INFUSER: Influence-Guided Self-Evolution Improves Reasoning
Paper • 2606.09052 • Published
code_repo string | dataset_repo string | files list | related_model_repo string | source_model_run_context string | source_repo string | source_run_prefix string | source_training_config string |
|---|---|---|---|---|---|---|---|
https://github.com/FFishy-git/INFUSER | Siyuc/INFUSER-Qwen3-8B-base-artifacts | [
{
"ans_loop": 0,
"code_repo": "https://github.com/FFishy-git/INFUSER",
"gen_loop": 0,
"output_file": "gen_output_step000.pt",
"related_model_repo": "Siyuc/INFUSER-Qwen3-8B-base",
"source_path": "qwen3_8b_base/FW-Alr_2e-6-Glr_4e-6-DrGRPO-TIS_token-dev_800-precond_cos-seed456/ans_0/gen_0/gen_o... | Siyuc/INFUSER-Qwen3-8B-base | INFUSER Qwen3-8B-base raw generator outputs | Tiiao/SER | qwen3_8b_base/FW-Alr_2e-6-Glr_4e-6-DrGRPO-TIS_token-dev_800-precond_cos-seed456 | FW-Alr_2e-6-Glr_4e-6-DrGRPO-TIS_token-dev_800-precond_cos-seed456 |
This dataset contains raw INFUSER Qwen3-8B-base generator output artifacts for steps 0, 30, 60, and 90, as presented in the paper INFUSER: Influence-Guided Self-Evolution Improves Reasoning.
qwen3_8b_base/FW-Alr_2e-6-Glr_4e-6-DrGRPO-TIS_token-dev_800-precond_cos-seed456FW-Alr_2e-6-Glr_4e-6-DrGRPO-TIS_token-dev_800-precond_cos-seed456.Siyuc/INFUSER-Qwen3-8B-baseThe repository contains the following .pt files at the root:
gen_output_step000.ptgen_output_step030.ptgen_output_step060.ptgen_output_step090.ptThese .pt files are raw DataProto torch artifacts. They can be converted to question JSON using the project code's derive_gen_questions() function after loading the DataProto artifact. In the official codebase, see verl_inf_evolve/utils/data_utils.py for implementation details.
@misc{chen2026infuser,
title = {INFUSER: Influence-Guided Self-Evolution Improves Reasoning},
author = {Siyu Chen and Miao Lu and Beining Wu and Heejune Sheen and Fengzhuo Zhang and Shuangning Li and Zhiyuan Li and Jose Blanchet and Tianhao Wang and Zhuoran Yang},
year = {2026},
eprint = {2606.09052},
archivePrefix = {arXiv},
primaryClass = {cs.LG},
url = {https://arxiv.org/abs/2606.09052}
}