inbound

ParallelSearch: Train your LLMs to Decompose Query and Search Sub-queries in Parallel with Reinforcement Learning cites this paper.

ParallelSearch: Train your LLMs to Decompose Query and Search Sub-queries in Parallel with Reinforcement Learning Acting Less is Reasoning More! Teaching Model to Act Efficiently

Reference 35

Resolution: unresolved; no resolver link, observed 2026-08-05T21:12:12.308929Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation d4973e55-2653-4d3b-b064-4fcac0a9ad7a · inbound

UI-TARS-2 Technical Report: Advancing GUI Agent with Multi-Turn Reinforcement Learning cites this paper.

UI-TARS-2 Technical Report: Advancing GUI Agent with Multi-Turn Reinforcement Learning Acting Less is Reasoning More! Teaching Model to Act Efficiently

Reference 70

Resolution: verified exact; arxiv_id, observed 2026-05-13T10:13:58.899300Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation 4bbdb056-407a-4489-8354-a423b07c68d1 · inbound

The Landscape of Agentic Reinforcement Learning for LLMs: A Survey cites this paper.

The Landscape of Agentic Reinforcement Learning for LLMs: A Survey Acting Less is Reasoning More! Teaching Model to Act Efficiently

Reference 101

Resolution: verified exact; arxiv_id, observed 2026-05-18T19:21:48.829993Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation 6d8c6000-14d7-415e-a5b5-68adb970ff38 · inbound

Efficient and Transferable Agentic Knowledge Graph RAG via Reinforcement Learning cites this paper.

Efficient and Transferable Agentic Knowledge Graph RAG via Reinforcement Learning Acting Less is Reasoning More! Teaching Model to Act Efficiently

Reference 38

Resolution: verified exact; arxiv_id, observed 2026-05-25T07:45:28.597775Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation 714f5717-2816-4959-8ddb-dc7d86fc5ef0 · inbound

MASH: Modeling Abstention via Selective Help-Seeking cites this paper.

MASH: Modeling Abstention via Selective Help-Seeking Acting Less is Reasoning More! Teaching Model to Act Efficiently

Reference 17

Resolution: verified exact; arxiv_id, observed 2026-05-18T10:26:14.482712Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation d009e0db-32fb-447a-9a49-1bf9053394c9 · inbound

TeaRAG: A Token-Efficient Agentic Retrieval-Augmented Generation Framework cites this paper.

TeaRAG: A Token-Efficient Agentic Retrieval-Augmented Generation Framework Acting Less is Reasoning More! Teaching Model to Act Efficiently

Reference 62

Resolution: unresolved; no resolver link, observed 2026-08-03T23:33:49.696329Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 5d1d2eac-f55e-4f87-ad9d-bec8e9bcd1d1 · inbound

Toward Efficient Agents: Memory, Tool learning, and Planning cites this paper.

Toward Efficient Agents: Memory, Tool learning, and Planning Acting Less is Reasoning More! Teaching Model to Act Efficiently

Reference 129

Resolution: unresolved; no resolver link, observed 2026-08-03T09:21:42.952191Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 55864baa-d20e-4ce2-a80a-c8a1354046d5 · inbound

E3-TIR: Enhanced Experience Exploitation for Tool-Integrated Reasoning cites this paper.

E3-TIR: Enhanced Experience Exploitation for Tool-Integrated Reasoning Acting Less is Reasoning More! Teaching Model to Act Efficiently

Reference 28

Resolution: verified exact; arxiv_id, observed 2026-05-11T05:25:59.738845Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation a652a2b1-d0d1-4756-970b-12193e1cd5ff · inbound

Agent-World: Scaling Real-World Environment Synthesis for Evolving General Agent Intelligence cites this paper.

Agent-World: Scaling Real-World Environment Synthesis for Evolving General Agent Intelligence Acting Less is Reasoning More! Teaching Model to Act Efficiently

Reference 100

Resolution: metadata mismatch; arxiv_id, observed 2026-05-10T05:25:54.654898Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation 9e3c25f9-13e7-41d5-8d71-9681ca7978f3 · inbound

TIDE-Bench: Task-Aware and Diagnostic Evaluation of Tool-Integrated Reasoning cites this paper.

TIDE-Bench: Task-Aware and Diagnostic Evaluation of Tool-Integrated Reasoning Acting Less is Reasoning More! Teaching Model to Act Efficiently

Reference 9

Resolution: metadata mismatch; arxiv_id, observed 2026-05-12T07:31:23.965284Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation de83c558-2d63-48b7-9568-1cd780d066ef · inbound

ToolCUA: Towards Optimal GUI-Tool Path Orchestration for Computer Use Agents cites this paper.

ToolCUA: Towards Optimal GUI-Tool Path Orchestration for Computer Use Agents Acting Less is Reasoning More! Teaching Model to Act Efficiently

Reference 38

Resolution: verified exact; arxiv_id, observed 2026-05-13T03:52:12.343476Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation 04ccbd66-6df0-45f7-b9f1-68fdea67c430 · inbound

Draw2Think: Harnessing Geometry Reasoning through Constraint Engine Interaction cites this paper.

Draw2Think: Harnessing Geometry Reasoning through Constraint Engine Interaction Acting Less is Reasoning More! Teaching Model to Act Efficiently

Reference 49

Resolution: verified exact; arxiv_id, observed 2026-05-21T06:09:41.561685Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation db15e2f6-04b4-4064-afdd-ffb394058e43 · inbound

Agent Explorative Policy Optimization for Multimodal Agentic Reasoning cites this paper.

Agent Explorative Policy Optimization for Multimodal Agentic Reasoning Acting Less is Reasoning More! Teaching Model to Act Efficiently

Reference 33

Resolution: verified exact; arxiv_id, observed 2026-06-29T12:23:24.163872Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation 4b2a4165-e164-4f63-979f-bc2b310dc91a · inbound

Train the Agent, Not the Expert: Learning to Harness Heterogeneous Experts for Multi-Turn Visual Reasoning cites this paper.

Train the Agent, Not the Expert: Learning to Harness Heterogeneous Experts for Multi-Turn Visual Reasoning Acting Less is Reasoning More! Teaching Model to Act Efficiently

Reference 29

Resolution: verified exact; arxiv_id, observed 2026-06-29T08:53:16.428028Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation f614967a-5457-4464-be2c-134049ca0353 · inbound

The Piggyback Hypothesis of Generalization: Explaining and Mitigating Emergent Misalignment cites this paper.

The Piggyback Hypothesis of Generalization: Explaining and Mitigating Emergent Misalignment Acting Less is Reasoning More! Teaching Model to Act Efficiently

Reference 25

Resolution: verified exact; arxiv_id, observed 2026-07-02T13:06:59.199342Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation 8d1e94d4-8ad8-4f2d-a72d-0a385ce1488f · inbound

The Piggyback Hypothesis of Generalization: Explaining and Mitigating Emergent Misalignment cites this paper.

The Piggyback Hypothesis of Generalization: Explaining and Mitigating Emergent Misalignment Acting Less is Reasoning More! Teaching Model to Act Efficiently

Reference 28

Resolution: unresolved; no resolver link, observed 2026-07-12T14:59:04.152474Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 24c0dbb0-498d-4bb1-bd5d-518e578d1cfd · inbound

IAPO: Input Attribution-Aware Policy Optimization for Tool Use in Small Multimodal Agents cites this paper.

IAPO: Input Attribution-Aware Policy Optimization for Tool Use in Small Multimodal Agents Acting Less is Reasoning More! Teaching Model to Act Efficiently

Reference 8

Resolution: metadata mismatch; arxiv_id, observed 2026-07-03T08:17:45.056844Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation e9d142e9-1e1a-476b-b3ae-8b64bcb5a9b0 · inbound

Einstein World Models cites this paper.

Einstein World Models Acting Less is Reasoning More! Teaching Model to Act Efficiently

Reference 115

Resolution: metadata mismatch; arxiv_id, observed 2026-07-04T13:59:51.804963Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation 32dd47ce-024b-47ad-8dfd-58993f17a11f · inbound

Tool-Adaptive LLM Reranker cites this paper.

Tool-Adaptive LLM Reranker Acting Less is Reasoning More! Teaching Model to Act Efficiently

Reference 7

Resolution: unresolved; no resolver link, observed 2026-07-14T10:52:11.987091Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation f0d73c2e-1835-45b5-8b31-5de8c0bde113 · inbound

ToolSciVer: Multimodal Scientific Claim Verification with Visual Tool Augmented Reinforcement Learning cites this paper.

ToolSciVer: Multimodal Scientific Claim Verification with Visual Tool Augmented Reinforcement Learning Acting Less is Reasoning More! Teaching Model to Act Efficiently

Reference 31

Resolution: unresolved; no resolver link, observed 2026-08-01T21:19:22.261253Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 9b21d4aa-800b-41f8-9efe-4f2e9bf4e5a6 · inbound

Contrastive Reinforced Policy Optimization via Privileged Self-Distillation cites this paper.

Contrastive Reinforced Policy Optimization via Privileged Self-Distillation Acting Less is Reasoning More! Teaching Model to Act Efficiently

Reference 43

Resolution: unresolved; no resolver link, observed 2026-07-31T20:06:13.834925Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 6110c9ec-6e44-4ae2-99e8-44428ea9425b · inbound

Diagnosing Search Behavior and Failure Modes in Long-Horizon Search Agents cites this paper.

Diagnosing Search Behavior and Failure Modes in Long-Horizon Search Agents Acting Less is Reasoning More! Teaching Model to Act Efficiently

Reference 27

Resolution: unresolved; no resolver link, observed 2026-08-04T18:27:16.688526Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.