Home › Code › union_tensor_dict

union_tensor_dict

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

union_tensor_dict appears in the code Syntology harvested for 69 papers, as 2 distinct code bodies found in 69 places (a place is one code body under one paper). At least one of them ran in 61 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 union_tensor_dict 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 1 of the 2 distinct code bodies named union_tensor_dict; 1 is 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
1ran · fixture could not drive it
0ran
1unverified
0fingerprinted

Licence is a property of each copy, so it is counted per place: 10 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 31 papers added by Syntology; 5 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/protocol.py 21331a58f93375e4 ran · fixture could not drive it 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/protocol.py 21331a58f93375e4 ran · fixture could not drive it Apache-2.0 (permissive)
Best Practice Critic Optimization BEST PRACTICE CRITIC OPTIMIZATION added by Syntology 2026-08 (from id) QPHutu/golden_critic/verl/protocol.py 21331a58f93375e4 ran · fixture could not drive it Apache-2.0 (permissive)
DENSER ̸ = BETTER: LIMITS OF ON-POLICY SELF-DISTILLATION FOR CONTINUAL POST-TRAINING added by Syntology 2026-07 (from id) Moenupa/SDPO-CL/verl/protocol.py 21331a58f93375e4 ran · fixture could not drive it Apache-2.0 (permissive)
SAW: Stage-Aware Dynamic Weighting for Multi-Objective Reinforcement Learning in Large Language Models added by Syntology 2026-06 (from id) Zhaolutuan/SAW/verl/protocol.py 21331a58f93375e4 ran · fixture could not drive it Apache-2.0 (permissive)
Self-Distilled Policy Gradient added by Syntology 2026-06 (from id) lauyikfung/SDPG/verl/protocol.py 21331a58f93375e4 ran · fixture could not drive it Apache-2.0 (permissive)
ROSD: Reflective On-Policy Self-Distillation for Language Model Reasoning across Domains added by Syntology 2026-05 (from id) ZiqiZhao1/ROSD/verl/protocol.py 21331a58f93375e4 ran · fixture could not drive it 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/protocol.py 21331a58f93375e4 ran · fixture could not drive it Apache-2.0 (permissive)
Ranking-Aware Calibration for Reliable Multimodal Reinforcement Learning added by Syntology 2026-05 (from id) Stellaris167/RAC/verl/protocol.py 21331a58f93375e4 ran · fixture could not drive it 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/protocol.py 21331a58f93375e4 ran · fixture could not drive it Apache-2.0 (permissive)
When Less is Enough: Efficient Inference via Collaborative Reasoning added by Syntology 2026-05 (from id) fairytale9/llm_bottleneck/verl/protocol.py 21331a58f93375e4 ran · fixture could not drive it 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/protocol.py 21331a58f93375e4 ran · fixture could not drive it MIT (permissive)
Bounded Ratio Reinforcement Learning added by Syntology 2026-04 (from id) bounded-ratio-rl/bounded_ratio_rl/src/verl/protocol.py 21331a58f93375e4 ran · fixture could not drive it no licence file found · pointer only
Why Does Self-Distillation (Sometimes) Degrade the Reasoning Capability of LLMs? added by Syntology 2026-03 (from id) lasgroup/SDPO/verl/protocol.py 21331a58f93375e4 ran · fixture could not drive it 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/protocol.py 21331a58f93375e4 ran · fixture could not drive it 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/protocol.py 21331a58f93375e4 ran · fixture could not drive it Apache-2.0 (permissive)
Uncovering Cross-Objective Interference in Multi-Objective Alignment added by Syntology 2026-02 (from id) yining610/ctwa/verl/protocol.py 21331a58f93375e4 ran · fixture could not drive it 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/protocol.py 21331a58f93375e4 ran · fixture could not drive it 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/protocol.py 21331a58f93375e4 ran · fixture could not drive it 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/protocol.py 21331a58f93375e4 ran · fixture could not drive it no licence file found · pointer only
CoBA-RL: Capability-Oriented Budget Allocation for Reinforcement Learning in LLMs added by Syntology 2026-02 (from id) Within-yao/CoBA-RL/verl/protocol.py 21331a58f93375e4 ran · fixture could not drive it no licence file found · pointer only
Language-Coupled Reinforcement Learning for Multilingual Retrieval-Augmented Generation added by Syntology 2026-01 (from id) Cherry-qwq/LcRL-Open/verl/protocol.py 21331a58f93375e4 ran · fixture could not drive it Apache-2.0 (permissive)
RelayLLM: Efficient Reasoning via Collaborative Decoding added by Syntology 2026-01 (from id) Chengsong-Huang/RelayLLM/RL_stage/verl/protocol.py ad658a1d6fe829ba unverified no licence file found · pointer only
AT 2 PO: Agentic Turn-based Policy Optimization via Tree Search added by Syntology 2026-01 (from id) zzfoutofspace/ATPO/ATPO/verl_atpo/verl/protocol.py 21331a58f93375e4 ran · fixture could not drive it no licence file found · pointer only
Prioritized Replay for RL Post-training added by Syntology 2026-01 (from id) fatemi/verl/verl/protocol.py 21331a58f93375e4 ran · fixture could not drive it Apache-2.0 (permissive)
Meta-RL Induces Exploration in Language Agents added by Syntology 2025-12 (from id) mlbio-epfl/LaMer/verl/protocol.py 21331a58f93375e4 ran · fixture could not drive it 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/protocol.py 21331a58f93375e4 ran · fixture could not drive it 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/protocol.py 21331a58f93375e4 ran · fixture could not drive it 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/protocol.py 21331a58f93375e4 ran · fixture could not drive it Apache-2.0 (permissive)
Multi-Agent Tool-Integrated Policy Optimization added by Syntology 2025-10 (from id) mzf666/MATPO/verl/protocol.py 21331a58f93375e4 ran · fixture could not drive it 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/protocol.py 21331a58f93375e4 ran · fixture could not drive it Apache-2.0 (permissive)
Scaling RL to Long Videos 10 Jul 2025 NVlabs/Long-RL/verl/protocol.py ad658a1d6fe829ba unverified Apache-2.0 (permissive)
Reinforcement Fine-Tuning Naturally Mitigates Forgetting in Continual Post-Training 7 Jul 2025 zhhvvv/rft_vs_sft/EasyR1/verl/protocol.py ad658a1d6fe829ba unverified no licence file found · pointer only
SoundMind: RL-Incentivized Logic Reasoning for Audio-Language Models 15 Jun 2025 xid32/SoundMind/verl/protocol.py 21331a58f93375e4 ran · fixture could not drive it MIT (permissive)
RuleReasoner: Reinforced Rule-based Reasoning via Domain-aware Dynamic Sampling 10 Jun 2025 bigai-nlco/rulereasoner/verl/verl/protocol.py 21331a58f93375e4 ran · fixture could not drive it MIT (permissive)
Reinforcement Learning Tuning for VideoLLMs: Reward Design and Data Efficiency 2 Jun 2025 appletea233/temporal-r1/verl/protocol.py ad658a1d6fe829ba unverified Apache-2.0 (permissive)
ReasonGen-R1: CoT for Autoregressive Image generation models through SFT and RL 30 May 2025 Franklin-Zhang0/ReasonGen-R1/verl/protocol.py 21331a58f93375e4 ran · fixture could not drive it Apache-2.0 (permissive)
ToMAP: Training Opponent-Aware LLM Persuaders with Theory of Mind 29 May 2025 ulab-uiuc/ToMAP/verl/protocol.py 21331a58f93375e4 ran · fixture could not drive it Apache-2.0 (permissive)
REARANK: Reasoning Re-ranking Agent via Reinforcement Learning 26 May 2025 lezhang7/rearank/verl/verl/protocol.py 21331a58f93375e4 ran · fixture could not drive it Apache-2.0 (permissive)
Behavior Injection: Preparing Language Models for Reinforcement Learning 25 May 2025 czp16/bridge-llm-reasoning/simple_verl/sverl/protocol.py 21331a58f93375e4 ran · fixture could not drive it MIT (permissive)
AdaCtrl: Towards Adaptive and Controllable Reasoning via Difficulty-Aware Budgeting 24 May 2025 joeying1019/adactrl/verl/protocol.py 21331a58f93375e4 ran · fixture could not drive it Apache-2.0 (permissive)
Synthetic Data RL: Task Definition Is All You Need 18 May 2025 gydpku/data_synthesis_rl/verl/protocol.py 21331a58f93375e4 ran · fixture could not drive it Apache-2.0 (permissive)
UFT: Unifying Supervised and Reinforcement Fine-Tuning 22 May 2025 liumy2010/uft/verl/protocol.py 21331a58f93375e4 ran · fixture could not drive it Apache-2.0 (permissive)
ARPO:End-to-End Policy Optimization for GUI Agents with Experience Replay 22 May 2025 dvlab-research/arpo/verl/protocol.py ad658a1d6fe829ba unverified Apache-2.0 (permissive)
DeepEyes: Incentivizing "Thinking with Images" via Reinforcement Learning 20 May 2025 visual-agent/deepeyes/verl/protocol.py 21331a58f93375e4 ran · fixture could not drive it Apache-2.0 (permissive)
s3: You Don't Need That Much Data to Train a Search Agent via RL 20 May 2025 pat-jj/s3/s3/llm_agent/generation_s3.py 21331a58f93375e4 ran · fixture could not drive it Apache-2.0 (permissive)
Thinkless: LLM Learns When to Think 19 May 2025 vainf/thinkless/verl/verl/protocol.py 21331a58f93375e4 ran · fixture could not drive it Apache-2.0 (permissive)
Do Not Let Low-Probability Tokens Over-Dominate in RL for LLMs 19 May 2025 zhyang2226/ar-lopti/verl/protocol.py 21331a58f93375e4 ran · fixture could not drive it Apache-2.0 (permissive)
GuardReasoner-VL: Safeguarding VLMs via Reinforced Reasoning 16 May 2025 yueliu1999/guardreasoner-vl/train/EasyR1/verl/protocol.py ad658a1d6fe829ba unverified MIT (permissive)
Scalable Chain of Thoughts via Elastic Reasoning 8 May 2025 salesforceairesearch/elastic-reasoning/verl/verl/protocol.py 21331a58f93375e4 ran · fixture could not drive it Apache-2.0 recorded; this copy not marked cleared · pointer only
ZeroSearch: Incentivize the Search Capability of LLMs without Searching 7 May 2025 alibaba-nlp/zerosearch/verl/protocol.py 21331a58f93375e4 ran · fixture could not drive it Apache-2.0 (permissive)
Reinforcement Learning for Reasoning in Large Language Models with One Training Example 29 Apr 2025 ypwang61/one-shot-rlvr/verl/protocol.py 21331a58f93375e4 ran · fixture could not drive it Apache-2.0 (permissive)
SQL-R1: Training Natural Language to SQL Reasoning Model By Reinforcement Learning 2025-04 (from id) IDEA-FinAI/SQL-R1/verl/protocol.py 21331a58f93375e4 ran · fixture could not drive it Apache-2.0 (permissive)
Efficient Reinforcement Finetuning via Adaptive Curriculum Learning 7 Apr 2025 uscnlp-lime/verl/verl/protocol.py 21331a58f93375e4 ran · fixture could not drive it Apache-2.0 (permissive)
Do Theory of Mind Benchmarks Need Explicit Human-like Reasoning in Language Models? 2 Apr 2025 bigai-ai/ToM-RL/verl/protocol.py 21331a58f93375e4 ran · fixture could not drive it MIT (permissive)
ThinkPrune: Pruning Long Chain-of-Thought of LLMs via Reinforcement Learning 2 Apr 2025 UCSB-NLP-Chang/ThinkPrune/verl/protocol.py 21331a58f93375e4 ran · fixture could not drive it Apache-2.0 (permissive)
CPPO: Accelerating the Training of Group Relative Policy Optimization-Based Reasoning Models 28 Mar 2025 lzhxmu/cppo/cppo_verl/verl/protocol.py 21331a58f93375e4 ran · fixture could not drive it Apache-2.0 (permissive)
OpenVLThinker: An Early Exploration to Complex Vision-Language Reasoning via Iterative Self-Improvement 21 Mar 2025 yihedeng9/openvlthinker/EasyR1/verl/protocol.py ad658a1d6fe829ba unverified Apache-2.0 (permissive)
Light-R1: Curriculum SFT, DPO and RL for Long COT from Scratch and Beyond 13 Mar 2025 Qihoo360/Light-R1/deepscaler-release/verl/verl/protocol.py 21331a58f93375e4 ran · fixture could not drive it Apache-2.0 (permissive)
Agent models: Internalizing Chain-of-Action Generation into Reasoning models 9 Mar 2025 adam-bjtu/autocoa/RL_training/verl/protocol.py 21331a58f93375e4 ran · fixture could not drive it MIT (permissive)
Self-rewarding correction for mathematical reasoning 26 Feb 2025 agentica-project/verl-pipeline/verl/protocol.py 21331a58f93375e4 ran · fixture could not drive it Apache-2.0 (permissive)
Logic-RL: Unleashing LLM Reasoning with Rule-Based Reinforcement Learning 20 Feb 2025 Unakar/Logic-RL/verl/protocol.py 21331a58f93375e4 ran · fixture could not drive it Apache-2.0 (permissive)
Flaming-hot Initiation with Regular Execution Sampling for Large Language Models 28 Oct 2024 yaof20/real/verl/protocol.py 21331a58f93375e4 ran · fixture could not drive it Apache-2.0 (permissive)
HybridFlow: A Flexible and Efficient RLHF Framework 28 Sep 2024 du-nlp-lab/lengthreward/verl/protocol.py 21331a58f93375e4 ran · fixture could not drive it Apache-2.0 (permissive)
arXiv:openreview_dzcDbh8ewp Xiao-Youth/LECTOR/verl/protocol.py 21331a58f93375e4 ran · fixture could not drive it Apache-2.0 (permissive)
arXiv:openreview_Y1rHxA58If qiancheng0/ToolRL/verl/protocol.py 21331a58f93375e4 ran · fixture could not drive it Apache-2.0 (permissive)
arXiv:openreview_Y1PXB8HBV7 youwyouw/mirl-main/verl/protocol.py ad658a1d6fe829ba unverified Apache-2.0 (permissive)
arXiv:openreview_VZDlkXuIQc ShadeCloak/IP-GRM/verl/verl/protocol.py 21331a58f93375e4 ran · fixture could not drive it Apache-2.0 (permissive)
arXiv:2025.findings-emnlp.1015 fzp0424/MT-R1-Zero/verl/protocol.py 21331a58f93375e4 ran · fixture could not drive it 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".

Report a problem or propose a change · a person checks every report against the paper or source before anything changes; decisions are listed on /corrections