Typed states for the displayed outbound observations.
Source: paper_references, paper_reference_links
Paper Citation Record · LEDGER
Unhackable Temporal Rewarding for Scalable Video MLLMs
As of 9 August 2026, this Paper Citation Record lists 0 of 0 outbound references and 18 inbound Pith citation observations for arXiv:2502.12081.
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 2026-08-08T06:32:00.761636+00:00
Pith citing papers itemized under the disclosed page cap.
Source: paper_references, paper_reference_links, observed 2026-08-07T14:09:14.787236Z
A source-named dated measurement, never combined with another source.
Source: arxiv_reference, observed 2026-07-04T03:29:31.395383Z
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 a8720653-66ff-430f-9156-1c2a0c2bc44f · inbound
Video-R1: Reinforcing Video Reasoning in MLLMs cites this paper.
Video-R1: Reinforcing Video Reasoning in MLLMs Unhackable Temporal Rewarding for Scalable Video MLLMs
Reference 40
- Resolution
- verified exact
- arxiv_id, observed 2026-05-12T09:43:00.276076Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.
Observation a22424f5-40a8-4045-8435-a6ee1dab4d81 · inbound
Vad-R1: Towards Video Anomaly Reasoning via Perception-to-Cognition Chain-of-Thought cites this paper.
Vad-R1: Towards Video Anomaly Reasoning via Perception-to-Cognition Chain-of-Thought Unhackable Temporal Rewarding for Scalable Video MLLMs
Reference 77
- Resolution
- unresolved
- no resolver link, observed 2026-08-07T14:09:14.787236Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation a88e529c-9124-4ad6-9b94-dab205df6007 · inbound
MUSEG: Reinforcing Video Temporal Understanding via Timestamp-Aware Multi-Segment Grounding cites this paper.
MUSEG: Reinforcing Video Temporal Understanding via Timestamp-Aware Multi-Segment Grounding Unhackable Temporal Rewarding for Scalable Video MLLMs
Reference 38
- Resolution
- verified exact
- arxiv_id, observed 2026-05-19T13:17:18.575156Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.
Observation 81d94e55-924f-4bef-8a01-09d71e5a273c · inbound
Reinforcing Video Reasoning with Focused Thinking cites this paper.
Reinforcing Video Reasoning with Focused Thinking Unhackable Temporal Rewarding for Scalable Video MLLMs
Reference 32
- Resolution
- unresolved
- no resolver link, observed 2026-08-07T12:22:13.428738Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 8493c7c0-257f-4882-ae9a-c2fa44dea18b · inbound
Reinforcement Learning Tuning for VideoLLMs: Reward Design and Data Efficiency cites this paper.
Reinforcement Learning Tuning for VideoLLMs: Reward Design and Data Efficiency Unhackable Temporal Rewarding for Scalable Video MLLMs
Reference 35
- Resolution
- unresolved
- no resolver link, observed 2026-08-07T11:35:47.573465Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 5edce4f5-8057-4003-b349-e0275c3d0714 · inbound
Video-CoT: A Comprehensive Dataset for Spatiotemporal Understanding of Videos Based on Chain-of-Thought cites this paper.
Video-CoT: A Comprehensive Dataset for Spatiotemporal Understanding of Videos Based on Chain-of-Thought Unhackable Temporal Rewarding for Scalable Video MLLMs
Reference 46
- Resolution
- unresolved
- no resolver link, observed 2026-08-07T05:05:51.881077Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 847d3506-46b5-4ed4-996a-c47b8e2c793e · inbound
GRPO-CARE: Consistency-Aware Reinforcement Learning for Multimodal Reasoning cites this paper.
GRPO-CARE: Consistency-Aware Reinforcement Learning for Multimodal Reasoning Unhackable Temporal Rewarding for Scalable Video MLLMs
Reference 44
- Resolution
- unresolved
- no resolver link, observed 2026-08-06T23:48:37.181614Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 1ab8663f-6b5a-4105-a085-03e570d9dc04 · inbound
GLIMPSE: Do Large Vision-Language Models Truly Think With Videos or Just Glimpse at Them? cites this paper.
GLIMPSE: Do Large Vision-Language Models Truly Think With Videos or Just Glimpse at Them? Unhackable Temporal Rewarding for Scalable Video MLLMs
Reference 2025
- Resolution
- unresolved
- no resolver link, observed 2026-08-06T17:58:28.549081Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 82d779c2-841d-4ddf-9819-a8eb6bec4706 · inbound
Video Reasoning without Training cites this paper.
Video Reasoning without Training Unhackable Temporal Rewarding for Scalable Video MLLMs
Reference 40
- Resolution
- unresolved
- no resolver link, observed 2026-08-04T09:12:09.671937Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation c7d8d4f7-c132-42ad-9ca7-1127e30f0f10 · inbound
VIDEOP2R: Video Understanding from Perception to Reasoning cites this paper.
VIDEOP2R: Video Understanding from Perception to Reasoning Unhackable Temporal Rewarding for Scalable Video MLLMs
Reference 63
- Resolution
- verified exact
- arxiv_id, observed 2026-05-17T22:25:22.659021Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.
Observation c1518eb5-307f-4843-8e8c-8b595eba01ef · inbound
Beyond Perceptual Shortcuts: Causal-Inspired Debiasing Optimization for Generalizable Video Reasoning in Lightweight MLLMs cites this paper.
Beyond Perceptual Shortcuts: Causal-Inspired Debiasing Optimization for Generalizable Video Reasoning in Lightweight MLLMs Unhackable Temporal Rewarding for Scalable Video MLLMs
Reference 46
- Resolution
- verified exact
- arxiv_id, observed 2026-05-11T16:56:06.527112Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.
Observation 9af7193b-0e05-43cf-9d0e-a2105a8fba62 · inbound
Injecting Distributional Awareness into MLLMs via Reinforcement Learning for Deep Imbalanced Regression cites this paper.
Injecting Distributional Awareness into MLLMs via Reinforcement Learning for Deep Imbalanced Regression Unhackable Temporal Rewarding for Scalable Video MLLMs
Reference 11
- Resolution
- metadata mismatch
- arxiv_id, observed 2026-05-11T16:51:09.418097Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.
Observation 60c0b571-f590-46c7-9c5d-04be61fbc460 · inbound
Injecting Distributional Awareness into MLLMs via Reinforcement Learning for Deep Imbalanced Regression cites this paper.
Injecting Distributional Awareness into MLLMs via Reinforcement Learning for Deep Imbalanced Regression Unhackable Temporal Rewarding for Scalable Video MLLMs
Reference 11
- Resolution
- metadata mismatch
- arxiv_id, observed 2026-05-12T05:51:26.063920Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.
Observation 48c1b1d6-c75b-4f32-92cc-13a4092cd786 · inbound
Learning Spatiotemporal Sensitivity in Video LLMs via Counterfactual Reinforcement Learning cites this paper.
Learning Spatiotemporal Sensitivity in Video LLMs via Counterfactual Reinforcement Learning Unhackable Temporal Rewarding for Scalable Video MLLMs
Reference 47
- Resolution
- verified exact
- arxiv_id, observed 2026-05-22T07:46:14.787909Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.
Observation 19365808-ae8d-4010-8ac4-f7abce5734d9 · inbound
Reasoning as Intersection: Consensus-Frame Alignment for Visual Focus in Video-MLLMs cites this paper.
Reasoning as Intersection: Consensus-Frame Alignment for Visual Focus in Video-MLLMs Unhackable Temporal Rewarding for Scalable Video MLLMs
Reference 25
- Resolution
- verified exact
- arxiv_id, observed 2026-07-03T20:58:57.718350Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.
Observation af8e94b1-2c5e-4ed3-bfba-8d775191ff35 · inbound
CARE: Competence-Aware Reward Shaping for Adaptive Reasoning Length in Video-MLLMs cites this paper.
CARE: Competence-Aware Reward Shaping for Adaptive Reasoning Length in Video-MLLMs Unhackable Temporal Rewarding for Scalable Video MLLMs
Reference 21
- Resolution
- verified exact
- arxiv_id, observed 2026-07-04T03:29:31.397199Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.
Observation ecd8c8d3-10c9-4324-8578-0a89ae81813b · inbound
Latent Visual Cache for Video Reasoning cites this paper.
Latent Visual Cache for Video Reasoning Unhackable Temporal Rewarding for Scalable Video MLLMs
Reference 45
- Resolution
- unresolved
- no resolver link, observed 2026-07-12T09:09:15.248815Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation d7f04533-aa85-4f0a-8615-ae46130a12d2 · inbound
MentalThink: Shaping Thoughts in Mental SVG World cites this paper.
MentalThink: Shaping Thoughts in Mental SVG World Unhackable Temporal Rewarding for Scalable Video MLLMs
Reference 287
- Resolution
- unresolved
- no resolver link, observed 2026-07-12T01:50:59.184754Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.