Typed states for the displayed outbound observations.
Source: paper_references, paper_reference_links, observed 2026-07-11T11:50:26.030339Z
Paper Citation Record · LEDGER
As of 6 August 2026, this Paper Citation Record lists 34 of 34 outbound references and 0 inbound Pith citation observations for arXiv:2604.12160.
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 2026-07-11T11:50:26.030339Z
One-hop event checks from named stored sources.
Source: scholarly_work_events, retraction_status_cache, observed 2026-08-05T06:32:48.257954+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
34 of 34 outbound references displayed
External citation measurements
No source-named external measurement is stored.
Observation 65083332-4263-4475-9d35-f7512bdf980f · outbound
PubSwap: Public-Data Off-Policy Coordination for Federated RLVR Reinforcement Pre-Training
Reference 1
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.
Observation a1fe332c-1917-4aba-beda-7c12085fb0c8 · outbound
PubSwap: Public-Data Off-Policy Coordination for Federated RLVR The Llama 3 Herd of Models
Reference 2
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.
Observation d641c100-c1e7-4cd0-acd4-bdb524dbe66d · outbound
PubSwap: Public-Data Off-Policy Coordination for Federated RLVR Rubrics as Rewards: Reinforcement Learning Beyond Verifiable Domains
Reference 3
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.
Observation 07c5dbba-d228-4d05-aeae-fa4ae0032d28 · outbound
PubSwap: Public-Data Off-Policy Coordination for Federated RLVR DeepMath-103K: A Large-Scale, Challenging, Decontaminated, and Verifiable Mathematical Dataset for Advancing Reasoning
Reference 4
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.
Observation a6b7218d-e4e3-44be-b610-3fec15388bf8 · outbound
PubSwap: Public-Data Off-Policy Coordination for Federated RLVR Measuring Mathematical Problem Solving With the MATH Dataset
Reference 5
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.
Observation 726b6feb-5b21-4df8-a272-61076c574b96 · outbound
PubSwap: Public-Data Off-Policy Coordination for Federated RLVR Measuring the Effects of Non-Identical Data Distribution for Federated Visual Classification
Reference 6
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.
Observation 9a6de2a1-2fd0-4b17-84f6-656c31b44031 · outbound
PubSwap: Public-Data Off-Policy Coordination for Federated RLVR Communication-Efficient On-Device Machine Learning: Federated Distillation and Augmentation under Non-IID Private Data
Reference 7
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.
Observation 5bec4052-a4e5-4958-85cd-32505e80d068 · outbound
PubSwap: Public-Data Off-Policy Coordination for Federated RLVR Fedexp: Speeding up feder- ated averaging via extrapolation
Reference 8
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.
Observation 9277bd67-1dda-4ae2-a44b-5e058ca566d0 · outbound
PubSwap: Public-Data Off-Policy Coordination for Federated RLVR Federated Learning: Strategies for Improving Communication Efficiency
Reference 9
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.
Observation 423370ac-265b-4082-a7ff-3a85f455d3f8 · outbound
PubSwap: Public-Data Off-Policy Coordination for Federated RLVR PrefPalette: Personalized Preference Modeling with Latent Attributes
Reference 10
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.
Observation ce61cc47-e1c6-41d3-bf1f-ec1b7f1a2004 · outbound
PubSwap: Public-Data Off-Policy Coordination for Federated RLVR Quantization Hurts Reasoning? An Empirical Study on Quantized Reasoning Models
Reference 11
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.
Observation fe178f05-98da-46a3-8006-a447f50916ff · outbound
PubSwap: Public-Data Off-Policy Coordination for Federated RLVR Revisiting Group Relative Policy Optimization: Insights into On-Policy and Off-Policy Training
Reference 12
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.
Observation 8d7cbd9a-5351-42bb-b6e8-beba46412eaa · outbound
PubSwap: Public-Data Off-Policy Coordination for Federated RLVR M.et al.Training a Scientific Reasoning Model for Chemistry (2025)
Reference 13
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.
Observation 0c5aee3e-89a3-4651-a174-68cb24c46ea3 · outbound
PubSwap: Public-Data Off-Policy Coordination for Federated RLVR Ravan: Multi-head low-rank adaptation for federated fine-tuning.arXiv preprint arXiv:2506.05568
Reference 14
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.
Observation 92472a1f-1c46-4874-8ef1-6149062488f1 · outbound
PubSwap: Public-Data Off-Policy Coordination for Federated RLVR Adaptive Federated Optimization
Reference 15
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.
Observation 8b6d19cf-4052-426c-8a0a-1762b5be3ab0 · outbound
PubSwap: Public-Data Off-Policy Coordination for Federated RLVR Fedpaq: A communication-efficient federated learning method with periodic averaging and quantization
Reference 16
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.
Observation 1c576c64-f1f4-4ee3-a761-f7d1e783454b · outbound
PubSwap: Public-Data Off-Policy Coordination for Federated RLVR Proximal Policy Optimization Algorithms
Reference 17
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.
Observation 50c7f524-6b95-409c-8aa4-6b89417563b9 · outbound
PubSwap: Public-Data Off-Policy Coordination for Federated RLVR 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 2026-08-05T06:32:48.257954+00:00.
Observation 3807499f-d513-405a-8343-7e6d560ad2df · outbound
PubSwap: Public-Data Off-Policy Coordination for Federated RLVR FlexOlmo: Open Language Models for Flexible Data Use
Reference 19
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.
Observation 240dbc33-de94-4ae2-981d-3980c4c9e09a · outbound
PubSwap: Public-Data Off-Policy Coordination for Federated RLVR INTELLECT-2: A Reasoning Model Trained Through Globally Decentralized Reinforcement Learning
Reference 20
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.
Observation 47236bed-1e76-4aef-96f4-5d47aee8fe7e · outbound
PubSwap: Public-Data Off-Policy Coordination for Federated RLVR Can public large language models help private cross-device federated learning? InFindings of the Association for Computational Linguistics: NAACL 2024, pp
Reference 21
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.
Observation 778680e8-6a2d-4598-a560-5dee44fcee29 · outbound
PubSwap: Public-Data Off-Policy Coordination for Federated RLVR Tina: Tiny Reasoning Models via LoRA
Reference 22
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.
Observation f27d821f-e8a4-47e5-8677-2973226010e0 · outbound
PubSwap: Public-Data Off-Policy Coordination for Federated RLVR Fedmoa: Federated grpo for personalized reasoning llms under heterogeneous rewards
Reference 23
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.
Observation 571871b6-4f68-4628-bc06-e14f18faf41b · outbound
PubSwap: Public-Data Off-Policy Coordination for Federated RLVR Not All Rollouts are Useful: Down-Sampling Rollouts in LLM Reinforcement Learning
Reference 24
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.
Observation 8f1ffc40-0ad6-4637-95eb-e492f4978d1d · outbound
PubSwap: Public-Data Off-Policy Coordination for Federated RLVR Qwen2.5-Math Technical Report: Toward Mathematical Expert Model via Self-Improvement
Reference 25
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.
Observation 5839b5d1-cc61-4b0d-8472-7c01d14b2e17 · outbound
PubSwap: Public-Data Off-Policy Coordination for Federated RLVR Qwen3 Technical Report
Reference 26
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.
Observation 1c6dfa7e-b427-4dfc-b064-156d1e48a47d · outbound
PubSwap: Public-Data Off-Policy Coordination for Federated RLVR Beyond Correctness: Harmonizing Process and Outcome Rewards through RL Training
Reference 27
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.
Observation 042e56c1-f948-4226-ab85-e70ced49770f · outbound
PubSwap: Public-Data Off-Policy Coordination for Federated RLVR Privacy-Preserving Instructions for Aligning Large Language Models
Reference 28
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.
Observation 11ed0fa9-d735-4b7e-aeb4-42078a3277c6 · outbound
PubSwap: Public-Data Off-Policy Coordination for Federated RLVR DAPO: An Open-Source LLM Reinforcement Learning System at Scale
Reference 29
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.
Observation 56611336-6c53-4551-93d4-a2634db6bcd9 · outbound
PubSwap: Public-Data Off-Policy Coordination for Federated RLVR Towards building the federatedgpt: Federated instruction tuning
Reference 30
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.
Observation fc2a2d5a-d91c-4693-9596-38dd5e3ea19f · outbound
PubSwap: Public-Data Off-Policy Coordination for Federated RLVR DianJin-R1: Evaluating and Enhancing Financial Reasoning in Large Language Models
Reference 31
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.
Observation da23b531-6680-48cd-ae91-000459973ea8 · outbound
PubSwap: Public-Data Off-Policy Coordination for Federated RLVR DeepSeek-Coder-V2: Breaking the Barrier of Closed-Source Models in Code Intelligence
Reference 32
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.
Observation 4b4c5c57-65e5-47ce-8690-2375150e3fd9 · outbound
PubSwap: Public-Data Off-Policy Coordination for Federated RLVR If M(t) i (x, θ) =m , let Y (0) i (x), Y (1) i (x)
Reference 33
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.
Observation e063a454-8462-4ddc-a7e8-7ee1f59d83a0 · outbound
PubSwap: Public-Data Off-Policy Coordination for Federated RLVR The Balanced method and aswapperiod of 2 is used here for response aggregation withPubSwap
Reference 34
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.
No inbound Pith citation observations are available.