Pith Number

pith:BIPLZJ4Y

pith:2024:BIPLZJ4YYKRK7FUPTDLJRTEYNS

not attested not anchored not stored refs pending

Training Large Language Models for Reasoning through Reverse Curriculum Reinforcement Learning

Boyang Hong, Honglin Guo, Junzhe Wang, Peng Sun, Qi Zhang, Rui Zheng, Senjie Jin, Shichun Liu, Shihan Dou, Tao Gui, Wei He, Wei Shen, Wenxiang Chen, Xiaoran Fan, Xiao Wang, Xinbo Zhang, Xin Guo, Xuanjing Huang, Yiwen Ding, Yuhao Zhou, Zhiheng Xi

arxiv:2402.05808 v2 · 2024-02-08 · cs.AI · cs.CL · cs.LG

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Add to your LaTeX paper

\usepackage{pith}
\pithnumber{BIPLZJ4YYKRK7FUPTDLJRTEYNS}

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Record completeness

1 Bitcoin timestamp

2 Internet Archive

3 Author claim open · sign in to claim

4 Citations open

5 Replications open

✓ Portable graph bundle live · download bundle · merged state

The bundle contains the canonical record plus signed events. A mirror can host it anywhere and recompute the same current state with the deterministic merge algorithm.

Cited by

5 papers in Pith

Max Out GRPO Signal: Adaptive Trace Prefix Control for Hard Reasoning Problems

Modularized Reinforcement Learning on LLMs: From MDP Creation to Exploration and Learning

Decomposed On-Policy Distillation for Vision-Language Reasoning: Steering Gradients for Visual Grounding

Enhancing the Reasoning Ability of Multimodal Large Language Models via Mixed Preference Optimization

Goldilocks RL: Tuning Task Difficulty to Escape Sparse Rewards for Reasoning

Receipt and verification

First computed	2026-07-05T07:56:59.393173Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

0a1ebca798c2a2af968f98d698cc986ca4aefa38fb86423124ac16bf1df26d84

Aliases

arxiv: 2402.05808 · arxiv_version: 2402.05808v2 · doi: 10.48550/arxiv.2402.05808 · pith_short_12: BIPLZJ4YYKRK · pith_short_16: BIPLZJ4YYKRK7FUP · pith_short_8: BIPLZJ4Y

Agent API

Resolver JSON Graph JSON Events JSON Schema Signing key

Verify this Pith Number yourself

curl -sH 'Accept: application/ld+json' https://pith.science/pith/BIPLZJ4YYKRK7FUPTDLJRTEYNS \
  | jq -c '.canonical_record' \
  | python3 -c "import sys,json,hashlib; b=json.dumps(json.loads(sys.stdin.read()), sort_keys=True, separators=(',',':'), ensure_ascii=False).encode(); print(hashlib.sha256(b).hexdigest())"
# expect: 0a1ebca798c2a2af968f98d698cc986ca4aefa38fb86423124ac16bf1df26d84

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "166f79e518e833fdbfa2c277e40d5b60157a175316e9703f23e354d16e4c5faf",
    "cross_cats_sorted": [
      "cs.CL",
      "cs.LG"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.AI",
    "submitted_at": "2024-02-08T16:46:26Z",
    "title_canon_sha256": "c79902916a6340d141f4d03f4f4448ee7d3fac126f16a325864c85707f89cd5b"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2402.05808",
    "kind": "arxiv",
    "version": 2
  }
}