Typed states for the displayed outbound observations.
Source: paper_references, paper_reference_links, observed 2026-05-20T05:30:37.685873Z
Paper Citation Record · LEDGER
As of 14 August 2026, this Paper Citation Record lists 58 of 58 outbound references and 1 inbound Pith citation observation for arXiv:2605.19461.
A citation records a reference. It does not transfer a finding from one paper to another.
Typed states for the displayed outbound observations.
Source: paper_references, paper_reference_links, observed 2026-05-20T05:30:37.685873Z
One-hop event checks from named stored sources.
Source: scholarly_work_events, retraction_status_cache, observed 2026-08-14T06:32:32.682623+00:00
Pith citing papers itemized under the disclosed page cap.
Source: paper_references, paper_reference_links, observed 2026-08-04T13:44:41.612646Z
A source-named dated measurement, never combined with another source.
Source: cited_works
58 of 58 outbound references displayed
External citation measurements
No source-named external measurement is stored.
Observation a37149da-5945-449b-8037-3c350e66a895 · outbound
Beyond Mode Collapse: Distribution Matching for Diverse Reasoning Understanding the impact of entropy on policy optimization
Reference 1
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.
Observation ee34dfb1-2691-4ddd-b20f-5f2fa4192de2 · outbound
Beyond Mode Collapse: Distribution Matching for Diverse Reasoning Polaris: A post-training recipe for scaling reinforcement learning on advanced reasoning models, 2025.URL https://hkunlp
Reference 2
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.
Observation f59bf4b1-8ec5-4235-97f3-aa03cecb0ec4 · outbound
Beyond Mode Collapse: Distribution Matching for Diverse Reasoning Exploration by Random Network Distillation
Reference 3
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.
Observation f26dcbd3-d925-49b1-91fb-13e1c3be1936 · outbound
Beyond Mode Collapse: Distribution Matching for Diverse Reasoning Pass@k Training for Adaptively Balancing Exploration and Exploitation of Large Reasoning Models
Reference 5
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.
Observation 855b7f33-2cc5-46bb-989d-4125447dd987 · outbound
Beyond Mode Collapse: Distribution Matching for Diverse Reasoning Reasoning with Exploration: An Entropy Perspective
Reference 6
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.
Observation 198d6157-fedf-4cb0-819d-79406df5d440 · outbound
Beyond Mode Collapse: Distribution Matching for Diverse Reasoning Gpg: A simple and strong reinforcement learning baseline for model reasoning
Reference 7
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.
Observation 9e7027c3-6e42-49fb-a302-4a5ee8dcefaf · outbound
Beyond Mode Collapse: Distribution Matching for Diverse Reasoning The Entropy Mechanism of Reinforcement Learning for Reasoning Language Models
Reference 8
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.
Observation 9fb821af-4b1f-4227-9b44-71bb0591aa1a · outbound
Beyond Mode Collapse: Distribution Matching for Diverse Reasoning VLMEvalKit: An Open-Source Toolkit for Evaluating Large Multi-Modality Models
Reference 9
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.
Observation aee1cd82-d8e5-4928-acd7-a3b9264ea894 · outbound
Beyond Mode Collapse: Distribution Matching for Diverse Reasoning The wisdom of the crowd: Reliable deep reinforcement learning through ensembles of q-functions.IEEE transactions on neural networks and learning systems, 34(1): 43–51
Reference 10
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.
Observation 94f56815-2179-4fda-b097-666a5c0f1000 · outbound
Beyond Mode Collapse: Distribution Matching for Diverse Reasoning Maximum Entropy RL (Provably) Solves Some Robust RL Problems
Reference 11
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.
Observation ba146b9a-fb39-4699-9f3c-983e3f2de9de · outbound
Beyond Mode Collapse: Distribution Matching for Diverse Reasoning DeepSeek-R1: Incentivizing Reasoning Capability in LLMs via Reinforcement Learning
Reference 12
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.
Observation 5593c69f-5f37-4134-9fbb-beecd225756f · outbound
Beyond Mode Collapse: Distribution Matching for Diverse Reasoning Soft actor-critic: Off-policy maximum entropy deep reinforcement learning with a stochastic actor
Reference 13
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.
Observation 996b206a-da57-4a82-96d4-76d61d3b06b1 · outbound
Beyond Mode Collapse: Distribution Matching for Diverse Reasoning Olympiadbench: A challenging benchmark for promoting agi with olympiad- level bilingual multimodal scientific problems
Reference 14
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.
Observation e4b2e5c6-750a-41d0-b97e-86ef77a03cc4 · outbound
Beyond Mode Collapse: Distribution Matching for Diverse Reasoning DeepMath-103K: A Large-Scale, Challenging, Decontaminated, and Verifiable Mathematical Dataset for Advancing Reasoning
Reference 15
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.
Observation c7a737ee-6be7-4a96-8976-61d0c7cdd819 · outbound
Beyond Mode Collapse: Distribution Matching for Diverse Reasoning Measuring Mathematical Problem Solving With the MATH Dataset
Reference 16
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.
Observation 2982cfa8-3cc6-423d-aa44-00a24670bcdf · outbound
Beyond Mode Collapse: Distribution Matching for Diverse Reasoning Reasoning with Sampling: Your Base Model is Smarter Than You Think
Reference 17
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.
Observation d6033ec3-5866-44d2-af1c-4b9cd44001d5 · outbound
Beyond Mode Collapse: Distribution Matching for Diverse Reasoning Reinforcement Learning and Control as Probabilistic Inference: Tutorial and Review
Reference 18
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.
Observation 673c4f78-4532-41bd-9f03-0a659be9cc2b · outbound
Beyond Mode Collapse: Distribution Matching for Diverse Reasoning Solving quantitative reasoning problems with language models.Advances in neural information processing systems, 35:3843–3857
Reference 19
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.
Observation 07474a42-a595-4c3a-a7b4-b8e87a465d9d · outbound
Beyond Mode Collapse: Distribution Matching for Diverse Reasoning Numinamath: The largest public dataset in ai4maths with 860k pairs of competition math problems and solutions.Hugging Face repository, 13(9):9
Reference 20
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.
Observation 1e5d71a7-118f-4da1-9caf-3f700cd78a3c · outbound
Beyond Mode Collapse: Distribution Matching for Diverse Reasoning Np-engine: Empowering optimization reasoning in large language models with verifiable synthetic np problems
Reference 21
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.
Observation a1cf41c6-6992-4289-ab73-206ba9f953dc · outbound
Beyond Mode Collapse: Distribution Matching for Diverse Reasoning Code-r1: Reproducing r1 for code with reliable rewards.https: //github.com/ganler/code-r1
Reference 22
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.
Observation 961bba6b-e9e6-473a-9bf1-4dc9fdec77dc · outbound
Beyond Mode Collapse: Distribution Matching for Diverse Reasoning MathVista: Evaluating Mathematical Reasoning of Foundation Models in Visual Contexts
Reference 23
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.
Observation e7c77d9d-0b59-4783-9f93-7b21d5ab3875 · outbound
Beyond Mode Collapse: Distribution Matching for Diverse Reasoning MM-Eureka: Exploring the Frontiers of Multimodal Reasoning with Rule-based Reinforcement Learning
Reference 24
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.
Observation fe78bcd9-bc74-4a87-8644-ce3fc96213af · outbound
Beyond Mode Collapse: Distribution Matching for Diverse Reasoning MIT press
Reference 25
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.
Observation 176119b7-7781-42e7-8780-657ba4648c1a · outbound
Beyond Mode Collapse: Distribution Matching for Diverse Reasoning Learning to reason with llms
Reference 26
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.
Observation f47a157f-b509-4cc3-af1c-faa3376a8d53 · outbound
Beyond Mode Collapse: Distribution Matching for Diverse Reasoning Curiosity-driven exploration by self-supervised prediction
Reference 27
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.
Observation c92bc789-91d8-4a64-875e-18b7adc9210b · outbound
Beyond Mode Collapse: Distribution Matching for Diverse Reasoning We-Math: Does Your Large Multimodal Model Achieve Human-like Mathematical Reasoning?
Reference 28
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.
Observation 23c91af2-ac4e-478e-92fe-d98de2318a3d · outbound
Beyond Mode Collapse: Distribution Matching for Diverse Reasoning Proximal Policy Optimization Algorithms
Reference 29
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.
Observation 1078e265-29d0-45c8-b017-efcadd510dff · outbound
Beyond Mode Collapse: Distribution Matching for Diverse Reasoning DeepSeekMath: Pushing the Limits of Mathematical Reasoning in Open Language Models
Reference 31
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.
Observation 15b83eb1-f291-473d-bba4-8dbfa2f28860 · outbound
Beyond Mode Collapse: Distribution Matching for Diverse Reasoning Outcome-based Exploration for LLM Reasoning
Reference 32
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.
Observation dba45ee3-86d2-4417-ad9d-c2477fd67baa · outbound
Beyond Mode Collapse: Distribution Matching for Diverse Reasoning Optimizing language models for inference time objectives using reinforcement learning
Reference 33
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.
Observation 8dd7e67c-5999-4c1a-b923-ca085a9a060f · outbound
Beyond Mode Collapse: Distribution Matching for Diverse Reasoning Measuring Multimodal Mathematical Reasoning with MATH-Vision Dataset
Reference 34
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.
Observation 1be689d9-7961-4844-ab19-a6c50b5bf41e · outbound
Beyond Mode Collapse: Distribution Matching for Diverse Reasoning Beyond the 80/20 Rule: High-Entropy Minority Tokens Drive Effective Reinforcement Learning for LLM Reasoning
Reference 35
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.
Observation b47dfa66-c124-4608-b0a8-5199c4e720f8 · outbound
Beyond Mode Collapse: Distribution Matching for Diverse Reasoning LogicVista: Multimodal LLM Logical Reasoning Benchmark in Visual Contexts
Reference 36
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.
Observation fef7c5a0-c800-4b7f-a87b-98943088211d · outbound
Beyond Mode Collapse: Distribution Matching for Diverse Reasoning VisuLogic: A Benchmark for Evaluating Visual Reasoning in Multi-modal Large Language Models
Reference 37
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.
Observation 63531d10-d0f6-4cf0-9a84-779f02d90597 · outbound
Beyond Mode Collapse: Distribution Matching for Diverse Reasoning Learning to Reason under Off-Policy Guidance
Reference 38
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.
Observation ee67d419-e0f3-4d98-b205-91f6b46cc74c · outbound
Beyond Mode Collapse: Distribution Matching for Diverse Reasoning DAPO: An Open-Source LLM Reinforcement Learning System at Scale
Reference 39
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.
Observation e404842d-b91e-430d-9adb-c11a81ee5935 · outbound
Beyond Mode Collapse: Distribution Matching for Diverse Reasoning Gsm8k-v: Can vision language models solve grade school math word problems in visual contexts
Reference 40
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.
Observation dc596150-cdd7-4588-8345-fb400c460094 · outbound
Beyond Mode Collapse: Distribution Matching for Diverse Reasoning Does Reinforcement Learning Really Incentivize Reasoning Capacity in LLMs Beyond the Base Model?
Reference 41
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.
Observation 2f1b12f2-1d77-4814-ac5d-2c98432bcce6 · outbound
Beyond Mode Collapse: Distribution Matching for Diverse Reasoning A Survey of Reinforcement Learning for Large Reasoning Models
Reference 42
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.
Observation 39086b19-68a6-4dce-a81a-7315074d582a · outbound
Beyond Mode Collapse: Distribution Matching for Diverse Reasoning MathVerse: Does Your Multi-modal LLM Truly See the Diagrams in Visual Math Problems?
Reference 43
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.
Observation 7c2d8b3c-581f-4362-8d30-09258c08b9fc · outbound
Beyond Mode Collapse: Distribution Matching for Diverse Reasoning Group Sequence Policy Optimization
Reference 44
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.
Observation 1cc36a5d-3d4b-4452-a1ea-8e3bca7e9976 · outbound
Beyond Mode Collapse: Distribution Matching for Diverse Reasoning arXiv preprint arXiv:2509.15207 , year=
Reference 45
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.
Observation 759f428c-1e07-45e2-999d-5d22141af381 · outbound
Beyond Mode Collapse: Distribution Matching for Diverse Reasoning Exploring multi-temperature strategies for token-and rollout-level control in rlvr
Reference 46
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.
Observation 0f112f74-3b3c-407d-bf6a-6d6782d28e21 · outbound
Beyond Mode Collapse: Distribution Matching for Diverse Reasoning Ensembling diverse policies improves generalizability of reinforcement learning algorithms in continuous control tasks
Reference 47
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.
Observation ad70caba-4c0c-41be-bec3-9a38537e6efb · outbound
Beyond Mode Collapse: Distribution Matching for Diverse Reasoning Find the shortest tour visiting all 20 cities exactly once
Reference 48
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.
Observation c1564609-ee29-4f4b-98f1-898537bd9e24 · outbound
Beyond Mode Collapse: Distribution Matching for Diverse Reasoning optimality gap
Reference 49
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.
Observation 237ab1d6-a4bd-4dfe-9002-29411ec028a6 · outbound
Beyond Mode Collapse: Distribution Matching for Diverse Reasoning Unresolved cited work
Reference 50
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.
Observation c5c4d44e-e35c-49bb-b7da-0792def75f68 · outbound
Beyond Mode Collapse: Distribution Matching for Diverse Reasoning Unresolved cited work
Reference 51
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.
Observation e5779b26-c5b0-4b6f-8792-3074b3de4e3d · outbound
Beyond Mode Collapse: Distribution Matching for Diverse Reasoning Unresolved cited work
Reference 52
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.
Observation 6c2909fa-e0e9-4fa0-b174-1926dc6bfc69 · outbound
Beyond Mode Collapse: Distribution Matching for Diverse Reasoning Let's start by assigning colors step-by-step: - Vertex 16 has the highest degree (5 edges), so it can be assigned color 1
Reference 53
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.
Observation 4dc56c6c-b217-429e-966c-f1b12f219d7d · outbound
Beyond Mode Collapse: Distribution Matching for Diverse Reasoning Unresolved cited work
Reference 54
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.
Observation 0a05bda2-ebd6-4af4-9f76-cd5a2522bc30 · outbound
Beyond Mode Collapse: Distribution Matching for Diverse Reasoning Unresolved cited work
Reference 55
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.
Observation 64c0e413-8c6e-4c34-a63d-52f516591de0 · outbound
Beyond Mode Collapse: Distribution Matching for Diverse Reasoning Unresolved cited work
Reference 56
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.
Observation 605fadf5-dc62-4672-b163-fa2366c7943c · outbound
Beyond Mode Collapse: Distribution Matching for Diverse Reasoning Unresolved cited work
Reference 57
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.
Observation 22b5469d-7aa9-45d5-a520-ffc9ef9d7d35 · outbound
Beyond Mode Collapse: Distribution Matching for Diverse Reasoning Unresolved cited work
Reference 58
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.
Observation 089727e6-8204-487e-bf50-c5796967617a · outbound
Beyond Mode Collapse: Distribution Matching for Diverse Reasoning Let's apply this to the given graph
Reference 59
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.
Observation 67869dbf-dc5b-4f94-95cc-834aa8a486f6 · outbound
Beyond Mode Collapse: Distribution Matching for Diverse Reasoning Unresolved cited work
Reference 60
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.
Observation 50d1c619-e285-4906-a690-0e82a7612cc1 · inbound
Beyond the Mean: Multi-Moment Policy Optimization for LLM Reasoning Beyond Mode Collapse: Distribution Matching for Diverse Reasoning
Reference 18
Source-reported events for the cited work
Unavailable: canonical work link unavailable.