Pith Number

pith:U6OUSAIN

pith:2023:U6OUSAINFNFIRJYI2VE5TST7MJ

not attested not anchored not stored refs pending

Better Training of GFlowNets with Local Credit and Incomplete Trajectories

Dinghuai Zhang, Ling Pan, Nikolay Malkin, Yoshua Bengio

arxiv:2302.01687 v2 · 2023-02-03 · cs.LG

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\usepackage{pith}
\pithnumber{U6OUSAINFNFIRJYI2VE5TST7MJ}

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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

On Divergence Measures for Training GFlowNets

Receipt and verification

First computed	2026-07-05T06:21:59.066958Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

a79d49010d2b4a88a708d549d9ca7f6250361fb6785b6037fb8ce6ae4ebd1da8

Aliases

arxiv: 2302.01687 · arxiv_version: 2302.01687v2 · doi: 10.48550/arxiv.2302.01687 · pith_short_12: U6OUSAINFNFI · pith_short_16: U6OUSAINFNFIRJYI · pith_short_8: U6OUSAIN

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/U6OUSAINFNFIRJYI2VE5TST7MJ \
  | 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: a79d49010d2b4a88a708d549d9ca7f6250361fb6785b6037fb8ce6ae4ebd1da8

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "858c850c66cb350b9999c49d312f53cd34f1f645d19ac9fa24e062feb2c23326",
    "cross_cats_sorted": [],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2023-02-03T12:19:42Z",
    "title_canon_sha256": "6acef0f229e88f124e49892d5efdf7eeac3a54842bab9d6a9670be593c6e6e85"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2302.01687",
    "kind": "arxiv",
    "version": 2
  }
}