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get_weight_saver

Syntologyentry name in harvested coderead from the graph 2026-09-24

get_weight_saver appears in the code Syntology harvested for 69 papers, as 11 distinct code bodies found in 69 places (a place is one code body under one paper). At least one of them ran in 0 of the papers; 0 of the code bodies carry a behaviour fingerprint.

What this page is not. Routines are grouped here by the exact string of their function or class name. Nothing asserts that two samples named get_weight_saver do the same thing, share code, or are comparable; the name is a string, not an identity. Behaviour outputs (what a fingerprinted sample returned on the shared battery) are not in this export and are not shown here; the graph at syntology.ai holds them. "Ran" means executed on a synthesized fixture, not that the code is correct or reproduces a paper.

Samples Syntology

Syntology ran 0 of the 11 distinct code bodies named get_weight_saver; 11 are unverified. One tile per status, in the site's fixed vocabulary, each code body counted once:

0ran · honoured contract
0ran · violated contract
0ran · our draft was wrong
0ran · fixture could not drive it
0ran
11unverified
0fingerprinted

Licence is a property of each copy, so it is counted per place: 18 of the 69 places are pointer only (Syntology does not serve that copy's text). This site shows no code text for any sample; every row below links to the file in its repository where the record names one.

“Ran” means the sample executed on a synthesized input; it does not mean the output is correct. “Honoured” and “violated” refer to a contract Syntology drafted from the code itself; “our draft was wrong” and “fixture could not drive it” are failures of Syntology's instrument, not of the code, and those samples did run. The ran count above is every status except unverified, the same rule as each paper page.

Papers

69 papers shown of 69, newest first; 69 places in the table. A paper with no recorded date is placed by the month its arXiv id encodes, shown in the Date column as YYYY-MM (from id). One row per place: a paper whose repository defines the name more than once appears more than once, and the same code body held for several papers appears once under each, with the same status. Titles and dates are the archive's archive 2025-07-28 for papers in the archive, and the graph's for 56 papers added by Syntology; 3 papers have no page here and are shown by arXiv id only. Status and fingerprint are Syntology's record of each code body; licence is recorded for each place. The File cell ends with the code body's code_sha256, Syntology's identity for that exact code: an agent fetches the stored sample with Syntology's MCP tool get_code(code_sha256="…") (how to connect); click an identity to copy that call.

PaperDateFileStatus SyntologyLicence
Learn from Whoever Is Right: Answer-Verified Multi-Teacher Distillation for Multi-Domain LLMs added by Syntology 2026-09 (from id) hexixiang/MT-SDPO/training/verl/models/weight_loader_registry.py ada2d6cf9ca9ee89 unverified Apache-2.0 (permissive)
Explore More, Drift Less: Outcome-Only Reinforcement Learning Can Suffice for Long-Horizon Interactive Agents added by Syntology 2026-09 (from id) AlibabaResearch/SignalCoverageRL/verl/models/weight_loader_registry.py ada2d6cf9ca9ee89 unverified Apache-2.0 (permissive)
FARCA: Fact-Aligned Reliability-Aware Credit Assignment for Reinforcement Learning with Factual Supervision added by Syntology 2026-08 (from id) verl-project/verl/verl/models/weight_loader_registry.py ada2d6cf9ca9ee89 unverified Apache-2.0 (permissive)
Best Practice Critic Optimization BEST PRACTICE CRITIC OPTIMIZATION added by Syntology 2026-08 (from id) QPHutu/golden_critic/verl/models/weight_loader_registry.py ada2d6cf9ca9ee89 unverified Apache-2.0 (permissive)
Self-Improving Large Language Models via Progressive Experience Evolution added by Syntology 2026-08 (from id) rrrsj/SPEE/verl/models/weight_loader_registry.py ada2d6cf9ca9ee89 unverified Apache-2.0 (permissive)
ARMOR: Stabilizing On-Policy LLM RL with Off-Policy Anchor Samples added by Syntology 2026-07 (from id) Hesse73/ARMOR/verl/verl/models/weight_loader_registry.py cd6b1e0d6afb2762 unverified no licence file found · pointer only
When Implausible Tokens Get Reinforced: Tail-Aware Credit Calibration for LLM Reinforcement Learning added by Syntology 2026-07 (from id) xiuyilou/TACO/verl/models/weight_loader_registry.py ada2d6cf9ca9ee89 unverified no licence file found · pointer only
DENSER ̸ = BETTER: LIMITS OF ON-POLICY SELF-DISTILLATION FOR CONTINUAL POST-TRAINING added by Syntology 2026-07 (from id) Moenupa/SDPO-CL/verl/models/weight_loader_registry.py ada2d6cf9ca9ee89 unverified Apache-2.0 (permissive)
OPID: On-Policy Skill Distillation for Agentic Reinforcement Learning added by Syntology 2026-06 (from id) jinyangwu/OPID/verl/models/weight_loader_registry.py 55f217ce71432b58 unverified MIT (permissive)
VIMPO: Value-Implicit Policy Optimization for LLMs added by Syntology 2026-06 (from id) backprop07/VIMPO/verl/models/weight_loader_registry.py ada2d6cf9ca9ee89 unverified Apache-2.0 (permissive)
Stabilizing On-Policy Distillation for MLLM Reasoning with Global Normalization added by Syntology 2026-06 (from id) OPPO-Mente-Lab/GNDPO/verl/models/weight_loader_registry.py cd6b1e0d6afb2762 unverified Apache-2.0 (permissive)
INFUSER: Influence-Guided Self-Evolution Improves Reasoning added by Syntology 2026-06 (from id) FFishy-git/INFUSER/verl/models/weight_loader_registry.py ada2d6cf9ca9ee89 unverified MIT (permissive)
CollabBench: Benchmarking and Unleashing Collaborative Ability of LLMs with Diverse Players via Proactive Engagement added by Syntology 2026-06 (from id) langfengQ/verl-agent/verl/models/weight_loader_registry.py 55f217ce71432b58 unverified Apache-2.0 (permissive)
Self-Distilled Policy Gradient added by Syntology 2026-06 (from id) lauyikfung/SDPG/verl/models/weight_loader_registry.py ada2d6cf9ca9ee89 unverified Apache-2.0 (permissive)
Exploiting Verification-Generation Gap: Test-Time Reinforcement Learning with Confidence-Conditioned Verification added by Syntology 2026-06 (from id) shanjf666/CoCoV/verl/verl/models/weight_loader_registry.py d1e077d222a806ec unverified no licence file found · pointer only
ROSD: Reflective On-Policy Self-Distillation for Language Model Reasoning across Domains added by Syntology 2026-05 (from id) ZiqiZhao1/ROSD/verl/models/weight_loader_registry.py ada2d6cf9ca9ee89 unverified Apache-2.0 (permissive)
MERIT: Matching Expertise via Rubric-Informed Training for Reviewer Assignment added by Syntology 2026-05 (from id) Luli3220/MERIT/MERIT-Assessor/verl/models/weight_loader_registry.py ada2d6cf9ca9ee89 unverified no licence file found · pointer only
Can LLMs Time Travel? Enhancing Temporal Consistency in Legal Agentic Search through Reinforcement Learning added by Syntology 2026-05 (from id) AlexFanw/LegalSearch-R1/verl/models/weight_loader_registry.py cd6b1e0d6afb2762 unverified Apache-2.0 (permissive)
When Self-Belief Misleads: Active Label Acquisition for Reinforcement Learning with Verifiable Rewards added by Syntology 2026-05 (from id) Lumina04/CARE/verl/models/weight_loader_registry.py cd6b1e0d6afb2762 unverified Apache-2.0 (permissive)
Hide to Guide: Learning via Semantic Masking added by Syntology 2026-05 (from id) mit-han-lab/SMEPO/verl/models/weight_loader_registry.py 2aeadc44472f2c85 unverified no licence file found · pointer only
Ranking-Aware Calibration for Reliable Multimodal Reinforcement Learning added by Syntology 2026-05 (from id) Stellaris167/RAC/verl/models/weight_loader_registry.py ada2d6cf9ca9ee89 unverified Apache-2.0 (permissive)
Rethinking Importance Sampling in LLM Policy Optimization: A Cumulative Token Perspective added by Syntology 2026-05 (from id) horizon-llm/CTPO/verl/models/weight_loader_registry.py ada2d6cf9ca9ee89 unverified Apache-2.0 (permissive)
When Less is Enough: Efficient Inference via Collaborative Reasoning added by Syntology 2026-05 (from id) fairytale9/llm_bottleneck/verl/models/weight_loader_registry.py cd6b1e0d6afb2762 unverified Apache-2.0 (permissive)
Understanding and Mitigating Spurious Signal Amplification in Test-Time Reinforcement Learning for Math Reasoning added by Syntology 2026-04 (from id) yuyongcan/DDRL/verl/verl/models/weight_loader_registry.py cd6b1e0d6afb2762 unverified MIT (permissive)
HEALing Entropy Collapse: Enhancing Exploration in Few-Shot RLVR via Hybrid-Domain Entropy Dynamics Alignment added by Syntology 2026-04 (from id) XMUDeepLIT/HEAL/verl/models/weight_loader_registry.py cd6b1e0d6afb2762 unverified Apache-2.0 (permissive)
Seeing Isn't Believing: Mitigating Belief Inertia via Active Intervention in Embodied Agents added by Syntology 2026-04 (from id) WangHanLinHenry/EVU/verl-agent/verl/models/weight_loader_registry.py 55f217ce71432b58 unverified no licence file found · pointer only
GIANTS: Generative Insight Anticipation from Scientific Literature added by Syntology 2026-04 (from id) joyheyueya/giants/verl/models/weight_loader_registry.py 8bf1b3e9bf87072c unverified Apache-2.0 (permissive)
Why Does Self-Distillation (Sometimes) Degrade the Reasoning Capability of LLMs? added by Syntology 2026-03 (from id) lasgroup/SDPO/verl/models/weight_loader_registry.py ada2d6cf9ca9ee89 unverified Apache-2.0 (permissive)
TIPS: Turn-Level Information-Potential Reward Shaping for Search-Augmented LLMs added by Syntology 2026-03 (from id) ucsd-wang-lab-lm/tips/verl/models/weight_loader_registry.py cd6b1e0d6afb2762 unverified no licence file found · pointer only
Experience is the Best Teacher: Motivating Effective Exploration in Reinforcement Learning for LLMs added by Syntology 2026-03 (from id) sikelifei/HeRL/verl/models/weight_loader_registry.py 2aeadc44472f2c85 unverified no licence file found · pointer only
What If Consensus Lies? Selective-Complementary Reinforcement Learning at Test Time added by Syntology 2026-03 (from id) Jasper-Yan/SCRL/verl/verl/models/weight_loader_registry.py cd6b1e0d6afb2762 unverified MIT (permissive)
On Information Self-Locking in Reinforcement Learning for Active Reasoning of LLM agents added by Syntology 2026-03 (from id) unimpor/T3/verl/verl/models/weight_loader_registry.py cd6b1e0d6afb2762 unverified no licence file found · pointer only
Reinforcement Learning with Conditional Expectation Reward added by Syntology 2026-03 (from id) changyi7231/CER/verl/models/weight_loader_registry.py 55f217ce71432b58 unverified Apache-2.0 (permissive)
CLIPO: Contrastive Learning in Policy Optimization Generalizes RLVR added by Syntology 2026-03 (from id) Qwen-Applications/CLIPO/verl/models/weight_loader_registry.py 2aeadc44472f2c85 unverified no licence file found · pointer only
Med-V1: Small Language Models for Zero-shot and Scalable Biomedical Evidence Attribution added by Syntology 2026-03 (from id) ncbi-nlp/Med-V1/training/grpo/verl/models/weight_loader_registry.py 0cc9aa000ef7d88e unverified licence not identified · pointer only
VimRAG: Navigating Massive Visual Context in Retrieval-Augmented Generation via Multimodal Memory Graph added by Syntology 2026-02 (from id) Alibaba-NLP/VRAG/VRAG-RL/verl/models/weight_loader_registry.py 914227ac881d05be unverified no licence file found · pointer only
Adaptive Reflection and Length Coordinated Penalty (ARLCP) STOP UNNECESSARY REFLECTION: TRAINING LRMS FOR EFFICIENT REASONING WITH ADAPTIVE REFLEC-TION AND LENGTH COORDINATED PENALTY added by Syntology 2026-02 (from id) ZeweiYu1/ARLCP/verl/models/weight_loader_registry.py 55f217ce71432b58 unverified MIT (permissive)
Composition-RL: Compose Your Verifiable Prompts for Reinforcement Learning of Large Language Models added by Syntology 2026-02 (from id) XinXU-USTC/Composition-RL/verl/models/weight_loader_registry.py cd6b1e0d6afb2762 unverified no licence file found · pointer only
Echo: Towards Advanced Audio Comprehension via Audio-Interleaved Reasoning added by Syntology 2026-02 (from id) wdqqdw/Echo/verl/verl/models/weight_loader_registry.py 55f217ce71432b58 unverified no licence file found · pointer only
Online Causal Kalman Filtering for Stable and Effective Policy Optimization added by Syntology 2026-02 (from id) shuohe1995/verl-kpo/verl/models/weight_loader_registry.py ada2d6cf9ca9ee89 unverified Apache-2.0 (permissive)
Uncovering Cross-Objective Interference in Multi-Objective Alignment added by Syntology 2026-02 (from id) yining610/ctwa/verl/models/weight_loader_registry.py 2aeadc44472f2c85 unverified Apache-2.0 (permissive)
Stop Rewarding Hallucinated Steps: Faithfulness-Aware Step-Level Reinforcement Learning for Small Reasoning Models added by Syntology 2026-02 (from id) Easy195/FaithRL/verl/models/weight_loader_registry.py 2aeadc44472f2c85 unverified no licence file found · pointer only
Rethinking the Trust Region in LLM Reinforcement Learning added by Syntology 2026-02 (from id) sail-sg/Stable-RL/verl/models/weight_loader_registry.py ada2d6cf9ca9ee89 unverified Apache-2.0 (permissive)
PrAg-PO: Prompt Augmented Policy Optimization for Robust and Diverse Mathematical Reasoning added by Syntology 2026-02 (from id) wenquanlu/PrAg-PO/verl/models/weight_loader_registry.py 2aeadc44472f2c85 unverified no licence file found · pointer only
Self-Hinting Language Models Enhance Reinforcement Learning added by Syntology 2026-02 (from id) BaohaoLiao/SAGE/verl/models/weight_loader_registry.py 2aeadc44472f2c85 unverified Apache-2.0 (permissive)
MatchTIR: Fine-Grained Supervision for Tool-Integrated Reasoning via Bipartite Matching added by Syntology 2026-01 (from id) bytedance/FTRL/Code/verl/models/weight_loader_registry.py aa51429ab4c58a74 unverified Apache-2.0 (permissive)
Enabling Stroke-Level Structural Analysis of Hieroglyphic Scripts without Language-Specific Priors added by Syntology 2026-01 (from id) THUNLP-MT/HieroSA/verl/models/weight_loader_registry.py 2aeadc44472f2c85 unverified MIT (permissive)
AgentOCR: Reimagining Agent History via Optical Self-Compression added by Syntology 2026-01 (from id) langfengQ/AgentOCR/verl/models/weight_loader_registry.py 55f217ce71432b58 unverified Apache-2.0 (permissive)
AT 2 PO: Agentic Turn-based Policy Optimization via Tree Search added by Syntology 2026-01 (from id) zzfoutofspace/ATPO/ATPO/verl_atpo/verl/models/weight_loader_registry.py 55f217ce71432b58 unverified no licence file found · pointer only
Prioritized Replay for RL Post-training added by Syntology 2026-01 (from id) fatemi/verl/verl/models/weight_loader_registry.py ada2d6cf9ca9ee89 unverified Apache-2.0 (permissive)
Meta-RL Induces Exploration in Language Agents added by Syntology 2025-12 (from id) mlbio-epfl/LaMer/verl/models/weight_loader_registry.py 55f217ce71432b58 unverified no licence file found · pointer only
Ophiuchus: Incentivizing Tool-augmented "Think with Images" for Joint Medical Segmentation, Understanding and Reasoning added by Syntology 2025-12 (from id) SII-zyj/Ophiuchus/verl/models/weight_loader_registry.py 55f217ce71432b58 unverified Apache-2.0 (permissive)
Agent0-VL: Exploring Self-Evolving Agent for Tool-Integrated Vision-Language Reasoning added by Syntology 2025-11 (from id) aiming-lab/Agent0/Agent0-VL/verl/models/weight_loader_registry.py 8bf1b3e9bf87072c unverified Apache-2.0 (permissive)
Information Gain-based Policy Optimization: A Simple and Effective Approach for Multi-Turn Search Agents added by Syntology 2025-10 (from id) GuoqingWang1/IGPO/verl/models/weight_loader_registry.py 1008c22d29f85015 unverified Apache-2.0 (permissive)
Multi-Agent Tool-Integrated Policy Optimization added by Syntology 2025-10 (from id) mzf666/MATPO/verl/models/weight_loader_registry.py cd6b1e0d6afb2762 unverified Apache-2.0 (permissive)
Self-Evolving Vision-Language Models for Image Quality Assessment via Voting and Ranking added by Syntology 2025-09 (from id) bytedance/EvoQuality/verl/verl/models/weight_loader_registry.py d1e077d222a806ec unverified Apache-2.0 (permissive)
arXiv:2507.13833 2025-07 (from id) sii-research/siiRL/siirl/models/weight_loader_registry.py 507e0caf435dd1c2 unverified Apache-2.0 (permissive)
SoundMind: RL-Incentivized Logic Reasoning for Audio-Language Models 15 Jun 2025 xid32/SoundMind/verl/models/weight_loader_registry.py aa51429ab4c58a74 unverified MIT (permissive)
RuleReasoner: Reinforced Rule-based Reasoning via Domain-aware Dynamic Sampling 10 Jun 2025 bigai-nlco/rulereasoner/verl/verl/models/weight_loader_registry.py 1008c22d29f85015 unverified MIT (permissive)
ReasonGen-R1: CoT for Autoregressive Image generation models through SFT and RL 30 May 2025 Franklin-Zhang0/ReasonGen-R1/verl/models/weight_loader_registry.py 0cc9aa000ef7d88e unverified Apache-2.0 (permissive)
REARANK: Reasoning Re-ranking Agent via Reinforcement Learning 26 May 2025 lezhang7/rearank/verl/verl/models/weight_loader_registry.py d1e077d222a806ec unverified Apache-2.0 (permissive)
AdaCtrl: Towards Adaptive and Controllable Reasoning via Difficulty-Aware Budgeting 24 May 2025 joeying1019/adactrl/verl/models/weight_loader_registry.py 914227ac881d05be unverified Apache-2.0 (permissive)
DeepEyes: Incentivizing "Thinking with Images" via Reinforcement Learning 20 May 2025 visual-agent/deepeyes/verl/models/weight_loader_registry.py 1008c22d29f85015 unverified Apache-2.0 (permissive)
Efficient Reinforcement Finetuning via Adaptive Curriculum Learning 7 Apr 2025 uscnlp-lime/verl/verl/models/weight_loader_registry.py 8bf1b3e9bf87072c unverified Apache-2.0 (permissive)
CPPO: Accelerating the Training of Group Relative Policy Optimization-Based Reasoning Models 28 Mar 2025 lzhxmu/cppo/cppo_verl/verl/models/weight_loader_registry.py 8bf1b3e9bf87072c unverified Apache-2.0 (permissive)
Self-rewarding correction for mathematical reasoning 26 Feb 2025 agentica-project/verl-pipeline/verl/models/weight_loader_registry.py 914227ac881d05be unverified Apache-2.0 (permissive)
HybridFlow: A Flexible and Efficient RLHF Framework 28 Sep 2024 du-nlp-lab/lengthreward/verl/models/weight_loader_registry.py cd6b1e0d6afb2762 unverified Apache-2.0 (permissive)
arXiv:openreview_dzcDbh8ewp Xiao-Youth/LECTOR/verl/models/weight_loader_registry.py 55f217ce71432b58 unverified Apache-2.0 (permissive)
arXiv:openreview_VZDlkXuIQc ShadeCloak/IP-GRM/verl/verl/models/weight_loader_registry.py 2aeadc44472f2c85 unverified Apache-2.0 (permissive)

This site shows no code text; each File cell links to the file on GitHub at the repository's current default branch, which may have changed since the harvest. "Pointer only" means Syntology does not serve that copy's text, for one of four reasons: no licence file was found; the licence was not identified; the licence is recorded as permissive but that copy's record is not marked cleared; or the licence is outside the permissive list Syntology serves text under (MIT, Apache-2.0, BSD and similar). Some licences outside that list permit redistribution, such as WTFPL, and GPL-3.0 under its conditions; they are simply not on the list. Hover a licence cell for the reason. Per-sample records for a paper are on its paper page under "Code Syntology ran".

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