Pith Number

pith:JKYM5R5N

pith:2020:JKYM5R5NTL4U3OR2N3FXDTNDJF

not attested not anchored not stored refs pending

Tasks, stability, architecture, and compute: Training more effective learned optimizers, and using them to train themselves

Ben Poole, C. Daniel Freeman, Jascha Sohl-Dickstein, Luke Metz, Niru Maheswaranathan

arxiv:2009.11243 v1 · 2020-09-23 · cs.LG · cs.NE · 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{JKYM5R5NTL4U3OR2N3FXDTNDJF}

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

FlowBender: Feedback-Aware Training for Self-Correcting Conditional Flows

Learn2Splat: Extending the Horizon of Learned 3DGS Optimization

Receipt and verification

First computed	2026-07-05T01:37:37.607813Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

4ab0cec7ad9af94dba3a6ecb71cda3497ece66083af501e5b4c01e4d6d3f1035

Aliases

arxiv: 2009.11243 · arxiv_version: 2009.11243v1 · doi: 10.48550/arxiv.2009.11243 · pith_short_12: JKYM5R5NTL4U · pith_short_16: JKYM5R5NTL4U3OR2 · pith_short_8: JKYM5R5N

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/JKYM5R5NTL4U3OR2N3FXDTNDJF \
  | 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: 4ab0cec7ad9af94dba3a6ecb71cda3497ece66083af501e5b4c01e4d6d3f1035

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "7f44d0b468fe17daaf14dd311626b7c39e74b66a355beb0fd794bfe284901f88",
    "cross_cats_sorted": [
      "cs.NE",
      "stat.ML"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2020-09-23T16:35:09Z",
    "title_canon_sha256": "23de0beb6115fcdde081400991c8a621c3dd072553c7831f2d3106a6ffd6f936"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2009.11243",
    "kind": "arxiv",
    "version": 1
  }
}