Pith Number

pith:JUXN633T

pith:2023:JUXN633TYECU6X5ZGLAEVSSRHC

not attested not anchored not stored refs pending

An Empirical Study of the Effectiveness of Using a Replay Buffer on Mode Discovery in GFlowNets

Doina Precup, Elaine Lau, Nikhil Vemgal

arxiv:2307.07674 v2 · 2023-07-15 · cs.LG

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{JUXN633TYECU6X5ZGLAEVSSRHC}

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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

1 paper in Pith

Your GFlowNet Secretly Learns an Optimal Transport Plan

Receipt and verification

First computed	2026-07-05T06:31:33.124585Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

4d2edf6f73c1054f5fb932c04aca51388d263d5fb9cd2da2da99a0a2a4fcf768

Aliases

arxiv: 2307.07674 · arxiv_version: 2307.07674v2 · doi: 10.48550/arxiv.2307.07674 · pith_short_12: JUXN633TYECU · pith_short_16: JUXN633TYECU6X5Z · pith_short_8: JUXN633T

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/JUXN633TYECU6X5ZGLAEVSSRHC \
  | 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: 4d2edf6f73c1054f5fb932c04aca51388d263d5fb9cd2da2da99a0a2a4fcf768

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "05e1e4a850022721c0361257f8f2d58eeae554de114f77b56a83f53a712888a5",
    "cross_cats_sorted": [],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2023-07-15T01:17:14Z",
    "title_canon_sha256": "624116c39ade78f2e1bcd485dbb69f663309da807abcb5f035922befe5a55e92"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2307.07674",
    "kind": "arxiv",
    "version": 2
  }
}