Pith Number

pith:GWNGNI4J

pith:2024:GWNGNI4J27GTSXDCLD4KIA6F2N

not attested not anchored not stored refs pending

Beyond Squared Error: Exploring Loss Design for Enhanced Training of Generative Flow Networks

Longbo Huang, Rui Hu, Yifan Zhang, Zhuoran Li

arxiv:2410.02596 v1 · 2024-10-03 · cs.LG · 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{GWNGNI4J27GTSXDCLD4KIA6F2N}

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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

Beyond the Proxy: Trajectory-Distilled Guidance for Offline GFlowNet Training

Receipt and verification

First computed	2026-07-05T09:15:23.329149Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

359a66a389d7cd395c6258f8a403c5d36dc0d52f0783a2535d66aefdc46fbcea

Aliases

arxiv: 2410.02596 · arxiv_version: 2410.02596v1 · doi: 10.48550/arxiv.2410.02596 · pith_short_12: GWNGNI4J27GT · pith_short_16: GWNGNI4J27GTSXDC · pith_short_8: GWNGNI4J

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/GWNGNI4J27GTSXDCLD4KIA6F2N \
  | 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: 359a66a389d7cd395c6258f8a403c5d36dc0d52f0783a2535d66aefdc46fbcea

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "6d2320a3c06a4f63dd64d09fe7d6954bd04a04770bc24c243a5565a1b2231696",
    "cross_cats_sorted": [
      "cs.AI"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2024-10-03T15:37:22Z",
    "title_canon_sha256": "c9f80b5ad31c824b25a3c9bdd49534a62d7325c8e1648094cce8ad956b3b4e64"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2410.02596",
    "kind": "arxiv",
    "version": 1
  }
}