Paper Citation Record · LEDGER

Multimodal Reinforcement Learning with Adaptive Verifier for AI Agents

As of 12 August 2026, this Paper Citation Record lists 90 of 90 outbound references and 4 inbound Pith citation observations for arXiv:2512.03438.

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

pith.paper-citation-record.v1
2512.03438 v3

Coverage vector

measured 90 of 90 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-03T18:51:51.527625Z

measured 94 of 94 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-12T06:34:41.77262+00:00

measured 4 of 4 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-08-01T01:16:44.541597Z

measured 0 of 1 external citation measurements

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

Source: pith, observed 2026-07-03T01:37:30.528844Z

Reference resolution

90 of 90 outbound references displayed

verified exact0
verified fuzzy0
unresolved89
parse uncertain0
malformed identifier1
metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation b1cf2288-fb57-4cc0-ade0-561e6fae198f · outbound

This paper cites Flamingo: a visual language model for few-shot learning.Advances in Neural Information Processing Systems, 35:23716–23736,.

Multimodal Reinforcement Learning with Adaptive Verifier for AI Agents Flamingo: a visual language model for few-shot learning.Advances in Neural Information Processing Systems, 35:23716–23736,

Reference 1

Resolution: unresolved; no resolver link, observed 2026-08-03T18:51:41.814971Z

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Observation b6691b1a-3c08-4130-ac42-9ea98a651408 · outbound

This paper cites Qwen2.5-VL Technical Report.

Multimodal Reinforcement Learning with Adaptive Verifier for AI Agents Qwen2.5-VL Technical Report

Reference 2

Resolution: unresolved; no resolver link, observed 2026-08-03T18:51:41.863940Z

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Observation a31de791-e45c-45f8-8294-2f91e5923d7e · outbound

This paper cites TransDreamer: Reinforcement Learning with Transformer World Models.

Multimodal Reinforcement Learning with Adaptive Verifier for AI Agents TransDreamer: Reinforcement Learning with Transformer World Models

Reference 3

Resolution: unresolved; no resolver link, observed 2026-08-03T18:51:41.949829Z

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Observation d9a87b94-e835-4154-aec5-210c4525180e · outbound

This paper cites Train- ing strategies for efficient embodied reasoning.

Multimodal Reinforcement Learning with Adaptive Verifier for AI Agents Train- ing strategies for efficient embodied reasoning

Reference 4

Resolution: unresolved; no resolver link, observed 2026-08-03T18:51:42.039837Z

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Observation fa07bc4f-f08a-407a-818f-923bbe67742e · outbound

This paper cites Vision-language models provide promptable representations for reinforcement learning.Transactions on Machine Learn- ing Research, 2025.

Multimodal Reinforcement Learning with Adaptive Verifier for AI Agents Vision-language models provide promptable representations for reinforcement learning.Transactions on Machine Learn- ing Research, 2025

Reference 5

Resolution: unresolved; no resolver link, observed 2026-08-03T18:51:42.137544Z

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Observation bfc72d3c-103a-4f5a-a2fc-30c662f43eae · outbound

This paper cites Scaling instruction- finetuned language models.Journal of Machine Learning Research, 25(70):1–53, 2024.

Multimodal Reinforcement Learning with Adaptive Verifier for AI Agents Scaling instruction- finetuned language models.Journal of Machine Learning Research, 25(70):1–53, 2024

Reference 6

Resolution: unresolved; no resolver link, observed 2026-08-03T18:51:42.237400Z

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Observation c9418be7-cc7f-4ccb-a5c8-c188ce4f8d8d · outbound

This paper cites an unresolved cited work.

Multimodal Reinforcement Learning with Adaptive Verifier for AI Agents Unresolved cited work

Reference 7

Resolution: unresolved; no resolver link, observed 2026-08-03T18:51:42.346027Z

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Observation b657edd2-03da-41c1-ab5a-6cd12e73d80d · outbound

This paper cites Molmo and pixmo: Open weights and open data for state-of-the-art multimodal models.arXiv e-prints, pages arXiv–2409, 2024.

Multimodal Reinforcement Learning with Adaptive Verifier for AI Agents Molmo and pixmo: Open weights and open data for state-of-the-art multimodal models.arXiv e-prints, pages arXiv–2409, 2024

Reference 8

Resolution: unresolved; no resolver link, observed 2026-08-03T18:51:42.409109Z

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Observation 7db0bd1d-abd4-475a-9833-be98c51d2dab · outbound

This paper cites Tool-lmm: A large multi-modal model for tool agent learning.

Multimodal Reinforcement Learning with Adaptive Verifier for AI Agents Tool-lmm: A large multi-modal model for tool agent learning

Reference 9

Resolution: unresolved; no resolver link, observed 2026-08-03T18:51:42.503617Z

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Observation 14490dd9-9557-4a00-a348-c48c74f2db82 · outbound

This paper cites Palm-e: An embodied multimodal language model.

Multimodal Reinforcement Learning with Adaptive Verifier for AI Agents Palm-e: An embodied multimodal language model

Reference 10

Resolution: unresolved; no resolver link, observed 2026-08-03T18:51:42.579935Z

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Observation 966708de-edc7-413b-b3d8-bf06890198eb · outbound

This paper cites Agent ai: Surveying the horizons of multimodal interaction.CoRR, 2024.

Multimodal Reinforcement Learning with Adaptive Verifier for AI Agents Agent ai: Surveying the horizons of multimodal interaction.CoRR, 2024

Reference 11

Resolution: unresolved; no resolver link, observed 2026-08-03T18:51:42.629359Z

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Observation cad19910-7fe8-4123-a681-b87d362055f9 · outbound

This paper cites GRIT: Teaching MLLMs to Think with Images.

Multimodal Reinforcement Learning with Adaptive Verifier for AI Agents GRIT: Teaching MLLMs to Think with Images

Reference 12

Resolution: unresolved; no resolver link, observed 2026-08-03T18:51:42.710473Z

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Observation 59a66006-ca95-4f28-9e78-e8c6cb5aa430 · outbound

This paper cites Video-R1: Reinforcing Video Reasoning in MLLMs.

Multimodal Reinforcement Learning with Adaptive Verifier for AI Agents Video-R1: Reinforcing Video Reasoning in MLLMs

Reference 13

Resolution: unresolved; no resolver link, observed 2026-08-03T18:51:42.838254Z

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Observation bafa6645-251d-49da-98a0-e45c78ed0176 · outbound

This paper cites Blink: Multimodal large language models can see but not perceive.

Multimodal Reinforcement Learning with Adaptive Verifier for AI Agents Blink: Multimodal large language models can see but not perceive

Reference 14

Resolution: unresolved; no resolver link, observed 2026-08-03T18:51:43.003439Z

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Observation 94b94af4-a048-4138-ae21-7b35f0abdf27 · outbound

This paper cites Gemini: A family of highly capable multimodal models.

Multimodal Reinforcement Learning with Adaptive Verifier for AI Agents Gemini: A family of highly capable multimodal models

Reference 15

Resolution: unresolved; no resolver link, observed 2026-08-03T18:51:43.114191Z

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Observation 8f509be3-c5fd-4a73-9e5b-ef5ee4edcf1c · outbound

This paper cites Hallusionbench: an advanced diagnos- tic suite for entangled language hallucination and visual il- lusion in large vision-language models.

Multimodal Reinforcement Learning with Adaptive Verifier for AI Agents Hallusionbench: an advanced diagnos- tic suite for entangled language hallucination and visual il- lusion in large vision-language models

Reference 16

Resolution: unresolved; no resolver link, observed 2026-08-03T18:51:43.246845Z

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Observation 6927bdf5-b849-496f-9d59-03d25dde7db5 · outbound

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

Multimodal Reinforcement Learning with Adaptive Verifier for AI Agents DeepSeek-R1: Incentivizing Reasoning Capability in LLMs via Reinforcement Learning

Reference 17

Resolution: unresolved; no resolver link, observed 2026-08-03T18:51:43.340881Z

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Observation a408dd7b-1330-4754-8ccd-22f5fc8703b1 · outbound

This paper cites Regiongpt: Towards region understanding vision lan- guage model.

Multimodal Reinforcement Learning with Adaptive Verifier for AI Agents Regiongpt: Towards region understanding vision lan- guage model

Reference 18

Resolution: unresolved; no resolver link, observed 2026-08-03T18:51:43.451963Z

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Observation 0b8c1652-67e6-4256-9196-2368481fab8e · outbound

This paper cites Mastering Diverse Domains through World Models.

Multimodal Reinforcement Learning with Adaptive Verifier for AI Agents Mastering Diverse Domains through World Models

Reference 19

Resolution: unresolved; no resolver link, observed 2026-08-03T18:51:43.577972Z

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Observation 06f649a4-7afc-4633-8d0d-6e96de609fe4 · outbound

This paper cites Training Agents Inside of Scalable World Models.

Multimodal Reinforcement Learning with Adaptive Verifier for AI Agents Training Agents Inside of Scalable World Models

Reference 20

Resolution: unresolved; no resolver link, observed 2026-08-03T18:51:43.701009Z

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Observation e88bb92c-2667-4108-9e58-cb22783dbc26 · outbound

This paper cites Ghil-glue: Hierarchical control with filtered sub- goal images.

Multimodal Reinforcement Learning with Adaptive Verifier for AI Agents Ghil-glue: Hierarchical control with filtered sub- goal images

Reference 21

Resolution: unresolved; no resolver link, observed 2026-08-03T18:51:43.791670Z

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Observation ba529d4e-97b9-4e75-8b2a-8f6b9b26d030 · outbound

This paper cites Breaking the reasoning barrier a survey on llm complex reasoning through the lens of self-evolution.

Multimodal Reinforcement Learning with Adaptive Verifier for AI Agents Breaking the reasoning barrier a survey on llm complex reasoning through the lens of self-evolution

Reference 22

Resolution: unresolved; no resolver link, observed 2026-08-03T18:51:43.887743Z

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Observation 4c097d75-dfa5-421b-b6c5-c497715cd5b5 · outbound

This paper cites Glm-4.1 v-thinking: Towards versatile multi- modal reasoning with scalable reinforcement learning.arXiv e-prints, pages arXiv–2507, 2025.

Multimodal Reinforcement Learning with Adaptive Verifier for AI Agents Glm-4.1 v-thinking: Towards versatile multi- modal reasoning with scalable reinforcement learning.arXiv e-prints, pages arXiv–2507, 2025

Reference 23

Resolution: unresolved; no resolver link, observed 2026-08-03T18:51:43.979744Z

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Observation ffa928b4-c1f2-4302-9eb4-8fb33326c27a · outbound

This paper cites Sugarcrepe: Fixing hackable benchmarks for vision-language compositionality.Advances in neural information processing systems, 36:31096–31116,.

Multimodal Reinforcement Learning with Adaptive Verifier for AI Agents Sugarcrepe: Fixing hackable benchmarks for vision-language compositionality.Advances in neural information processing systems, 36:31096–31116,

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Resolution: unresolved; no resolver link, observed 2026-08-03T18:51:44.131430Z

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Observation 646e10c6-43fc-4eef-9e30-6f6d25d15c7e · outbound

This paper cites Visual language maps for robot navigation.

Multimodal Reinforcement Learning with Adaptive Verifier for AI Agents Visual language maps for robot navigation

Reference 25

Resolution: unresolved; no resolver link, observed 2026-08-03T18:51:44.320900Z

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Observation 05f55d8d-52ec-499b-9aa8-d814f3fc2811 · outbound

This paper cites Multimodal spatial language maps for robot navi- gation and manipulation.International Journal of Robotics Research (IJRR), 2025.

Multimodal Reinforcement Learning with Adaptive Verifier for AI Agents Multimodal spatial language maps for robot navi- gation and manipulation.International Journal of Robotics Research (IJRR), 2025

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Resolution: unresolved; no resolver link, observed 2026-08-03T18:51:44.428998Z

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Observation 2b0f6080-163b-4528-902a-66b104e49156 · outbound

This paper cites VoxPoser: Composable 3D Value Maps for Robotic Manipulation with Language Models.

Multimodal Reinforcement Learning with Adaptive Verifier for AI Agents VoxPoser: Composable 3D Value Maps for Robotic Manipulation with Language Models

Reference 27

Resolution: unresolved; no resolver link, observed 2026-08-03T18:51:44.540761Z

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Observation 5f818a9d-a60a-48ce-8154-b2c83884673b · outbound

This paper cites Scaling up visual and vision-language representation learning with noisy text supervision.arXiv preprint, 2021.

Multimodal Reinforcement Learning with Adaptive Verifier for AI Agents Scaling up visual and vision-language representation learning with noisy text supervision.arXiv preprint, 2021

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Resolution: unresolved; no resolver link, observed 2026-08-03T18:51:44.654518Z

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Observation c0ebbc32-2467-409c-acc9-d6f6275e9052 · outbound

This paper cites Beyond sight: Fine- tuning generalist robot policies with heterogeneous sensors via language grounding.

Multimodal Reinforcement Learning with Adaptive Verifier for AI Agents Beyond sight: Fine- tuning generalist robot policies with heterogeneous sensors via language grounding

Reference 29

Resolution: unresolved; no resolver link, observed 2026-08-03T18:51:44.716678Z

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Observation fab59234-3c16-4559-98fa-5b2ebc2fdbd0 · outbound

This paper cites Openvla: An open-source vision-language-action model.

Multimodal Reinforcement Learning with Adaptive Verifier for AI Agents Openvla: An open-source vision-language-action model

Reference 30

Resolution: unresolved; no resolver link, observed 2026-08-03T18:51:44.792965Z

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Observation bf5ac4f1-f029-44f9-a35d-dd53891240f8 · outbound

This paper cites MMCTAgent: Multi-modal Critical Thinking Agent Framework for Complex Visual Reasoning.

Multimodal Reinforcement Learning with Adaptive Verifier for AI Agents MMCTAgent: Multi-modal Critical Thinking Agent Framework for Complex Visual Reasoning

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Resolution: unresolved; no resolver link, observed 2026-08-03T18:51:44.900908Z

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Observation 97ce085a-80b7-48bf-85aa-9cf22d158860 · outbound

This paper cites Blip: Bootstrapping language-image pre-training for unified vision-language understanding and generation.

Multimodal Reinforcement Learning with Adaptive Verifier for AI Agents Blip: Bootstrapping language-image pre-training for unified vision-language understanding and generation

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Resolution: unresolved; no resolver link, observed 2026-08-03T18:51:45.019738Z

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Observation 4703619f-16c7-4e4e-b1f0-51fd9cb3fff2 · outbound

This paper cites Blip-2: Bootstrapping language-image pre-training with frozen image encoders and large language models.

Multimodal Reinforcement Learning with Adaptive Verifier for AI Agents Blip-2: Bootstrapping language-image pre-training with frozen image encoders and large language models

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Resolution: unresolved; no resolver link, observed 2026-08-03T18:51:45.133168Z

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Observation ec5d3588-2cf9-4939-b169-9d4cc35722ef · outbound

This paper cites Perception, Reason, Think, and Plan: A Survey on Large Multimodal Reasoning Models.

Multimodal Reinforcement Learning with Adaptive Verifier for AI Agents Perception, Reason, Think, and Plan: A Survey on Large Multimodal Reasoning Models

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Observation e9dd06be-0ac6-4558-8fe0-bfafba9c6e65 · outbound

This paper cites Libero: Benchmarking knowl- edge transfer for lifelong robot learning.Advances in Neural Information Processing Systems, 36:44776–44791, 2023.

Multimodal Reinforcement Learning with Adaptive Verifier for AI Agents Libero: Benchmarking knowl- edge transfer for lifelong robot learning.Advances in Neural Information Processing Systems, 36:44776–44791, 2023

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Resolution: unresolved; no resolver link, observed 2026-08-03T18:51:45.353774Z

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Observation 7a88e144-876e-4915-9400-e565ea15a902 · outbound

This paper cites HallusionBench: An Advanced Diagnostic Suite for Entangled Language Hallucination and Visual Illusion in Large Vision-Language Models.

Multimodal Reinforcement Learning with Adaptive Verifier for AI Agents HallusionBench: An Advanced Diagnostic Suite for Entangled Language Hallucination and Visual Illusion in Large Vision-Language Models

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Observation ee7337f9-87a1-430d-8405-e2ab8aabfd36 · outbound

This paper cites Visual instruction tuning.Advances in neural information processing systems, 36:34892–34916, 2023.

Multimodal Reinforcement Learning with Adaptive Verifier for AI Agents Visual instruction tuning.Advances in neural information processing systems, 36:34892–34916, 2023

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Observation bbc43b82-a66d-4a22-94a2-eda8e21733c2 · outbound

This paper cites Mmbench: Is your multi-modal model an all-around player? InEuropean conference on computer vi- sion, pages 216–233.

Multimodal Reinforcement Learning with Adaptive Verifier for AI Agents Mmbench: Is your multi-modal model an all-around player? InEuropean conference on computer vi- sion, pages 216–233

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Observation cc92eca6-c13c-45d7-ae70-a3c2b94a34a4 · outbound

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Multimodal Reinforcement Learning with Adaptive Verifier for AI Agents GUI-R1 : A Generalist R1-Style Vision-Language Action Model For GUI Agents

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Observation 27d9199d-ba19-48e9-9704-b2c670d8c5e4 · outbound

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Multimodal Reinforcement Learning with Adaptive Verifier for AI Agents Grounding language with visual affordances over unstruc- tured data

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Observation 93eb17f9-fa90-43ca-a291-44e6cb3b8ed0 · outbound

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Multimodal Reinforcement Learning with Adaptive Verifier for AI Agents Policy adaptation via language op- timization: Decomposing tasks for few-shot imitation

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Observation c15984cd-bd6b-4c46-83b8-223a1998eba0 · outbound

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Multimodal Reinforcement Learning with Adaptive Verifier for AI Agents Steering your generalists: Improving robotic foun- dation models via value guidance.Conference on Robot Learning (CoRL), 2024

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Observation 34ac3fed-8674-4559-b95c-8d965880314d · outbound

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Multimodal Reinforcement Learning with Adaptive Verifier for AI Agents Representation Learning with Contrastive Predictive Coding

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Observation 0bfe305b-8c9a-4a59-815f-643496dd1596 · outbound

This paper cites Generative agents: Interactive simulacra of human behavior.

Multimodal Reinforcement Learning with Adaptive Verifier for AI Agents Generative agents: Interactive simulacra of human behavior

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Observation 27454999-db97-47c2-b26c-6c5e042b97ed · outbound

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Multimodal Reinforcement Learning with Adaptive Verifier for AI Agents Fast: Efficient action tokenization for vision- language-action models

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Multimodal Reinforcement Learning with Adaptive Verifier for AI Agents Learn- ing transferable visual models from natural language super- vision

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Multimodal Reinforcement Learning with Adaptive Verifier for AI Agents Real-world humanoid locomotion with reinforcement learning.Science Robotics, 9(89):eadi9579, 2024

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Observation 27eee35f-1de0-4458-ba4b-437bffa5ecc5 · outbound

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Multimodal Reinforcement Learning with Adaptive Verifier for AI Agents Latent plans for task ag- nostic offline reinforcement learning

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Observation 5795de7c-42bb-4675-851b-bab24139991f · outbound

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Multimodal Reinforcement Learning with Adaptive Verifier for AI Agents Toolformer: Lan- guage models can teach themselves to use tools.Advances in Neural Information Processing Systems, 36:68539–68551,

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Observation 2d3625bb-42ab-4e3d-ada3-808ed8820a40 · outbound

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Multimodal Reinforcement Learning with Adaptive Verifier for AI Agents Robovqa: Multimodal long-horizon reasoning for robotics

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Observation 9d94507e-de9d-42d2-8dee-7d3d51f2cc71 · outbound

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

Multimodal Reinforcement Learning with Adaptive Verifier for AI Agents DeepSeekMath: Pushing the Limits of Mathematical Reasoning in Open Language Models

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Observation ba02a353-00bc-4803-a3f7-8d3c3bab322a · outbound

This paper cites HybridFlow: A Flexible and Efficient RLHF Framework.

Multimodal Reinforcement Learning with Adaptive Verifier for AI Agents HybridFlow: A Flexible and Efficient RLHF Framework

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Observation 3fc048df-a88e-4bce-91d2-e3307ef8f3c0 · outbound

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Multimodal Reinforcement Learning with Adaptive Verifier for AI Agents Koala: Key frame-conditioned long video-llm

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Resolution: unresolved; no resolver link, observed 2026-08-03T18:51:47.302493Z

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Observation 366d7f97-a531-4eea-8862-d05cbf46d5bc · outbound

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

Multimodal Reinforcement Learning with Adaptive Verifier for AI Agents Ego-R1: Chain-of-Tool-Thought for Ultra-Long Egocentric Video Reasoning

Reference 55

Resolution: unresolved; no resolver link, observed 2026-08-03T18:51:47.364014Z

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Observation 88043d61-01f7-41b1-b149-a43c58a44a95 · outbound

This paper cites Cambrian-1: A fully open, vision-centric explo- ration of multimodal llms.Advances in Neural Information Processing Systems, 37:87310–87356, 2024.

Multimodal Reinforcement Learning with Adaptive Verifier for AI Agents Cambrian-1: A fully open, vision-centric explo- ration of multimodal llms.Advances in Neural Information Processing Systems, 37:87310–87356, 2024

Reference 56

Resolution: unresolved; no resolver link, observed 2026-08-03T18:51:47.427553Z

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Observation d29d8af5-e775-48c2-bf6f-88a781b12b0a · outbound

This paper cites Self-Instruct: Aligning Language Models with Self-Generated Instructions.

Multimodal Reinforcement Learning with Adaptive Verifier for AI Agents Self-Instruct: Aligning Language Models with Self-Generated Instructions

Reference 57

Resolution: unresolved; no resolver link, observed 2026-08-03T18:51:47.534125Z

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Observation 3b5ae711-0391-4605-b1d1-dcfdfbf72183 · outbound

This paper cites Genartist: Multimodal llm as an agent for unified image gen- eration and editing.Advances in Neural Information Pro- cessing Systems, 37:128374–128395, 2024.

Multimodal Reinforcement Learning with Adaptive Verifier for AI Agents Genartist: Multimodal llm as an agent for unified image gen- eration and editing.Advances in Neural Information Pro- cessing Systems, 37:128374–128395, 2024

Reference 58

Resolution: unresolved; no resolver link, observed 2026-08-03T18:51:47.642128Z

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Observation a68b1fc0-afd0-46c9-b561-3ad287ac16d7 · outbound

This paper cites Blip-3: A family of open large multimodal models.

Multimodal Reinforcement Learning with Adaptive Verifier for AI Agents Blip-3: A family of open large multimodal models

Reference 59

Resolution: unresolved; no resolver link, observed 2026-08-03T18:51:47.769021Z

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Observation 4b885699-3a4d-4a5d-97e9-929a88efa11e · outbound

This paper cites Magma: A foundation model for multi- modal ai agents.

Multimodal Reinforcement Learning with Adaptive Verifier for AI Agents Magma: A foundation model for multi- modal ai agents

Reference 60

Resolution: unresolved; no resolver link, observed 2026-08-03T18:51:47.888856Z

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Observation f552b55e-3a86-4cb2-9843-7e8bfaf3efeb · outbound

This paper cites EmbodiedBench: Comprehensive Benchmarking Multi-modal Large Language Models for Vision-Driven Embodied Agents.

Multimodal Reinforcement Learning with Adaptive Verifier for AI Agents EmbodiedBench: Comprehensive Benchmarking Multi-modal Large Language Models for Vision-Driven Embodied Agents

Reference 61

Resolution: unresolved; no resolver link, observed 2026-08-03T18:51:48.033515Z

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Observation c6a3b328-4a7c-40f1-bbbd-828095bf693c · outbound

This paper cites Embodiedbench: Comprehensive benchmarking multi-modal large language models for vision-driven embodied agents.

Multimodal Reinforcement Learning with Adaptive Verifier for AI Agents Embodiedbench: Comprehensive benchmarking multi-modal large language models for vision-driven embodied agents

Reference 62

Resolution: unresolved; no resolver link, observed 2026-08-03T18:51:48.192562Z

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Observation 4c1e20f1-45fb-463f-851b-1ef2bff7fd45 · outbound

This paper cites React: Synergizing rea- soning and acting in language models.

Multimodal Reinforcement Learning with Adaptive Verifier for AI Agents React: Synergizing rea- soning and acting in language models

Reference 63

Resolution: unresolved; no resolver link, observed 2026-08-03T18:51:48.308180Z

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Observation 92116bc7-0121-4aed-a4df-7aac4060b207 · outbound

This paper cites mPLUG-Owl: Modularization Empowers Large Language Models with Multimodality.

Multimodal Reinforcement Learning with Adaptive Verifier for AI Agents mPLUG-Owl: Modularization Empowers Large Language Models with Multimodality

Reference 64

Resolution: unresolved; no resolver link, observed 2026-08-03T18:51:48.397328Z

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Observation ee0aa102-1432-428b-825a-6292d3d7afdb · outbound

This paper cites Spatial mental modeling from limited views.

Multimodal Reinforcement Learning with Adaptive Verifier for AI Agents Spatial mental modeling from limited views

Reference 65

Resolution: unresolved; no resolver link, observed 2026-08-03T18:51:48.519217Z

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Observation e9f9dc04-1acd-416f-ac6a-8f94a592e8ba · outbound

This paper cites MMT-Bench: A Comprehensive Multimodal Benchmark for Evaluating Large Vision-Language Models Towards Multitask AGI.

Multimodal Reinforcement Learning with Adaptive Verifier for AI Agents MMT-Bench: A Comprehensive Multimodal Benchmark for Evaluating Large Vision-Language Models Towards Multitask AGI

Reference 66

Resolution: unresolved; no resolver link, observed 2026-08-03T18:51:48.676604Z

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Observation 4cad96f5-ebc5-461c-a586-3ed7ba30fb45 · outbound

This paper cites DAPO: An Open-Source LLM Reinforcement Learning System at Scale.

Multimodal Reinforcement Learning with Adaptive Verifier for AI Agents DAPO: An Open-Source LLM Reinforcement Learning System at Scale

Reference 67

Resolution: unresolved; no resolver link, observed 2026-08-03T18:51:48.859923Z

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Observation df1568e0-223a-4b38-a150-4f7ffec200b8 · outbound

This paper cites Robotic control via em- bodied chain-of-thought reasoning.

Multimodal Reinforcement Learning with Adaptive Verifier for AI Agents Robotic control via em- bodied chain-of-thought reasoning

Reference 68

Resolution: unresolved; no resolver link, observed 2026-08-03T18:51:48.997415Z

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Observation 00327093-cbe3-4fe3-ade1-5fb576ca8d62 · outbound

This paper cites Video-LLaMA: An Instruction-tuned Audio-Visual Language Model for Video Understanding.

Multimodal Reinforcement Learning with Adaptive Verifier for AI Agents Video-LLaMA: An Instruction-tuned Audio-Visual Language Model for Video Understanding

Reference 69

Resolution: unresolved; no resolver link, observed 2026-08-03T18:51:49.136696Z

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Observation 246cfcd9-23e8-49f7-ae4b-bc94a50fb253 · outbound

This paper cites CounterCurate: Enhancing Physical and Semantic Visio-Linguistic Compositional Reasoning via Counterfactual Examples.

Multimodal Reinforcement Learning with Adaptive Verifier for AI Agents CounterCurate: Enhancing Physical and Semantic Visio-Linguistic Compositional Reasoning via Counterfactual Examples

Reference 70

Resolution: unresolved; no resolver link, observed 2026-08-03T18:51:49.249079Z

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Observation ad87133e-003b-4ec7-921c-3fec66bddc16 · outbound

This paper cites Multimodal Chain-of-Thought Reasoning in Language Models.

Multimodal Reinforcement Learning with Adaptive Verifier for AI Agents Multimodal Chain-of-Thought Reasoning in Language Models

Reference 71

Resolution: unresolved; no resolver link, observed 2026-08-03T18:51:49.421484Z

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Observation 59c822db-bcc1-4fc2-bd42-65e226d834ca · outbound

This paper cites Pareto optimal learning for estimating large language model errors.

Multimodal Reinforcement Learning with Adaptive Verifier for AI Agents Pareto optimal learning for estimating large language model errors

Reference 72

Resolution: unresolved; no resolver link, observed 2026-08-03T18:51:49.530353Z

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Observation 2bd8d282-6f11-4455-b966-7dfe799193c2 · outbound

This paper cites TraceVLA: Visual Trace Prompting Enhances Spatial-Temporal Awareness for Generalist Robotic Policies.

Multimodal Reinforcement Learning with Adaptive Verifier for AI Agents TraceVLA: Visual Trace Prompting Enhances Spatial-Temporal Awareness for Generalist Robotic Policies

Reference 73

Resolution: unresolved; no resolver link, observed 2026-08-03T18:51:49.614162Z

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Observation 9fc2116e-7316-4876-b6f8-bacbbf998553 · outbound

This paper cites Least-to-Most Prompting Enables Complex Reasoning in Large Language Models.

Multimodal Reinforcement Learning with Adaptive Verifier for AI Agents Least-to-Most Prompting Enables Complex Reasoning in Large Language Models

Reference 74

Resolution: unresolved; no resolver link, observed 2026-08-03T18:51:49.672073Z

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Observation 14138785-c689-4ebb-b641-52723afdabed · outbound

This paper cites MiniGPT-4: Enhancing Vision-Language Understanding with Advanced Large Language Models.

Multimodal Reinforcement Learning with Adaptive Verifier for AI Agents MiniGPT-4: Enhancing Vision-Language Understanding with Advanced Large Language Models

Reference 75

Resolution: unresolved; no resolver link, observed 2026-08-03T18:51:49.723535Z

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Observation 51270dc4-ba9b-4d15-a1eb-cd30ff187329 · outbound

This paper cites Around”, “Among.

Multimodal Reinforcement Learning with Adaptive Verifier for AI Agents Around”, “Among

Reference 76

Resolution: unresolved; no resolver link, observed 2026-08-03T18:51:49.796853Z

Source-reported events for the cited work

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Observation 153f8c65-9b49-4f3f-80c5-eb866fc8a884 · outbound

This paper cites an unresolved cited work.

Multimodal Reinforcement Learning with Adaptive Verifier for AI Agents Unresolved cited work

Reference 78

Resolution: unresolved; no resolver link, observed 2026-08-03T18:51:49.958206Z

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Observation bd4f989b-8000-4259-8364-87a665419929 · outbound

This paper cites seedling with roots.

Multimodal Reinforcement Learning with Adaptive Verifier for AI Agents seedling with roots

Reference 79

Resolution: unresolved; no resolver link, observed 2026-08-03T18:51:50.045829Z

Source-reported events for the cited work

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Observation 419d895a-0abf-43ef-a213-09d0f72fcfd9 · outbound

This paper cites an unresolved cited work.

Multimodal Reinforcement Learning with Adaptive Verifier for AI Agents Unresolved cited work

Reference 80

Resolution: unresolved; no resolver link, observed 2026-08-03T18:51:50.129764Z

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Observation f5abf25e-874a-42e7-babe-a9caea7b2c21 · outbound

This paper cites an unresolved cited work.

Multimodal Reinforcement Learning with Adaptive Verifier for AI Agents Unresolved cited work

Reference 81

Resolution: unresolved; no resolver link, observed 2026-08-03T18:51:50.215470Z

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Observation a0d5d264-79cf-4c2a-aba5-55defbadb592 · outbound

This paper cites roots”, “leaves.

Multimodal Reinforcement Learning with Adaptive Verifier for AI Agents roots”, “leaves

Reference 82

Resolution: unresolved; no resolver link, observed 2026-08-03T18:51:50.274770Z

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Observation c6c5bc54-bf96-428a-ab7d-c4bfa536e35c · outbound

This paper cites an unresolved cited work.

Multimodal Reinforcement Learning with Adaptive Verifier for AI Agents Unresolved cited work

Reference 83

Resolution: unresolved; no resolver link, observed 2026-08-03T18:51:50.404241Z

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Observation f190bb95-80d9-4add-84ae-6fccf9ee6395 · outbound

This paper cites an unresolved cited work.

Multimodal Reinforcement Learning with Adaptive Verifier for AI Agents Unresolved cited work

Reference 84

Resolution: unresolved; no resolver link, observed 2026-08-03T18:51:50.550354Z

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Observation 987f1d23-4f28-4176-a156-461d3db54ff4 · outbound

This paper cites observations.

Multimodal Reinforcement Learning with Adaptive Verifier for AI Agents observations

Reference 85

Resolution: unresolved; no resolver link, observed 2026-08-03T18:51:50.664403Z

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Observation a9e79421-4b8c-445f-8bd7-929e5eacb754 · outbound

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Multimodal Reinforcement Learning with Adaptive Verifier for AI Agents anchor_text

Reference 86

Resolution: unresolved; no resolver link, observed 2026-08-03T18:51:50.802486Z

Source-reported events for the cited work

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Observation 7b18387c-e59c-4500-a00c-19effc0567bd · outbound

This paper cites anchor_text.

Multimodal Reinforcement Learning with Adaptive Verifier for AI Agents anchor_text

Reference 87

Resolution: unresolved; no resolver link, observed 2026-08-03T18:51:50.961345Z

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Observation e13dee2c-26e0-4a9f-a029-5361ba534362 · outbound

This paper cites anchor_text.

Multimodal Reinforcement Learning with Adaptive Verifier for AI Agents anchor_text

Reference 88

Resolution: unresolved; no resolver link, observed 2026-08-03T18:51:51.124122Z

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Observation 55a34ff7-19a3-4b1f-bb07-3a454b591014 · outbound

This paper cites frame": the nearest explicitly stated single frame number (case-insensitive.

Multimodal Reinforcement Learning with Adaptive Verifier for AI Agents frame": the nearest explicitly stated single frame number (case-insensitive

Reference 89

Resolution: unresolved; no resolver link, observed 2026-08-03T18:51:51.264324Z

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Observation 60d51d6c-2b70-4969-a895-674698c3220d · outbound

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Multimodal Reinforcement Learning with Adaptive Verifier for AI Agents frame 6”) and/or a SINGLE time (e.g., “4.47 seconds

Reference 90

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Observation 4e90fe34-1b6d-4f2e-bfc2-2f00f278d650 · outbound

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Multimodal Reinforcement Learning with Adaptive Verifier for AI Agents frames 1–6

Reference 91

Resolution: malformed identifier; no resolver link, observed 2026-08-03T18:51:51.527625Z

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Pith citing papers

Observation 056266b2-5ce0-43dc-9a29-c00e181962ce · inbound

Reward Hacking in the Era of Large Models: Mechanisms, Emergent Misalignment, Challenges cites this paper.

Reward Hacking in the Era of Large Models: Mechanisms, Emergent Misalignment, Challenges Multimodal Reinforcement Learning with Adaptive Verifier for AI Agents

Reference 191

Resolution: verified exact; local_arxiv, observed 2026-05-10T14:00:28.762336Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

Observation 05dd8d5a-264b-4ebf-a384-e86bce466c59 · inbound

From Human Videos to Robot Manipulation: A Survey on Scalable Vision-Language-Action Learning with Human-Centric Data cites this paper.

From Human Videos to Robot Manipulation: A Survey on Scalable Vision-Language-Action Learning with Human-Centric Data Multimodal Reinforcement Learning with Adaptive Verifier for AI Agents

Reference 61

Resolution: verified exact; local_arxiv, observed 2026-06-30T18:55:00.226075Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

Observation b86aef18-4663-47d9-952f-b024056ced4f · inbound

Proxy Reward Internalization and Mechanistic Exploitation: A Learned Precursor to Reward Hacking and Its Generalization cites this paper.

Proxy Reward Internalization and Mechanistic Exploitation: A Learned Precursor to Reward Hacking and Its Generalization Multimodal Reinforcement Learning with Adaptive Verifier for AI Agents

Reference 283

Resolution: metadata mismatch; local_arxiv, observed 2026-07-03T01:37:30.530160Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

Observation 258d5d9b-27fe-4947-ae63-2174fdc12742 · inbound

Messier: A High-Resolution Corpus for Cross-Benchmark Agent Evaluation cites this paper.

Messier: A High-Resolution Corpus for Cross-Benchmark Agent Evaluation Multimodal Reinforcement Learning with Adaptive Verifier for AI Agents

Reference 74

Resolution: unresolved; no resolver link, observed 2026-08-01T01:16:44.541597Z

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