Typed states for the displayed outbound observations.
Source: paper_references, paper_reference_links, observed 2026-05-22T07:50:44.907952Z
Paper Citation Record · LEDGER
As of 19 July 2026, this Paper Citation Record lists 29 of 29 outbound references and 0 inbound Pith citation observations for arXiv:2605.22703.
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 2026-05-22T07:50:44.907952Z
One-hop event checks from named stored sources.
Source: scholarly_work_events, retraction_status_cache, observed 2026-07-19T06:30:13.599613+00:00
Pith citing papers itemized under the disclosed page cap.
Source: paper_references, paper_reference_links
A source-named dated measurement, never combined with another source.
Source: cited_works
29 of 29 outbound references displayed
External citation measurements
No source-named external measurement is stored.
Observation 5e0859d6-e3d1-4d7d-a264-7c97c2c886c0 · outbound
Clipping Bottleneck: Stabilizing RLVR via Stochastic Recovery of Near-Boundary Signals MiniMax-M1: Scaling Test-Time Compute Efficiently with Lightning Attention
Reference 1
Source-reported events for the cited work
No event found in the named queried sources as of 2026-07-19T06:30:13.599613+00:00.
Observation 9292c4f1-2023-41b6-81e4-7881c07a53be · outbound
Clipping Bottleneck: Stabilizing RLVR via Stochastic Recovery of Near-Boundary Signals Gemini 2.5: Pushing the Frontier with Advanced Reasoning, Multimodality, Long Context, and Next Generation Agentic Capabilities
Reference 2
Source-reported events for the cited work
No event found in the named queried sources as of 2026-07-19T06:30:13.599613+00:00.
Observation f6cd9c29-5cdb-4e8d-ae4c-2dec22cf888e · outbound
Clipping Bottleneck: Stabilizing RLVR via Stochastic Recovery of Near-Boundary Signals The Entropy Mechanism of Reinforcement Learning for Reasoning Language Models
Reference 3
Source-reported events for the cited work
No event found in the named queried sources as of 2026-07-19T06:30:13.599613+00:00.
Observation dd45ef2d-a0f7-4346-b921-f5831caf6140 · outbound
Clipping Bottleneck: Stabilizing RLVR via Stochastic Recovery of Near-Boundary Signals It’s not you, it’s clipping: A soft trust-region via probability smoothing for llm rl.arXiv preprint arXiv:2509.21282
Reference 4
Source-reported events for the cited work
No event found in the named queried sources as of 2026-07-19T06:30:13.599613+00:00.
Observation 91d8d387-b458-4cba-807a-ae2c77f70342 · outbound
Clipping Bottleneck: Stabilizing RLVR via Stochastic Recovery of Near-Boundary Signals Soft Adaptive Policy Optimization
Reference 5
Source-reported events for the cited work
No event found in the named queried sources as of 2026-07-19T06:30:13.599613+00:00.
Observation 301622b1-4422-425a-9431-d2af0c33e505 · outbound
Clipping Bottleneck: Stabilizing RLVR via Stochastic Recovery of Near-Boundary Signals DeepSeek-R1: Incentivizing Reasoning Capability in LLMs via Reinforcement Learning
Reference 6
Source-reported events for the cited work
No event found in the named queried sources as of 2026-07-19T06:30:13.599613+00:00.
Observation 46c30d97-08a2-4b44-838a-3b6b05063a80 · outbound
Clipping Bottleneck: Stabilizing RLVR via Stochastic Recovery of Near-Boundary Signals Rethinking Entropy Interventions in RLVR: An Entropy Change Perspective
Reference 7
Source-reported events for the cited work
No event found in the named queried sources as of 2026-07-19T06:30:13.599613+00:00.
Observation 90ec24fa-4f83-425a-b3e6-b7970b52808e · outbound
Clipping Bottleneck: Stabilizing RLVR via Stochastic Recovery of Near-Boundary Signals A sober look at progress in language model reasoning: Pitfalls and paths to repro- ducibility.arXiv preprint arXiv:2504.07086
Reference 8
Source-reported events for the cited work
No event found in the named queried sources as of 2026-07-19T06:30:13.599613+00:00.
Observation 367b4e4c-f50f-4cfa-8dd7-a39443bb77fa · outbound
Clipping Bottleneck: Stabilizing RLVR via Stochastic Recovery of Near-Boundary Signals Open-Reasoner-Zero: An Open Source Approach to Scaling Up Reinforcement Learning on the Base Model
Reference 9
Source-reported events for the cited work
No event found in the named queried sources as of 2026-07-19T06:30:13.599613+00:00.
Observation 238b9426-d4a4-4965-89ce-ade9d984a77c · outbound
Clipping Bottleneck: Stabilizing RLVR via Stochastic Recovery of Near-Boundary Signals Low-probability tokens sustain exploration in reinforcement learning with verifiable reward.arXiv preprint arXiv:2510.03222
Reference 10
Source-reported events for the cited work
No event found in the named queried sources as of 2026-07-19T06:30:13.599613+00:00.
Observation 2517d983-0c8b-4c14-8a63-86309674861c · outbound
Clipping Bottleneck: Stabilizing RLVR via Stochastic Recovery of Near-Boundary Signals On the direction of rlvr updates for llm reasoning: Identification and exploitation
Reference 11
Source-reported events for the cited work
No event found in the named queried sources as of 2026-07-19T06:30:13.599613+00:00.
Observation 23bd93be-4664-4847-bccb-d7a5f9cb55bd · outbound
Clipping Bottleneck: Stabilizing RLVR via Stochastic Recovery of Near-Boundary Signals OpenAI o1 System Card
Reference 12
Source-reported events for the cited work
No event found in the named queried sources as of 2026-07-19T06:30:13.599613+00:00.
Observation e2abea4e-c79c-4959-a195-af7f96679c08 · outbound
Clipping Bottleneck: Stabilizing RLVR via Stochastic Recovery of Near-Boundary Signals How Difficulty-Aware Staged Reinforcement Learning Enhances LLMs' Reasoning Capabilities: A Preliminary Experimental Study
Reference 13
Source-reported events for the cited work
No event found in the named queried sources as of 2026-07-19T06:30:13.599613+00:00.
Observation db52912b-150e-466b-98c2-0ac890713bdd · outbound
Clipping Bottleneck: Stabilizing RLVR via Stochastic Recovery of Near-Boundary Signals Understanding R1-Zero-Like Training: A Critical Perspective
Reference 14
Source-reported events for the cited work
No event found in the named queried sources as of 2026-07-19T06:30:13.599613+00:00.
Observation fe4addce-31ae-4ed4-bad0-6f99371cbeaf · outbound
Clipping Bottleneck: Stabilizing RLVR via Stochastic Recovery of Near-Boundary Signals Clip your sequences fairly: Enforcing length fairness for sequence-level rl.arXiv preprint arXiv:2509.09177
Reference 15
Source-reported events for the cited work
No event found in the named queried sources as of 2026-07-19T06:30:13.599613+00:00.
Observation fc1b55e9-9549-4a18-8b38-e370881089db · outbound
Clipping Bottleneck: Stabilizing RLVR via Stochastic Recovery of Near-Boundary Signals Sparse but critical: A token-level analysis of distributional shifts in rlvr fine-tuning of llms
Reference 16
Source-reported events for the cited work
No event found in the named queried sources as of 2026-07-19T06:30:13.599613+00:00.
Observation e46ca483-3cdd-43b8-bb15-28ce04760131 · outbound
Clipping Bottleneck: Stabilizing RLVR via Stochastic Recovery of Near-Boundary Signals Proximal Policy Optimization Algorithms
Reference 17
Source-reported events for the cited work
No event found in the named queried sources as of 2026-07-19T06:30:13.599613+00:00.
Observation 97f8db89-096a-487c-bf6a-422aff7092e3 · outbound
Clipping Bottleneck: Stabilizing RLVR via Stochastic Recovery of Near-Boundary Signals DeepSeekMath: Pushing the Limits of Mathematical Reasoning in Open Language Models
Reference 18
Source-reported events for the cited work
No event found in the named queried sources as of 2026-07-19T06:30:13.599613+00:00.
Observation 5c4918be-f31a-4c04-84c3-8f75c3fd042e · outbound
Clipping Bottleneck: Stabilizing RLVR via Stochastic Recovery of Near-Boundary Signals Kimi K2: Open Agentic Intelligence
Reference 19
Source-reported events for the cited work
No event found in the named queried sources as of 2026-07-19T06:30:13.599613+00:00.
Observation b91137a3-0dbd-4d08-a95c-7173221044fe · outbound
Clipping Bottleneck: Stabilizing RLVR via Stochastic Recovery of Near-Boundary Signals When Importance Sampling Misallocates Credit: Asymmetric Ratios for Outcome-Supervised RL
Reference 20
Source-reported events for the cited work
No event found in the named queried sources as of 2026-07-19T06:30:13.599613+00:00.
Observation 8ac5d033-92d9-4fa0-b496-0b31101b0133 · outbound
Clipping Bottleneck: Stabilizing RLVR via Stochastic Recovery of Near-Boundary Signals Quantile advantage estimation for entropy-safe reasoning.arXiv preprint arXiv:2509.22611
Reference 21
Source-reported events for the cited work
No event found in the named queried sources as of 2026-07-19T06:30:13.599613+00:00.
Observation 4c899392-4280-44b4-8a6a-eff6296f39fb · outbound
Clipping Bottleneck: Stabilizing RLVR via Stochastic Recovery of Near-Boundary Signals Bapo: Stabilizing off-policy reinforcement learning for llms via balanced policy optimization with adaptive clipping.arXiv preprint arXiv:2510.18927
Reference 22
Source-reported events for the cited work
No event found in the named queried sources as of 2026-07-19T06:30:13.599613+00:00.
Observation 9cb69628-45fa-4210-bb7e-79c3b70c4d13 · outbound
Clipping Bottleneck: Stabilizing RLVR via Stochastic Recovery of Near-Boundary Signals Single-stream policy optimization.arXiv preprint arXiv:2509.13232
Reference 23
Source-reported events for the cited work
No event found in the named queried sources as of 2026-07-19T06:30:13.599613+00:00.
Observation d65a0d37-bca9-44b1-92e7-76738fb95fc4 · outbound
Clipping Bottleneck: Stabilizing RLVR via Stochastic Recovery of Near-Boundary Signals Qwen3 Technical Report
Reference 24
Source-reported events for the cited work
No event found in the named queried sources as of 2026-07-19T06:30:13.599613+00:00.
Observation 131054e5-b69f-4763-ab6b-3bc8dd993145 · outbound
Clipping Bottleneck: Stabilizing RLVR via Stochastic Recovery of Near-Boundary Signals Do Not Let Low-Probability Tokens Over-Dominate in RL for LLMs
Reference 25
Source-reported events for the cited work
No event found in the named queried sources as of 2026-07-19T06:30:13.599613+00:00.
Observation 5aead835-031d-4dfa-9f94-aac20548c730 · outbound
Clipping Bottleneck: Stabilizing RLVR via Stochastic Recovery of Near-Boundary Signals VAPO: Efficient and Reliable Reinforcement Learning for Advanced Reasoning Tasks
Reference 26
Source-reported events for the cited work
No event found in the named queried sources as of 2026-07-19T06:30:13.599613+00:00.
Observation 1e6d9905-7329-4639-aa7d-6711f79f0fdf · outbound
Clipping Bottleneck: Stabilizing RLVR via Stochastic Recovery of Near-Boundary Signals SimpleRL-Zoo: Investigating and Taming Zero Reinforcement Learning for Open Base Models in the Wild
Reference 27
Source-reported events for the cited work
No event found in the named queried sources as of 2026-07-19T06:30:13.599613+00:00.
Observation 319eccbc-5a9e-4908-bb6b-ed66cf03d02d · outbound
Clipping Bottleneck: Stabilizing RLVR via Stochastic Recovery of Near-Boundary Signals Group Sequence Policy Optimization
Reference 28
Source-reported events for the cited work
No event found in the named queried sources as of 2026-07-19T06:30:13.599613+00:00.
Observation ac259059-5106-49e2-ade4-755b0239ff58 · outbound
Clipping Bottleneck: Stabilizing RLVR via Stochastic Recovery of Near-Boundary Signals The surprising effectiveness of negative reinforcement in llm reasoning.arXiv preprint arXiv:2506.01347
Reference 29
Source-reported events for the cited work
No event found in the named queried sources as of 2026-07-19T06:30:13.599613+00:00.
No inbound Pith citation observations are available.