Pith Number

pith:5P77XDVY

pith:2024:5P77XDVYQIH53UUTAZKH6OF6HK

not attested not anchored not stored refs pending

GDPO: Learning to Directly Align Language Models with Diversity Using GFlowNets

Daiki E. Matsunaga, Kee-Eung Kim, Oh Joon Kwon

arxiv:2410.15096 v1 · 2024-10-19 · cs.AI

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{5P77XDVYQIH53UUTAZKH6OF6HK}

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

1 paper in Pith

Using Reward Uncertainty to Induce Diverse Behaviour in Reinforcement Learning

Receipt and verification

First computed	2026-07-05T09:22:50.099916Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

ebfffb8eb8820fddd29306547f38be3a81bdfedc44a17cc8ea7cd46ae0e4ed58

Aliases

arxiv: 2410.15096 · arxiv_version: 2410.15096v1 · doi: 10.48550/arxiv.2410.15096 · pith_short_12: 5P77XDVYQIH5 · pith_short_16: 5P77XDVYQIH53UUT · pith_short_8: 5P77XDVY

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/5P77XDVYQIH53UUTAZKH6OF6HK \
  | 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: ebfffb8eb8820fddd29306547f38be3a81bdfedc44a17cc8ea7cd46ae0e4ed58

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "a3670090e95470da63ddef39a9907e345bc0085e7e2ed99d96df5261cc0bd500",
    "cross_cats_sorted": [],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.AI",
    "submitted_at": "2024-10-19T13:07:52Z",
    "title_canon_sha256": "d4004c51732e07887b6cf73ed1cd6a6e5538294e296dd68ee4af6364191eef7a"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2410.15096",
    "kind": "arxiv",
    "version": 1
  }
}