Typed states for the displayed outbound observations.
Source: paper_references, paper_reference_links, observed 2026-05-16T07:21:01.335414Z
Paper Citation Record · LEDGER
As of 6 August 2026, this Paper Citation Record lists 19 of 19 outbound references and 0 inbound Pith citation observations for arXiv:2602.06475.
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 2026-05-16T07:21:01.335414Z
One-hop event checks from named stored sources.
Source: scholarly_work_events, retraction_status_cache, observed 2026-08-06T06:34:29.942622+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
19 of 19 outbound references displayed
External citation measurements
No source-named external measurement is stored.
Observation 8968459f-ad4a-4d72-8315-8bb50bf4658b · outbound
Towards Generalizable Reasoning: Group Causal Counterfactual Policy Optimization for LLM Reasoning Training language models to reason efficiently
Reference 1
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.
Observation 011fdcb2-975f-4d7b-9885-b50c11129b45 · outbound
Towards Generalizable Reasoning: Group Causal Counterfactual Policy Optimization for LLM Reasoning Evaluating Large Language Models Trained on Code
Reference 2
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.
Observation f0672f5f-5a20-4c0a-a0c0-18135e3042d1 · outbound
Towards Generalizable Reasoning: Group Causal Counterfactual Policy Optimization for LLM Reasoning Pass@k Training for Adaptively Balancing Exploration and Exploitation of Large Reasoning Models
Reference 3
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.
Observation 486c00ec-8ef0-4a71-a686-4b8da5d28f71 · outbound
Towards Generalizable Reasoning: Group Causal Counterfactual Policy Optimization for LLM Reasoning Training Verifiers to Solve Math Word Problems
Reference 4
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.
Observation 0afe54fa-c7be-4790-b552-91f252c4ec50 · outbound
Towards Generalizable Reasoning: Group Causal Counterfactual Policy Optimization for LLM Reasoning Group Causal Policy Optimization for Post-Training Large Language Models
Reference 5
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.
Observation 9e68f7ae-44bd-4e60-8107-ab3bdfc5b4f5 · outbound
Towards Generalizable Reasoning: Group Causal Counterfactual Policy Optimization for LLM Reasoning Measuring Mathematical Problem Solving With the MATH Dataset
Reference 6
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.
Observation 47a99bca-aed5-4d2f-bf96-d04bacde48b8 · outbound
Towards Generalizable Reasoning: Group Causal Counterfactual Policy Optimization for LLM Reasoning SWE-bench: Can Language Models Resolve Real-World GitHub Issues?
Reference 7
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.
Observation 228c6ae5-a3b3-4c22-9994-9114d526f8f6 · outbound
Towards Generalizable Reasoning: Group Causal Counterfactual Policy Optimization for LLM Reasoning Understanding R1-Zero-Like Training: A Critical Perspective
Reference 8
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.
Observation 3c72c55e-5d48-4e43-bf7b-f95054e9e5bc · outbound
Towards Generalizable Reasoning: Group Causal Counterfactual Policy Optimization for LLM Reasoning Optimizing Test-Time Compute via Meta Reinforcement Fine-Tuning
Reference 9
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.
Observation 7b2aeaaf-6b14-4f49-a423-6fe8031865a7 · outbound
Towards Generalizable Reasoning: Group Causal Counterfactual Policy Optimization for LLM Reasoning Benchmarking LLM for Code Smells Detection: OpenAI GPT-4.0 vs DeepSeek-V3
Reference 10
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.
Observation b28347fd-d10f-4688-8f26-5d1b004582e8 · outbound
Towards Generalizable Reasoning: Group Causal Counterfactual Policy Optimization for LLM Reasoning DeepSeekMath: Pushing the Limits of Mathematical Reasoning in Open Language Models
Reference 11
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.
Observation 2f380030-65e3-4d56-9849-894d4244cce4 · outbound
Towards Generalizable Reasoning: Group Causal Counterfactual Policy Optimization for LLM Reasoning Scaling LLM Test-Time Compute Optimally can be More Effective than Scaling Model Parameters
Reference 12
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.
Observation f9e433d1-a52f-46a1-a88c-aa4c18f653a4 · outbound
Towards Generalizable Reasoning: Group Causal Counterfactual Policy Optimization for LLM Reasoning Gtpo and grpo-s: Token and sequence-level reward shaping with policy entropy.arXiv preprint arXiv:2508.04349
Reference 13
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.
Observation 179f691f-920f-4e6c-940f-1558f0e63770 · outbound
Towards Generalizable Reasoning: Group Causal Counterfactual Policy Optimization for LLM Reasoning Beyond Reward Hacking: Causal Rewards for Large Language Model Alignment
Reference 14
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.
Observation a4856d94-8cf5-422f-a483-759758445f0e · outbound
Towards Generalizable Reasoning: Group Causal Counterfactual Policy Optimization for LLM Reasoning Think When You Need: Self-Adaptive Chain-of-Thought Learning
Reference 15
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.
Observation dee1e25f-c0d1-41a5-bfac-29349f636835 · outbound
Towards Generalizable Reasoning: Group Causal Counterfactual Policy Optimization for LLM Reasoning Demystifying Long Chain-of-Thought Reasoning in LLMs
Reference 16
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.
Observation 8b924cce-9f1b-4b33-8b7b-e9d9ac5230bf · outbound
Towards Generalizable Reasoning: Group Causal Counterfactual Policy Optimization for LLM Reasoning Gvpo: Group variance policy optimization for large language model post-training
Reference 17
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.
Observation c9cc6d41-6abd-40f6-ae27-1b1dfb581ddb · outbound
Towards Generalizable Reasoning: Group Causal Counterfactual Policy Optimization for LLM Reasoning Group Sequence Policy Optimization
Reference 18
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.
Observation 1a126558-2aa2-41fa-822f-bb3b714ebddb · outbound
Towards Generalizable Reasoning: Group Causal Counterfactual Policy Optimization for LLM Reasoning SWEET-RL: Training Multi-Turn LLM Agents on Collaborative Reasoning Tasks
Reference 19
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.
No inbound Pith citation observations are available.