Paper Citation Record · LEDGER

ACTIVE-o3: Empowering MLLMs with Active Perception via Pure Reinforcement Learning

As of 6 August 2026, this Paper Citation Record lists 0 of 0 outbound references and 15 inbound Pith citation observations for arXiv:2505.21457.

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

pith.paper-citation-record.v1
2505.21457 v2

Coverage vector

measured 0 of 0 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links

measured 15 of 15 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-06T06:34:29.942622+00:00

measured 15 of 15 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-08-05T10:17:59.198656Z

measured 0 of 1 external citation measurements

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

Source: pith, observed 2026-07-04T16:29:57.224762Z

Reference resolution

0 of 0 outbound references displayed

verified exact0
verified fuzzy0
unresolved0
parse uncertain0
malformed identifier0
metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

No outbound reference observations are available for this paper version.

Pith citing papers

Observation abdc0de2-7310-428f-85bd-6b68a72e6217 · inbound

Perception-Aware Policy Optimization for Multimodal Reasoning cites this paper.

Perception-Aware Policy Optimization for Multimodal Reasoning ACTIVE-o3: Empowering MLLMs with Active Perception via Pure Reinforcement Learning

Reference 45

Resolution: verified exact; arxiv_id, observed 2026-06-09T03:07:59.867366Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

Observation ca9b32fc-55d6-44e6-a355-b616183806ab · inbound

Learning Active Perception via Self-Evolving Preference Optimization for GUI Grounding cites this paper.

Learning Active Perception via Self-Evolving Preference Optimization for GUI Grounding ACTIVE-o3: Empowering MLLMs with Active Perception via Pure Reinforcement Learning

Reference 25

Resolution: unresolved; no resolver link, observed 2026-08-05T10:17:59.198656Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation dce92b3f-4e41-44b5-80c0-70e59af4e30f · inbound

Mini-o3: Scaling Up Reasoning Patterns and Interaction Turns for Visual Search cites this paper.

Mini-o3: Scaling Up Reasoning Patterns and Interaction Turns for Visual Search ACTIVE-o3: Empowering MLLMs with Active Perception via Pure Reinforcement Learning

Reference 51

Resolution: metadata mismatch; arxiv_id, observed 2026-06-09T03:07:59.867366Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

Observation d433e0b6-4e9f-406c-bacc-7f6c33e6e983 · inbound

Boosting Reasoning in Large Multimodal Models via Activation Replay cites this paper.

Boosting Reasoning in Large Multimodal Models via Activation Replay ACTIVE-o3: Empowering MLLMs with Active Perception via Pure Reinforcement Learning

Reference 67

Resolution: verified exact; arxiv_id, observed 2026-06-09T03:07:59.867366Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

Observation a3849417-c099-4ddc-a179-1b1a96fbc4f9 · inbound

Walk the Talk: Bridging the Reasoning-Action Gap for Thinking with Images via Multimodal Agentic Policy Optimization cites this paper.

Walk the Talk: Bridging the Reasoning-Action Gap for Thinking with Images via Multimodal Agentic Policy Optimization ACTIVE-o3: Empowering MLLMs with Active Perception via Pure Reinforcement Learning

Reference 66

Resolution: verified exact; arxiv_id, observed 2026-06-09T03:07:59.867366Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

Observation 1a4d7a1a-775e-41bf-a88a-2db475b2cb96 · inbound

DRS-GUI: Dynamic Region Search for Training-Free GUI Grounding cites this paper.

DRS-GUI: Dynamic Region Search for Training-Free GUI Grounding ACTIVE-o3: Empowering MLLMs with Active Perception via Pure Reinforcement Learning

Reference 55

Resolution: verified exact; arxiv_id, observed 2026-06-09T03:07:59.867366Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

Observation ed2156ba-c96d-4735-bba7-3f3756ec9e4f · inbound

CaptchaMind: Training CAPTCHA Solvers via Reinforcement Learning with Explicit Reasoning Supervision cites this paper.

CaptchaMind: Training CAPTCHA Solvers via Reinforcement Learning with Explicit Reasoning Supervision ACTIVE-o3: Empowering MLLMs with Active Perception via Pure Reinforcement Learning

Reference 6

Resolution: verified exact; arxiv_id, observed 2026-06-09T03:07:59.867366Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

Observation 67fcc637-bd7d-4b09-b37a-3cfe4cbc4c42 · inbound

PInVerify: An Offline Embodied Benchmark for Active Instance Verification cites this paper.

PInVerify: An Offline Embodied Benchmark for Active Instance Verification ACTIVE-o3: Empowering MLLMs with Active Perception via Pure Reinforcement Learning

Reference 47

Resolution: verified exact; local_arxiv, observed 2026-06-29T07:33:13.558464Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

Observation 1142b0b9-1dc7-44ff-8226-cda08adc69b1 · inbound

Diversity Over Frequency: Rethinking Tool Use in Visual Chain-of-Thought Agents cites this paper.

Diversity Over Frequency: Rethinking Tool Use in Visual Chain-of-Thought Agents ACTIVE-o3: Empowering MLLMs with Active Perception via Pure Reinforcement Learning

Reference 63

Resolution: verified exact; local_arxiv, observed 2026-06-29T23:14:01.391342Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

Observation d4295b6b-f1c7-43e9-be18-c776224f4745 · inbound

Where to Look: Can Foundation Models Reach a Target Viewpoint Through Active Exploration? cites this paper.

Where to Look: Can Foundation Models Reach a Target Viewpoint Through Active Exploration? ACTIVE-o3: Empowering MLLMs with Active Perception via Pure Reinforcement Learning

Reference 82

Resolution: verified exact; local_arxiv, observed 2026-06-28T17:12:24.813141Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

Observation 16f9fb93-a9d2-48ee-a297-28f0690b62cd · inbound

Eliciting Complex Spatial Reasoning in MLLMs through Wide-Baseline Matching cites this paper.

Eliciting Complex Spatial Reasoning in MLLMs through Wide-Baseline Matching ACTIVE-o3: Empowering MLLMs with Active Perception via Pure Reinforcement Learning

Reference 66

Resolution: verified exact; local_arxiv, observed 2026-07-02T02:36:27.100708Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

Observation ffebcac5-9d91-4928-b2bf-093d0989263a · inbound

Latent Visual States for Efficient Multimodal Reasoning cites this paper.

Latent Visual States for Efficient Multimodal Reasoning ACTIVE-o3: Empowering MLLMs with Active Perception via Pure Reinforcement Learning

Reference 52

Resolution: verified exact; local_arxiv, observed 2026-07-04T16:29:57.225996Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

Observation 2e088860-9e60-4a6a-9a2e-106b5e867db8 · inbound

From Structure to Synergy: A Survey of Vision-Language Perception Paradigm Evolution in Multimodal Large Language Models cites this paper.

From Structure to Synergy: A Survey of Vision-Language Perception Paradigm Evolution in Multimodal Large Language Models ACTIVE-o3: Empowering MLLMs with Active Perception via Pure Reinforcement Learning

Reference 207

Resolution: verified exact; local_arxiv, observed 2026-07-04T15:09:55.084285Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

Observation 0b107f68-6b02-486c-bd54-79b76793a9cc · inbound

EAGLE-360: Embodied Active Global-to-Local Exploration in 360$^\circ$ cites this paper.

EAGLE-360: Embodied Active Global-to-Local Exploration in 360$^\circ$ ACTIVE-o3: Empowering MLLMs with Active Perception via Pure Reinforcement Learning

Reference 4

Resolution: verified exact; local_arxiv, observed 2026-07-03T14:58:32.479035Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

Observation db53e269-69ca-4d5e-b9e2-7322ba542447 · inbound

BVS: Bayesian Visual Search with Multimodal Large Language Model for Fine-grained Perception cites this paper.

BVS: Bayesian Visual Search with Multimodal Large Language Model for Fine-grained Perception ACTIVE-o3: Empowering MLLMs with Active Perception via Pure Reinforcement Learning

Reference 156

Resolution: unresolved; no resolver link, observed 2026-07-12T04:17:40.198357Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.