Typed states for the displayed outbound observations.
Source: paper_references, paper_reference_links
Paper Citation Record · LEDGER
Seg-Zero: Reasoning-Chain Guided Segmentation via Cognitive Reinforcement
As of 29 July 2026, this Paper Citation Record lists 0 of 0 outbound references and 64 inbound Pith citation observations for arXiv:2503.06520.
A citation records a reference. It does not transfer a finding from one paper to another.
Coverage vector
One-hop event checks from named stored sources.
Source: scholarly_work_events, retraction_status_cache, observed 2026-07-28T06:31:03.373048+00:00
Pith citing papers itemized under the disclosed page cap.
Source: paper_references, paper_reference_links, observed 2026-07-14T04:38:05.237334Z
A source-named dated measurement, never combined with another source.
Source: pith, observed 2026-07-04T19:30:08.050016Z
Reference resolution
0 of 0 outbound references displayed
- verified exact0
- verified fuzzy0
- unresolved0
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- 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 cd5026a8-dcbc-4ef7-bb43-f7e09a16fde0 · inbound
From System 1 to System 2: A Survey of Reasoning Large Language Models cites this paper.
From System 1 to System 2: A Survey of Reasoning Large Language Models Seg-Zero: Reasoning-Chain Guided Segmentation via Cognitive Reinforcement
Reference 259
- Resolution
- verified exact
- arxiv_id, observed 2026-05-16T12:31:43.641168Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-07-28T06:31:03.373048+00:00.
Observation 2662d2ef-4354-4caf-919c-01fbfb3a142a · inbound
Multimodal Chain-of-Thought Reasoning: A Comprehensive Survey cites this paper.
Multimodal Chain-of-Thought Reasoning: A Comprehensive Survey Seg-Zero: Reasoning-Chain Guided Segmentation via Cognitive Reinforcement
Reference 246
- Resolution
- verified exact
- arxiv_id, observed 2026-05-16T12:31:43.641168Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-07-28T06:31:03.373048+00:00.
Observation b1f451b9-5f8d-4ee7-9797-66ffb66a0549 · inbound
VideoChat-R1: Enhancing Spatio-Temporal Perception via Reinforcement Fine-Tuning cites this paper.
VideoChat-R1: Enhancing Spatio-Temporal Perception via Reinforcement Fine-Tuning Seg-Zero: Reasoning-Chain Guided Segmentation via Cognitive Reinforcement
Reference 18
- Resolution
- verified exact
- arxiv_id, observed 2026-05-16T12:31:43.641168Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-07-28T06:31:03.373048+00:00.
Observation 7bd15bb7-b189-41bf-806b-818ed464bebe · inbound
DeepEyes: Incentivizing "Thinking with Images" via Reinforcement Learning cites this paper.
DeepEyes: Incentivizing "Thinking with Images" via Reinforcement Learning Seg-Zero: Reasoning-Chain Guided Segmentation via Cognitive Reinforcement
Reference 11
- Resolution
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- arxiv_id, observed 2026-05-16T12:31:43.641168Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-07-28T06:31:03.373048+00:00.
Observation 7dfe0146-4298-4963-a403-5a2fdccdcbed · inbound
Chain-of-Zoom: Extreme Super-Resolution via Scale Autoregression and Preference Alignment cites this paper.
Chain-of-Zoom: Extreme Super-Resolution via Scale Autoregression and Preference Alignment Seg-Zero: Reasoning-Chain Guided Segmentation via Cognitive Reinforcement
Reference 26
- Resolution
- verified exact
- local_arxiv, observed 2026-05-19T13:32:19.130932Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-07-28T06:31:03.373048+00:00.
Observation 202763e1-d4ef-4db8-93b9-14b330becd02 · inbound
RealSR-R1: Reinforcement Learning for Real-World Image Super-Resolution with Vision-Language Chain-of-Thought cites this paper.
RealSR-R1: Reinforcement Learning for Real-World Image Super-Resolution with Vision-Language Chain-of-Thought Seg-Zero: Reasoning-Chain Guided Segmentation via Cognitive Reinforcement
Reference 41
- Resolution
- verified exact
- local_arxiv, observed 2026-05-19T08:33:02.159517Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-07-28T06:31:03.373048+00:00.
Observation e0b26b7c-ce39-465e-a9a8-f72e6a02b8d2 · inbound
Counterfactual Segmentation Reasoning: Diagnosing and Mitigating Pixel-Grounding Hallucination cites this paper.
Counterfactual Segmentation Reasoning: Diagnosing and Mitigating Pixel-Grounding Hallucination Seg-Zero: Reasoning-Chain Guided Segmentation via Cognitive Reinforcement
Reference 21
- Resolution
- verified exact
- local_arxiv, observed 2026-05-19T07:37:08.836268Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-07-28T06:31:03.373048+00:00.
Observation 33b7d18e-fb7a-431f-a040-5caad0935e5d · inbound
Improving the Reasoning of Multi-Image Grounding in MLLMs via Reinforcement Learning cites this paper.
Improving the Reasoning of Multi-Image Grounding in MLLMs via Reinforcement Learning Seg-Zero: Reasoning-Chain Guided Segmentation via Cognitive Reinforcement
Reference 23
- Resolution
- verified exact
- local_arxiv, observed 2026-05-19T06:52:07.989722Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-07-28T06:31:03.373048+00:00.
Observation 86dc18c9-5e3a-4a3a-b2ee-2a7cb723fb60 · inbound
Geo-R1: Improving Few-Shot Geospatial Referring Expression Understanding with Reinforcement Fine-Tuning cites this paper.
Geo-R1: Improving Few-Shot Geospatial Referring Expression Understanding with Reinforcement Fine-Tuning Seg-Zero: Reasoning-Chain Guided Segmentation via Cognitive Reinforcement
Reference 11
- Resolution
- verified exact
- local_arxiv, observed 2026-05-18T14:11:27.542464Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-07-28T06:31:03.373048+00:00.
Observation 62441533-d7fa-49b3-a5d9-3d0fd8a703ba · inbound
ViSurf: Visual Supervised-and-Reinforcement Fine-Tuning for Large Vision-and-Language Models cites this paper.
ViSurf: Visual Supervised-and-Reinforcement Fine-Tuning for Large Vision-and-Language Models Seg-Zero: Reasoning-Chain Guided Segmentation via Cognitive Reinforcement
Reference 20
- Resolution
- verified exact
- local_arxiv, observed 2026-05-18T07:26:03.070460Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-07-28T06:31:03.373048+00:00.
Observation 59c3125b-5bdd-4e2f-8258-eadd370c475c · inbound
SAM 3: Segment Anything with Concepts cites this paper.
SAM 3: Segment Anything with Concepts Seg-Zero: Reasoning-Chain Guided Segmentation via Cognitive Reinforcement
Reference 82
- Resolution
- verified exact
- local_arxiv, observed 2026-05-17T20:25:11.470281Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-07-28T06:31:03.373048+00:00.
Observation eb9ad06b-178c-4d09-a0f6-cdb573499716 · inbound
LongVT: Incentivizing "Thinking with Long Videos" via Native Tool Calling cites this paper.
LongVT: Incentivizing "Thinking with Long Videos" via Native Tool Calling Seg-Zero: Reasoning-Chain Guided Segmentation via Cognitive Reinforcement
Reference 27
- Resolution
- verified exact
- local_arxiv, observed 2026-05-22T12:31:32.051892Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-07-28T06:31:03.373048+00:00.
Observation d0c9695e-87c2-40a4-b632-6b370e49e9c7 · inbound
OneThinker: All-in-one Reasoning Model for Image and Video cites this paper.
OneThinker: All-in-one Reasoning Model for Image and Video Seg-Zero: Reasoning-Chain Guided Segmentation via Cognitive Reinforcement
Reference 6
- Resolution
- verified exact
- local_arxiv, observed 2026-05-17T02:11:26.650028Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-07-28T06:31:03.373048+00:00.
Observation bf09b269-8b7f-4854-87bd-24fbbe640648 · inbound
Grounding Everything in Tokens for Multimodal Large Language Models cites this paper.
Grounding Everything in Tokens for Multimodal Large Language Models Seg-Zero: Reasoning-Chain Guided Segmentation via Cognitive Reinforcement
Reference 36
- Resolution
- verified exact
- local_arxiv, observed 2026-05-16T23:31:21.856031Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-07-28T06:31:03.373048+00:00.
Observation 5a7aa509-2ba1-4957-99f9-81b2b778a20c · inbound
Skyra: AI-Generated Video Detection via Grounded Artifact Reasoning cites this paper.
Skyra: AI-Generated Video Detection via Grounded Artifact Reasoning Seg-Zero: Reasoning-Chain Guided Segmentation via Cognitive Reinforcement
Reference 38
- Resolution
- verified exact
- local_arxiv, observed 2026-05-21T16:44:15.988742Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-07-28T06:31:03.373048+00:00.
Observation 97c1174a-4667-4c8e-b33d-730ae6ea1630 · inbound
AdaTooler-V: Adaptive Tool-Use for Images and Videos cites this paper.
AdaTooler-V: Adaptive Tool-Use for Images and Videos Seg-Zero: Reasoning-Chain Guided Segmentation via Cognitive Reinforcement
Reference 38
- Resolution
- verified exact
- local_arxiv, observed 2026-05-16T21:28:34.306178Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-07-28T06:31:03.373048+00:00.
Observation a1040416-8e76-41b5-be36-40d41def41f6 · inbound
IBISAgent: Reinforcing Pixel-Level Visual Reasoning in MLLMs for Universal Biomedical Object Referring and Segmentation cites this paper.
IBISAgent: Reinforcing Pixel-Level Visual Reasoning in MLLMs for Universal Biomedical Object Referring and Segmentation Seg-Zero: Reasoning-Chain Guided Segmentation via Cognitive Reinforcement
Reference 24
- Resolution
- verified exact
- local_arxiv, observed 2026-05-16T17:33:10.109211Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-07-28T06:31:03.373048+00:00.
Observation 745c99d1-8653-402f-8681-e9a1ed49985b · inbound
A Unified and Controllable Framework for Layered Image Generation with Visual Effects cites this paper.
A Unified and Controllable Framework for Layered Image Generation with Visual Effects Seg-Zero: Reasoning-Chain Guided Segmentation via Cognitive Reinforcement
Reference 30
- Resolution
- verified exact
- arxiv_id, observed 2026-05-16T12:31:43.641168Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-07-28T06:31:03.373048+00:00.
Observation 13b38fe3-c95b-4160-b5fb-44d8bb7ebd82 · inbound
Topo-R1: Detecting Topological Anomalies via Vision-Language Models cites this paper.
Topo-R1: Detecting Topological Anomalies via Vision-Language Models Seg-Zero: Reasoning-Chain Guided Segmentation via Cognitive Reinforcement
Reference 53
- Resolution
- metadata mismatch
- arxiv_id, observed 2026-05-16T12:31:43.641168Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-07-28T06:31:03.373048+00:00.
Observation 75fccbc4-421e-4bc6-92e4-8fb8090d3fd3 · inbound
Fully Spiking Neural Networks with Target Awareness for Energy-Efficient UAV Tracking cites this paper.
Fully Spiking Neural Networks with Target Awareness for Energy-Efficient UAV Tracking Seg-Zero: Reasoning-Chain Guided Segmentation via Cognitive Reinforcement
Reference 24
- Resolution
- unresolved
- no resolver link, observed 2026-07-13T16:55:20.099628Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation b5881ee1-656a-48d0-ab69-786bc10800fc · inbound
Learning to Focus and Precise Cropping: A Reinforcement Learning Framework with Information Gaps and Grounding Loss for MLLMs cites this paper.
Learning to Focus and Precise Cropping: A Reinforcement Learning Framework with Information Gaps and Grounding Loss for MLLMs Seg-Zero: Reasoning-Chain Guided Segmentation via Cognitive Reinforcement
Reference 24
- Resolution
- verified exact
- arxiv_id, observed 2026-05-16T12:31:43.641168Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-07-28T06:31:03.373048+00:00.
Observation 4c755e3e-98c7-4e8f-a208-b543dea223bf · inbound
Saliency-R1: Enforcing Interpretable and Faithful Vision-language Reasoning via Saliency-map Alignment Reward cites this paper.
Saliency-R1: Enforcing Interpretable and Faithful Vision-language Reasoning via Saliency-map Alignment Reward Seg-Zero: Reasoning-Chain Guided Segmentation via Cognitive Reinforcement
Reference 44
- Resolution
- verified exact
- arxiv_id, observed 2026-05-16T12:31:43.641168Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-07-28T06:31:03.373048+00:00.
Observation 99de4915-41f1-40d1-a775-f0a941e21e72 · inbound
Tarot-SAM3: Training-free SAM3 for Any Referring Expression Segmentation cites this paper.
Tarot-SAM3: Training-free SAM3 for Any Referring Expression Segmentation Seg-Zero: Reasoning-Chain Guided Segmentation via Cognitive Reinforcement
Reference 27
- Resolution
- metadata mismatch
- arxiv_id, observed 2026-05-16T12:31:43.641168Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-07-28T06:31:03.373048+00:00.
Observation eb93837f-11f8-4fe6-8955-19bf10caaa76 · inbound
AnySlot: Goal-Conditioned Vision-Language-Action Policies for Zero-Shot Slot-Level Placement cites this paper.
AnySlot: Goal-Conditioned Vision-Language-Action Policies for Zero-Shot Slot-Level Placement Seg-Zero: Reasoning-Chain Guided Segmentation via Cognitive Reinforcement
Reference 16
- Resolution
- unresolved
- no resolver link, observed 2026-07-12T22:40:19.969447Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 426c3dac-c6eb-42c3-9b6d-e639aa9ec3db · inbound
SignReasoner: Compositional Reasoning for Complex Traffic Sign Understanding via Functional Structure Units cites this paper.
SignReasoner: Compositional Reasoning for Complex Traffic Sign Understanding via Functional Structure Units Seg-Zero: Reasoning-Chain Guided Segmentation via Cognitive Reinforcement
Reference 16
- Resolution
- verified exact
- arxiv_id, observed 2026-05-16T12:31:43.641168Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-07-28T06:31:03.373048+00:00.
Observation 9ba0b05d-51e2-4283-b11a-fab7cfcfb546 · inbound
PixDLM: A Dual-Path Multimodal Language Model for UAV Reasoning Segmentation cites this paper.
PixDLM: A Dual-Path Multimodal Language Model for UAV Reasoning Segmentation Seg-Zero: Reasoning-Chain Guided Segmentation via Cognitive Reinforcement
Reference 26
- Resolution
- verified exact
- arxiv_id, observed 2026-05-16T12:31:43.641168Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-07-28T06:31:03.373048+00:00.
Observation 6f9bd9ec-1d84-4f59-b95c-aacd4faa5073 · inbound
Image Generators are Generalist Vision Learners cites this paper.
Image Generators are Generalist Vision Learners Seg-Zero: Reasoning-Chain Guided Segmentation via Cognitive Reinforcement
Reference 17
- Resolution
- verified exact
- arxiv_id, observed 2026-05-16T12:31:43.641168Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-07-28T06:31:03.373048+00:00.
Observation a8785231-eea5-41c6-8478-5e242e76f4c9 · inbound
Image Generators are Generalist Vision Learners cites this paper.
Image Generators are Generalist Vision Learners Seg-Zero: Reasoning-Chain Guided Segmentation via Cognitive Reinforcement
Reference 17
- Resolution
- verified exact
- arxiv_id, observed 2026-05-16T12:31:43.641168Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-07-28T06:31:03.373048+00:00.
Observation e741218c-4b50-4ff2-a7c2-b3ecfea6b3d8 · inbound
Video-ToC: Video Tree-of-Cue Reasoning cites this paper.
Video-ToC: Video Tree-of-Cue Reasoning Seg-Zero: Reasoning-Chain Guided Segmentation via Cognitive Reinforcement
Reference 36
- Resolution
- verified exact
- arxiv_id, observed 2026-05-16T12:31:43.641168Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-07-28T06:31:03.373048+00:00.
Observation 6445e26a-ec6d-4162-b07d-9897a0519419 · inbound
Affordance Agent Harness: Verification-Gated Skill Orchestration cites this paper.
Affordance Agent Harness: Verification-Gated Skill Orchestration Seg-Zero: Reasoning-Chain Guided Segmentation via Cognitive Reinforcement
Reference 37
- Resolution
- metadata mismatch
- arxiv_id, observed 2026-05-16T12:31:43.641168Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-07-28T06:31:03.373048+00:00.
Observation 3f776e6a-e093-42e3-85e9-527ea219317d · inbound
Affordance Agent Harness: Verification-Gated Skill Orchestration cites this paper.
Affordance Agent Harness: Verification-Gated Skill Orchestration Seg-Zero: Reasoning-Chain Guided Segmentation via Cognitive Reinforcement
Reference 37
- Resolution
- metadata mismatch
- arxiv_id, observed 2026-05-16T12:31:43.641168Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-07-28T06:31:03.373048+00:00.
Observation e76f2004-8cf4-4ba7-bf5a-11c91fb15825 · inbound
ARGUS: Policy-Adaptive Ad Governance via Evolving Reinforcement with Adversarial Umpiring cites this paper.
ARGUS: Policy-Adaptive Ad Governance via Evolving Reinforcement with Adversarial Umpiring Seg-Zero: Reasoning-Chain Guided Segmentation via Cognitive Reinforcement
Reference 32
- Resolution
- metadata mismatch
- arxiv_id, observed 2026-05-16T12:31:43.641168Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-07-28T06:31:03.373048+00:00.
Observation 91fd8974-0d89-4982-88fb-5717f74d3084 · inbound
RCoT-Seg: Reinforced Chain-of-Thought for Video Reasoning and Segmentation cites this paper.
RCoT-Seg: Reinforced Chain-of-Thought for Video Reasoning and Segmentation Seg-Zero: Reasoning-Chain Guided Segmentation via Cognitive Reinforcement
Reference 14
- Resolution
- verified exact
- arxiv_id, observed 2026-05-16T12:31:43.641168Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-07-28T06:31:03.373048+00:00.
Observation cc282775-6e72-48c6-95f8-66043afcd428 · inbound
From Web to Pixels: Bringing Agentic Search into Visual Perception cites this paper.
From Web to Pixels: Bringing Agentic Search into Visual Perception Seg-Zero: Reasoning-Chain Guided Segmentation via Cognitive Reinforcement
Reference 41
- Resolution
- verified exact
- arxiv_id, observed 2026-05-16T12:31:43.641168Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-07-28T06:31:03.373048+00:00.
Observation 4781b879-6eb3-42c6-ba17-35233919b794 · inbound
Seg-Agent: Test-Time Multimodal Reasoning for Training-Free Language-Guided Segmentation cites this paper.
Seg-Agent: Test-Time Multimodal Reasoning for Training-Free Language-Guided Segmentation Seg-Zero: Reasoning-Chain Guided Segmentation via Cognitive Reinforcement
Reference 20
- Resolution
- verified exact
- arxiv_id, observed 2026-05-16T12:31:43.641168Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-07-28T06:31:03.373048+00:00.
Observation 4469806b-89c1-4425-ae0d-96acb0811e73 · inbound
EARL: Towards a Unified Analysis-Guided Reinforcement Learning Framework for Egocentric Interaction Reasoning and Pixel Grounding cites this paper.
EARL: Towards a Unified Analysis-Guided Reinforcement Learning Framework for Egocentric Interaction Reasoning and Pixel Grounding Seg-Zero: Reasoning-Chain Guided Segmentation via Cognitive Reinforcement
Reference 6
- Resolution
- verified exact
- local_arxiv, observed 2026-06-30T21:35:04.657324Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-07-28T06:31:03.373048+00:00.
Observation 1a604ef2-71b1-4a61-b702-094eb640259a · inbound
From Failure to Feedback: Group Revision Unlocks Hard Cases in Object-Level Grounding cites this paper.
From Failure to Feedback: Group Revision Unlocks Hard Cases in Object-Level Grounding Seg-Zero: Reasoning-Chain Guided Segmentation via Cognitive Reinforcement
Reference 50
- Resolution
- verified exact
- local_arxiv, observed 2026-05-20T18:43:38.781082Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-07-28T06:31:03.373048+00:00.
Observation 5c960bd5-3910-49f3-89b1-c8d41b466356 · inbound
Don't Guess, Just Ask: Resolving Ambiguity in Referring Segmentation via Multi-turn Clarification cites this paper.
Don't Guess, Just Ask: Resolving Ambiguity in Referring Segmentation via Multi-turn Clarification Seg-Zero: Reasoning-Chain Guided Segmentation via Cognitive Reinforcement
Reference 29
- Resolution
- verified exact
- local_arxiv, observed 2026-05-20T13:43:19.772416Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-07-28T06:31:03.373048+00:00.
Observation 0a6de872-184a-4e24-9d14-b28c3fbe042f · inbound
Don't Guess, Just Ask: Resolving Ambiguity in Referring Segmentation via Multi-turn Clarification cites this paper.
Don't Guess, Just Ask: Resolving Ambiguity in Referring Segmentation via Multi-turn Clarification Seg-Zero: Reasoning-Chain Guided Segmentation via Cognitive Reinforcement
Reference 29
- Resolution
- verified exact
- local_arxiv, observed 2026-06-30T19:15:01.011995Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-07-28T06:31:03.373048+00:00.
Observation 6818c31d-b6cd-4b51-89d6-29ea1a3c1ca5 · inbound
Vision Harnessing Agent for Open Ad-hoc Segmentation cites this paper.
Vision Harnessing Agent for Open Ad-hoc Segmentation Seg-Zero: Reasoning-Chain Guided Segmentation via Cognitive Reinforcement
Reference 10
- Resolution
- verified exact
- local_arxiv, observed 2026-05-20T05:53:04.489100Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-07-28T06:31:03.373048+00:00.
Observation 4d625dcc-04df-40a1-a2d0-c585b0d2f639 · inbound
Are Tools Always Beneficial? Learning to Invoke Tools Adaptively for Dual-Mode Multimodal LLM Reasoning cites this paper.
Are Tools Always Beneficial? Learning to Invoke Tools Adaptively for Dual-Mode Multimodal LLM Reasoning Seg-Zero: Reasoning-Chain Guided Segmentation via Cognitive Reinforcement
Reference 85
- Resolution
- metadata mismatch
- local_arxiv, observed 2026-05-20T06:18:05.170230Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-07-28T06:31:03.373048+00:00.
Observation 80303571-30e8-4450-9717-77803b3819d2 · inbound
SetCon: Towards Open-Ended Referring Segmentation via Set-Level Concept Prediction cites this paper.
SetCon: Towards Open-Ended Referring Segmentation via Set-Level Concept Prediction Seg-Zero: Reasoning-Chain Guided Segmentation via Cognitive Reinforcement
Reference 35
- Resolution
- verified exact
- local_arxiv, observed 2026-05-20T05:28:05.247212Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-07-28T06:31:03.373048+00:00.
Observation f48b71ec-24d0-40ff-a141-c3dbc2822433 · inbound
ConceptSeg-R1: Segment Any Concept via Meta-Reinforcement Learning cites this paper.
ConceptSeg-R1: Segment Any Concept via Meta-Reinforcement Learning Seg-Zero: Reasoning-Chain Guided Segmentation via Cognitive Reinforcement
Reference 15
- Resolution
- verified exact
- local_arxiv, observed 2026-05-21T07:19:46.749161Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-07-28T06:31:03.373048+00:00.
Observation 7d23580b-8c71-4ca7-951f-a7b20178bb73 · inbound
VersusQ: Pairwise Margin Reasoning for Generalizable Video Quality Assessment cites this paper.
VersusQ: Pairwise Margin Reasoning for Generalizable Video Quality Assessment Seg-Zero: Reasoning-Chain Guided Segmentation via Cognitive Reinforcement
Reference 41
- Resolution
- verified exact
- local_arxiv, observed 2026-05-21T04:59:36.496411Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-07-28T06:31:03.373048+00:00.
Observation c50838ad-9f94-4dab-ad84-420db650064c · inbound
B-GRTO: Bootstrapped Group Relative Tool Optimization for Referring Segmentation cites this paper.
B-GRTO: Bootstrapped Group Relative Tool Optimization for Referring Segmentation Seg-Zero: Reasoning-Chain Guided Segmentation via Cognitive Reinforcement
Reference 31
- Resolution
- verified exact
- local_arxiv, observed 2026-05-25T04:30:20.664096Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-07-28T06:31:03.373048+00:00.
Observation 2d0a7ec6-4957-406c-9031-bf91f64c942b · inbound
B-GRTO: Bootstrapped Group Relative Tool Optimization for Referring Segmentation cites this paper.
B-GRTO: Bootstrapped Group Relative Tool Optimization for Referring Segmentation Seg-Zero: Reasoning-Chain Guided Segmentation via Cognitive Reinforcement
Reference 31
- Resolution
- verified exact
- local_arxiv, observed 2026-06-30T16:04:53.008627Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-07-28T06:31:03.373048+00:00.
Observation e3bb6428-aeff-406b-aa40-a4d870a103fe · inbound
MedVol-R1: Reward-Driven Evidence Grounding for Volumetric Reasoning Segmentation cites this paper.
MedVol-R1: Reward-Driven Evidence Grounding for Volumetric Reasoning Segmentation Seg-Zero: Reasoning-Chain Guided Segmentation via Cognitive Reinforcement
Reference 9
- Resolution
- metadata mismatch
- local_arxiv, observed 2026-06-29T18:33:50.900186Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-07-28T06:31:03.373048+00:00.
Observation c65d7c63-afbc-4322-ba6c-2ac8a1ac0d6d · 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 Seg-Zero: Reasoning-Chain Guided Segmentation via Cognitive Reinforcement
Reference 18
- Resolution
- verified exact
- local_arxiv, observed 2026-06-29T08:53:16.430338Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-07-28T06:31:03.373048+00:00.
Observation 6262dea8-79f3-4bf1-ad9e-5b2c0a861604 · inbound
An Open-Source Benchmark and Baseline for Multi-temporal Referring Segmentation cites this paper.
An Open-Source Benchmark and Baseline for Multi-temporal Referring Segmentation Seg-Zero: Reasoning-Chain Guided Segmentation via Cognitive Reinforcement
Reference 50
- Resolution
- verified exact
- local_arxiv, observed 2026-07-01T20:46:14.161959Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-07-28T06:31:03.373048+00:00.
Observation d2cc8f3c-e5d7-4144-9cfb-8b313b0e609d · inbound
Self-Improving Small Object Grounding in LVLMs cites this paper.
Self-Improving Small Object Grounding in LVLMs Seg-Zero: Reasoning-Chain Guided Segmentation via Cognitive Reinforcement
Reference 22
- Resolution
- verified exact
- local_arxiv, observed 2026-07-01T22:06:16.292124Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-07-28T06:31:03.373048+00:00.
Observation 4aa5ecf5-84bc-4378-bc51-27ca840a5b5a · inbound
VAMPS: Visual-Assisted Mathematical Problem Solving Benchmark cites this paper.
VAMPS: Visual-Assisted Mathematical Problem Solving Benchmark Seg-Zero: Reasoning-Chain Guided Segmentation via Cognitive Reinforcement
Reference 30
- Resolution
- verified exact
- local_arxiv, observed 2026-07-02T03:56:34.497671Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-07-28T06:31:03.373048+00:00.
Observation 34f82d3b-0b33-4353-b4b2-132019e5b92d · inbound
MAOAM: Unified Object and Material Selection with Vision-Language Models cites this paper.
MAOAM: Unified Object and Material Selection with Vision-Language Models Seg-Zero: Reasoning-Chain Guided Segmentation via Cognitive Reinforcement
Reference 8
- Resolution
- metadata mismatch
- local_arxiv, observed 2026-07-02T02:16:26.353837Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-07-28T06:31:03.373048+00:00.
Observation 03da257e-af7e-4089-ad19-805d1be77c94 · inbound
Reason Twice: Segmentation via Candidate Discovery and Comparative Reasoning cites this paper.
Reason Twice: Segmentation via Candidate Discovery and Comparative Reasoning Seg-Zero: Reasoning-Chain Guided Segmentation via Cognitive Reinforcement
Reference 41
- Resolution
- metadata mismatch
- local_arxiv, observed 2026-07-03T00:47:30.646858Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-07-28T06:31:03.373048+00:00.
Observation c0e7998a-f5e4-4cfe-a25a-a692c7a4f1cd · inbound
Dense Reward for Multi-View 3D Reasoning with Global Maps and Local Views cites this paper.
Dense Reward for Multi-View 3D Reasoning with Global Maps and Local Views Seg-Zero: Reasoning-Chain Guided Segmentation via Cognitive Reinforcement
Reference 33
- Resolution
- metadata mismatch
- local_arxiv, observed 2026-07-04T10:39:45.326198Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-07-28T06:31:03.373048+00:00.
Observation 266082c6-5844-48f4-a46c-56cab96d5522 · inbound
FeVOS: Foresight Expression Video Object Segmentation cites this paper.
FeVOS: Foresight Expression Video Object Segmentation Seg-Zero: Reasoning-Chain Guided Segmentation via Cognitive Reinforcement
Reference 28
- Resolution
- metadata mismatch
- local_arxiv, observed 2026-07-04T19:30:08.051440Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-07-28T06:31:03.373048+00:00.
Observation 59268cae-8f02-41e0-8913-6a37f412e1c9 · 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 Seg-Zero: Reasoning-Chain Guided Segmentation via Cognitive Reinforcement
Reference 164
- Resolution
- verified exact
- local_arxiv, observed 2026-07-04T15:09:55.022058Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-07-28T06:31:03.373048+00:00.
Observation 9185fa22-43c0-4ec9-9cb3-600d3d482197 · inbound
InstanceControl: Controllable Complex Image Generation without Instance Labeling cites this paper.
InstanceControl: Controllable Complex Image Generation without Instance Labeling Seg-Zero: Reasoning-Chain Guided Segmentation via Cognitive Reinforcement
Reference 30
- Resolution
- metadata mismatch
- local_arxiv, observed 2026-07-01T10:15:45.063657Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-07-28T06:31:03.373048+00:00.
Observation 868d6198-0f2b-458a-80dd-bf4dff85c2ec · inbound
Perceive-to-Reason: Decoupling Perception and Reasoning for Fine-Grained Visual Reasoning cites this paper.
Perceive-to-Reason: Decoupling Perception and Reasoning for Fine-Grained Visual Reasoning Seg-Zero: Reasoning-Chain Guided Segmentation via Cognitive Reinforcement
Reference 60
- Resolution
- metadata mismatch
- local_arxiv, observed 2026-07-02T13:26:58.466982Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-07-28T06:31:03.373048+00:00.
Observation 94d7cc80-75ac-4eb8-9e34-70cf8162de13 · inbound
Seek to Segment: Active Perception for Panoramic Referring Segmentation cites this paper.
Seek to Segment: Active Perception for Panoramic Referring Segmentation Seg-Zero: Reasoning-Chain Guided Segmentation via Cognitive Reinforcement
Reference 45
- Resolution
- verified exact
- local_arxiv, observed 2026-07-03T14:48:32.644540Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-07-28T06:31:03.373048+00:00.
Observation dd1e0a2f-2f63-4dee-8104-ea619b86a3a5 · inbound
H-OPD: Confidence Aware Heterogeneous Multi-Teacher Multimodal On-policy Distillation cites this paper.
H-OPD: Confidence Aware Heterogeneous Multi-Teacher Multimodal On-policy Distillation Seg-Zero: Reasoning-Chain Guided Segmentation via Cognitive Reinforcement
Reference 36
- Resolution
- unresolved
- no resolver link, observed 2026-07-12T09:29:14.105502Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation cbbcac32-1747-45e9-962e-884bb8f39b89 · 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 Seg-Zero: Reasoning-Chain Guided Segmentation via Cognitive Reinforcement
Reference 184
- Resolution
- unresolved
- no resolver link, observed 2026-07-12T04:17:40.198357Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation cc8fad67-2a2a-41f1-9736-cec21c77931b · inbound
DGSeg: Dynamic Gating of Semantic-Spatial Guided Predictions for Reasoning Segmentation cites this paper.
DGSeg: Dynamic Gating of Semantic-Spatial Guided Predictions for Reasoning Segmentation Seg-Zero: Reasoning-Chain Guided Segmentation via Cognitive Reinforcement
Reference 33
- Resolution
- unresolved
- no resolver link, observed 2026-07-11T13:38:03.546834Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation dcd44da8-030c-4016-8dbe-d4a42cc79be2 · inbound
HunyuanOCR-1.5: Making Lightweight OCR VLMs Faster and Better cites this paper.
HunyuanOCR-1.5: Making Lightweight OCR VLMs Faster and Better Seg-Zero: Reasoning-Chain Guided Segmentation via Cognitive Reinforcement
Reference 64
- Resolution
- unresolved
- no resolver link, observed 2026-07-11T11:58:14.396969Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 2448af6a-31b4-4797-9427-e41153cb1d91 · inbound
Actor as Its Own Critic: Unifying Region Understanding and Localization via CycleGRPO cites this paper.
Actor as Its Own Critic: Unifying Region Understanding and Localization via CycleGRPO Seg-Zero: Reasoning-Chain Guided Segmentation via Cognitive Reinforcement
Reference 31
- Resolution
- unresolved
- no resolver link, observed 2026-07-14T04:38:05.237334Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.