Pith Number

pith:MXKGKT5A

pith:2025:MXKGKT5AJ55TEVA2XJSY6JLKDI

not attested not anchored not stored refs pending

No Trick, No Treat: Pursuits and Challenges Towards Simulation-free Training of Neural Samplers

Carla Gomes, Dinghuai Zhang, Francisco Vargas, Jiajun He, Jos\'e Miguel Hern\'andez-Lobato, RuiKang OuYang, Shreyas Padhy, Yuanqi Du

arxiv:2502.06685 v2 · 2025-02-10 · cs.LG · stat.ML

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{MXKGKT5AJ55TEVA2XJSY6JLKDI}

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

2 papers in Pith

Bayesian Experimental Design via Score Matching

Guided Discovery of New Behaviors using Diffusion Policies

Receipt and verification

First computed	2026-07-05T10:47:00.413634Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

65d4654fa04f7b32541aba658f256a1a07624205ab16e7781a6bd3d746b5d9ee

Aliases

arxiv: 2502.06685 · arxiv_version: 2502.06685v2 · doi: 10.48550/arxiv.2502.06685 · pith_short_12: MXKGKT5AJ55T · pith_short_16: MXKGKT5AJ55TEVA2 · pith_short_8: MXKGKT5A

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/MXKGKT5AJ55TEVA2XJSY6JLKDI \
  | 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: 65d4654fa04f7b32541aba658f256a1a07624205ab16e7781a6bd3d746b5d9ee

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "76f3f4c4a4bc88e3c06426d25af3ff658782ca3a1ff232c6d84ee36cb5f8d4c1",
    "cross_cats_sorted": [
      "stat.ML"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2025-02-10T17:13:11Z",
    "title_canon_sha256": "7f1ad91d004091d2c3ca540a88a16c39e94de6c58b6a47f51b5df07ca57df525"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2502.06685",
    "kind": "arxiv",
    "version": 2
  }
}