Pith Number

pith:KGZAH4FS

pith:2023:KGZAH4FSC54ZFDMM5IJNO3TIQW

not attested not anchored not stored refs pending

Efficient Training of Energy-Based Models Using Jarzynski Equality

Davide Carbone, Eric Vanden-Eijnden, Mengjian Hua, Simon Coste

arxiv:2305.19414 v2 · 2023-05-30 · cs.LG · cond-mat.dis-nn · cs.NA · math.NA · math.PR

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\usepackage{pith}
\pithnumber{KGZAH4FSC54ZFDMM5IJNO3TIQW}

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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

MoE-Beyond: Learning-Based Expert Activation Prediction on Edge Devices

Receipt and verification

First computed	2026-07-05T07:23:26.416734Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

51b203f0b21779928d8cea12d76e68859afe0b033ffa06e07da23dd5826500a8

Aliases

arxiv: 2305.19414 · arxiv_version: 2305.19414v2 · doi: 10.48550/arxiv.2305.19414 · pith_short_12: KGZAH4FSC54Z · pith_short_16: KGZAH4FSC54ZFDMM · pith_short_8: KGZAH4FS

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/KGZAH4FSC54ZFDMM5IJNO3TIQW \
  | 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: 51b203f0b21779928d8cea12d76e68859afe0b033ffa06e07da23dd5826500a8

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "b65acea4e8c87d47487ddd49b50e91696ecf3ade5fc5fe38f9b99aae10c2e05b",
    "cross_cats_sorted": [
      "cond-mat.dis-nn",
      "cs.NA",
      "math.NA",
      "math.PR"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2023-05-30T21:07:52Z",
    "title_canon_sha256": "0745cf13a99a18ba65d94473d9f2ac62801347072e2c68934450f7e4a3872ae1"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2305.19414",
    "kind": "arxiv",
    "version": 2
  }
}