Pith Number

pith:ZEVSCJFX

pith:2024:ZEVSCJFXC3UD4O6RPU66X7GL4Q

not attested not anchored not stored refs pending

VinePPO: Refining Credit Assignment in RL Training of LLMs

Aaron Courville, Alessandro Sordoni, Amirhossein Kazemnejad, Eva Portelance, Milad Aghajohari, Nicolas Le Roux, Siva Reddy

arxiv:2410.01679 v2 · 2024-10-02 · cs.LG · cs.CL

Open paper page JSON Open Graph Bundle Merged state Verified badge What is a Pith Number?

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{ZEVSCJFXC3UD4O6RPU66X7GL4Q}

Prints a linked badge after your title and injects PDF metadata. Compiles on arXiv. Learn more · Embed verified badge

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

33 papers in Pith

RLVP: Penalize the Path, Reward the Outcome

Weak-to-Strong Generalization via Direct On-Policy Distillation

ProcessThinker: Enhancing Multi-modal Large Language Models Reasoning via Rollout-based Process Reward

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

Self-Distilled Policy Gradient

Receipt and verification

First computed	2026-07-05T11:15:17.721862Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

c92b2124b716e83e3bd17d3debfccbe41f91b99321963f6fc0b76f59b6a38064

Aliases

arxiv: 2410.01679 · arxiv_version: 2410.01679v2 · doi: 10.48550/arxiv.2410.01679 · pith_short_12: ZEVSCJFXC3UD · pith_short_16: ZEVSCJFXC3UD4O6R · pith_short_8: ZEVSCJFX

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/ZEVSCJFXC3UD4O6RPU66X7GL4Q \
  | 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: c92b2124b716e83e3bd17d3debfccbe41f91b99321963f6fc0b76f59b6a38064

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "3cce013654c15c55fc0af6e9a8751056231adf9e953e894eba76530a6a5b6a42",
    "cross_cats_sorted": [
      "cs.CL"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2024-10-02T15:49:30Z",
    "title_canon_sha256": "0de23e876e2e3b01639995888a94a28e5037a8e7e4dd84851122fe6e1d59f340"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2410.01679",
    "kind": "arxiv",
    "version": 2
  }
}