Paper Citation Record · LEDGER

Improving Generalization Robustness of Multimodal RLVR

As of 15 August 2026, this Paper Citation Record lists 35 of 35 outbound references and 0 inbound Pith citation observations for arXiv:2608.08802.

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

pith.paper-citation-record.v1
2608.08802 v1

Coverage vector

measured 35 of 35 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-14T04:29:18.144364Z

measured 35 of 35 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-15T06:32:42.880941+00:00

measured 0 of 0 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links

measured 0 of 1 external citation measurements

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

Source: cited_works

Reference resolution

35 of 35 outbound references displayed

verified exact3
verified fuzzy13
unresolved19
parse uncertain0
malformed identifier0
metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation aaf6133e-29db-4dbb-8298-111327e5ab45 · outbound

This paper cites Qwen3-VL Technical Report.

Improving Generalization Robustness of Multimodal RLVR Qwen3-VL Technical Report

Reference 1

Resolution: unresolved; no resolver link, observed 2026-08-14T04:29:18.011972Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 86971bd2-66ba-472d-a305-fbe0af231641 · outbound

This paper cites Qwen2.5-VL Technical Report.

Improving Generalization Robustness of Multimodal RLVR Qwen2.5-VL Technical Report

Reference 2

Resolution: unresolved; no resolver link, observed 2026-08-14T04:29:18.016100Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 7b542ab2-b3a7-4ded-9438-d09b3f7b79ee · outbound

This paper cites e-SNLI:Naturallanguage inference with natural language explanations.Advances in Neural Information Processing Systems, 31, 2018.

Improving Generalization Robustness of Multimodal RLVR e-SNLI:Naturallanguage inference with natural language explanations.Advances in Neural Information Processing Systems, 31, 2018

Reference 3

Resolution: verified fuzzy; raw_fallback, observed 2026-08-14T04:29:18.800471Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

Observation 4e81d58d-f92e-4832-9c99-2e0bc2a36852 · outbound

This paper cites Seibel, Yu Qiao, and Junjun He.

Improving Generalization Robustness of Multimodal RLVR Seibel, Yu Qiao, and Junjun He

Reference 4

Resolution: verified fuzzy; raw_fallback, observed 2026-08-14T04:29:18.789517Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

Observation 2778da20-1c78-458c-84fd-1805c863c686 · outbound

This paper cites When llm meets drl: Advancing jailbreaking efficiency via drl-guided search.Advances in Neural Information Processing Systems, 37:26814–26845, 2024.

Improving Generalization Robustness of Multimodal RLVR When llm meets drl: Advancing jailbreaking efficiency via drl-guided search.Advances in Neural Information Processing Systems, 37:26814–26845, 2024

Reference 5

Resolution: unresolved; no resolver link, observed 2026-08-14T04:29:18.027061Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation f2a05e50-9ecb-4dfb-bf07-1055831f30e4 · outbound

This paper cites DeepSeek-R1: Incentivizing Reasoning Capability in LLMs via Reinforcement Learning.

Improving Generalization Robustness of Multimodal RLVR DeepSeek-R1: Incentivizing Reasoning Capability in LLMs via Reinforcement Learning

Reference 6

Resolution: unresolved; no resolver link, observed 2026-08-14T04:29:18.031618Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 604b35ad-5a7b-40a5-9229-abda0a2f9abb · outbound

This paper cites Olympiadbench: A challenging benchmark for promoting agi with olympiad-level bilingual multimodal scientific problems.

Improving Generalization Robustness of Multimodal RLVR Olympiadbench: A challenging benchmark for promoting agi with olympiad-level bilingual multimodal scientific problems

Reference 7

Resolution: verified fuzzy; raw_fallback, observed 2026-08-14T04:29:18.773084Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

Observation d723a6d4-3adb-441e-b604-cf36f23a40fa · outbound

This paper cites PathVQA: 30000+ Questions for Medical Visual Question Answering.

Improving Generalization Robustness of Multimodal RLVR PathVQA: 30000+ Questions for Medical Visual Question Answering

Reference 8

Resolution: unresolved; no resolver link, observed 2026-08-14T04:29:18.041870Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation bbbc29eb-604c-41c2-9ab1-1c06242fc7e5 · outbound

This paper cites REINFORCE++: Stabilizing Critic-Free Policy Optimization with Global Advantage Normalization.

Improving Generalization Robustness of Multimodal RLVR REINFORCE++: Stabilizing Critic-Free Policy Optimization with Global Advantage Normalization

Reference 9

Resolution: unresolved; no resolver link, observed 2026-08-14T04:29:18.045713Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 7112acee-2383-4d63-9ac7-fbb30715048d · outbound

This paper cites Toward Evaluative Thinking: Meta Policy Optimization with Evolving Reward Models.

Improving Generalization Robustness of Multimodal RLVR Toward Evaluative Thinking: Meta Policy Optimization with Evolving Reward Models

Reference 10

Resolution: unresolved; no resolver link, observed 2026-08-14T04:29:18.049711Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 5c130c1b-ed88-4af7-816f-f97320837b96 · outbound

This paper cites Lingshu: A Generalist Foundation Model for Unified Multimodal Medical Understanding and Reasoning.

Improving Generalization Robustness of Multimodal RLVR Lingshu: A Generalist Foundation Model for Unified Multimodal Medical Understanding and Reasoning

Reference 11

Resolution: unresolved; no resolver link, observed 2026-08-14T04:29:18.053542Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 43aeb306-63ab-4eed-b0e3-aad5661f587c · outbound

This paper cites Lau, Soumya Gayen, Asma Ben Abacha, and Dina Demner-Fushman.

Improving Generalization Robustness of Multimodal RLVR Lau, Soumya Gayen, Asma Ben Abacha, and Dina Demner-Fushman

Reference 12

Resolution: verified fuzzy; raw_fallback, observed 2026-08-14T04:29:18.763422Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

Observation 91e17568-08bc-4500-aff4-f4ca428ec461 · outbound

This paper cites Vision matters: Simple visual perturbations can boost multimodal math reasoning.arXiv preprint arXiv:2506.09736, 2025.

Improving Generalization Robustness of Multimodal RLVR Vision matters: Simple visual perturbations can boost multimodal math reasoning.arXiv preprint arXiv:2506.09736, 2025

Reference 13

Resolution: unresolved; no resolver link, observed 2026-08-14T04:29:18.061645Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 444653c2-bcf0-45dc-b23f-6ed41ff704cb · outbound

This paper cites R1-fuzz: Specializing language models for textual fuzzing via reinforcement learning.arXiv preprint arXiv:2509.20384, 2025.

Improving Generalization Robustness of Multimodal RLVR R1-fuzz: Specializing language models for textual fuzzing via reinforcement learning.arXiv preprint arXiv:2509.20384, 2025

Reference 14

Resolution: verified exact; raw_fallback, observed 2026-08-14T04:29:18.543826Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

Observation 63c451a9-577b-41e9-934d-5404afefecce · outbound

This paper cites Understanding R1-Zero-Like Training: A Critical Perspective.

Improving Generalization Robustness of Multimodal RLVR Understanding R1-Zero-Like Training: A Critical Perspective

Reference 15

Resolution: unresolved; no resolver link, observed 2026-08-14T04:29:18.068390Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 379df114-e619-4950-ba67-8c2d63059ddd · outbound

This paper cites Mathvista: Evaluating mathematical reasoning of foundation models in visual contexts.

Improving Generalization Robustness of Multimodal RLVR Mathvista: Evaluating mathematical reasoning of foundation models in visual contexts

Reference 16

Resolution: verified fuzzy; raw_fallback, observed 2026-08-14T04:29:18.752938Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

Observation 51f037b6-f459-494a-9bc9-1c14d17ef7da · outbound

This paper cites R-horizon: How far can your large reasoning model really go in breadth and depth?arXiv preprint arXiv:2510.08189, 2025.

Improving Generalization Robustness of Multimodal RLVR R-horizon: How far can your large reasoning model really go in breadth and depth?arXiv preprint arXiv:2510.08189, 2025

Reference 17

Resolution: unresolved; no resolver link, observed 2026-08-14T04:29:18.074662Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation df24018e-f579-457c-b9d6-ff05b4695165 · outbound

This paper cites Information-theoretic reward decomposition for generalizable rlhf.arXiv preprint arXiv:2504.06020, 2025.

Improving Generalization Robustness of Multimodal RLVR Information-theoretic reward decomposition for generalizable rlhf.arXiv preprint arXiv:2504.06020, 2025

Reference 18

Resolution: verified exact; raw_fallback, observed 2026-08-14T04:29:18.427092Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

Observation 60f69cd1-d48e-4c15-b216-a4070237d181 · outbound

This paper cites an unresolved cited work.

Improving Generalization Robustness of Multimodal RLVR Unresolved cited work

Reference 19

Resolution: unresolved; raw_fallback, observed 2026-08-14T04:29:18.741000Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

Observation af77f218-4e1a-4cf7-a9ed-cb3da1b5eeaf · outbound

This paper cites MM-Eureka: Exploring the Frontiers of Multimodal Reasoning with Rule-based Reinforcement Learning.

Improving Generalization Robustness of Multimodal RLVR MM-Eureka: Exploring the Frontiers of Multimodal Reasoning with Rule-based Reinforcement Learning

Reference 20

Resolution: unresolved; no resolver link, observed 2026-08-14T04:29:18.084973Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 385a074a-b56d-44ad-adb7-a9ba6a80a30a · outbound

This paper cites Addressing Benchmarking Gaps in Large Language Models for Health and Medicine with Dynamic Red-Teaming.

Improving Generalization Robustness of Multimodal RLVR Addressing Benchmarking Gaps in Large Language Models for Health and Medicine with Dynamic Red-Teaming

Reference 21

Resolution: unresolved; no resolver link, observed 2026-08-14T04:29:18.088848Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 74676aeb-72cb-4bb5-858e-5726ffc75fa6 · outbound

This paper cites Hashimoto, and Percy Liang.

Improving Generalization Robustness of Multimodal RLVR Hashimoto, and Percy Liang

Reference 22

Resolution: verified fuzzy; raw_fallback, observed 2026-08-14T04:29:18.731708Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

Observation ab29204e-da6b-418e-a008-cd80583451de · outbound

This paper cites Proximal Policy Optimization Algorithms.

Improving Generalization Robustness of Multimodal RLVR Proximal Policy Optimization Algorithms

Reference 23

Resolution: unresolved; no resolver link, observed 2026-08-14T04:29:18.095895Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation ecb6cbf9-65f5-41be-a109-5f6118658ed5 · outbound

This paper cites DeepSeekMath: Pushing the Limits of Mathematical Reasoning in Open Language Models.

Improving Generalization Robustness of Multimodal RLVR DeepSeekMath: Pushing the Limits of Mathematical Reasoning in Open Language Models

Reference 24

Resolution: unresolved; no resolver link, observed 2026-08-14T04:29:18.100374Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation e29b9ae6-d993-412d-a2dc-9d42e90468b1 · outbound

This paper cites On the value of out-of-distribution testing: An example of Goodhart’s law.

Improving Generalization Robustness of Multimodal RLVR On the value of out-of-distribution testing: An example of Goodhart’s law

Reference 25

Resolution: verified fuzzy; raw_fallback, observed 2026-08-14T04:29:18.722551Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

Observation ccb08b73-2409-4eee-b1ef-84683b71978c · outbound

This paper cites Blaschko, Sien Moens, and Tomasz Stanisławek.

Improving Generalization Robustness of Multimodal RLVR Blaschko, Sien Moens, and Tomasz Stanisławek

Reference 26

Resolution: verified fuzzy; raw_fallback, observed 2026-08-14T04:29:18.713377Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

Observation 6809d91b-f176-461c-b569-b01a3aa3d178 · outbound

This paper cites Rlhfpoison: Reward poisoningattackforreinforcementlearningwithhumanfeedbackinlargelanguagemodels.

Improving Generalization Robustness of Multimodal RLVR Rlhfpoison: Reward poisoningattackforreinforcementlearningwithhumanfeedbackinlargelanguagemodels

Reference 27

Resolution: verified fuzzy; raw_fallback, observed 2026-08-14T04:29:18.702701Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

Observation 0d8119a9-4d8d-4ce6-8f7f-4603a83ad0a3 · outbound

This paper cites Causally- enhanced reinforcement policy optimization.arXiv preprint arXiv:2509.23095, 2025.

Improving Generalization Robustness of Multimodal RLVR Causally- enhanced reinforcement policy optimization.arXiv preprint arXiv:2509.23095, 2025

Reference 28

Resolution: unresolved; no resolver link, observed 2026-08-14T04:29:18.113870Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 15eeec20-fc75-485e-bf42-88045f548f37 · outbound

This paper cites Adversarial Preference Learning for Robust LLM Alignment.

Improving Generalization Robustness of Multimodal RLVR Adversarial Preference Learning for Robust LLM Alignment

Reference 29

Resolution: verified exact; local_arxiv, observed 2026-08-14T04:29:18.189926Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

Observation 13d5d0d6-d30e-4e69-9807-018bf81c3189 · outbound

This paper cites Dynamic multimodal evaluation with flexible complexity by vision-language bootstrapping.

Improving Generalization Robustness of Multimodal RLVR Dynamic multimodal evaluation with flexible complexity by vision-language bootstrapping

Reference 30

Resolution: verified fuzzy; raw_fallback, observed 2026-08-14T04:29:18.694314Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

Observation 8eb48e98-1365-49e8-a380-1f6bbe8008eb · outbound

This paper cites Reward-guided prompt evolving in reinforcement learning for llms.

Improving Generalization Robustness of Multimodal RLVR Reward-guided prompt evolving in reinforcement learning for llms

Reference 31

Resolution: verified fuzzy; raw_fallback, observed 2026-08-14T04:29:18.684846Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

Observation 69d47463-f76f-4dd3-9a75-8e5e8d431b75 · outbound

This paper cites Does reinforcement learning really incentivize reasoning capacity in llms beyond the base model?Advances in Neural Information Processing Systems, 38:57654–57689, 2025.

Improving Generalization Robustness of Multimodal RLVR Does reinforcement learning really incentivize reasoning capacity in llms beyond the base model?Advances in Neural Information Processing Systems, 38:57654–57689, 2025

Reference 32

Resolution: verified fuzzy; raw_fallback, observed 2026-08-14T04:29:18.673253Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

Observation 5a7101bf-fdf8-48a6-a434-2e89014b78d5 · outbound

This paper cites A Survey of Reinforcement Learning for Large Reasoning Models.

Improving Generalization Robustness of Multimodal RLVR A Survey of Reinforcement Learning for Large Reasoning Models

Reference 33

Resolution: unresolved; no resolver link, observed 2026-08-14T04:29:18.137778Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation d555c56a-27a3-4ad9-8b58-b8a28e521b92 · outbound

This paper cites Improving reward model generalization from adversarial process enhanced preferences.

Improving Generalization Robustness of Multimodal RLVR Improving reward model generalization from adversarial process enhanced preferences

Reference 34

Resolution: verified fuzzy; raw_fallback, observed 2026-08-14T04:29:18.662872Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

Observation 10a383a7-8b2a-429f-8f40-b93264a1baa2 · outbound

This paper cites Reinforced MLLM: A Survey on RL-Based Reasoning in Multimodal Large Language Models.

Improving Generalization Robustness of Multimodal RLVR Reinforced MLLM: A Survey on RL-Based Reasoning in Multimodal Large Language Models

Reference 35

Resolution: unresolved; no resolver link, observed 2026-08-14T04:29:18.144364Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Pith citing papers

No inbound Pith citation observations are available.