Pith Number

pith:IX2NZSVR

pith:2022:IX2NZSVRAPZLEZ4EMBTG3RCXDN

not attested not anchored not stored refs pending

VeLO: Training Versatile Learned Optimizers by Scaling Up

Adam Roberts, Amil Merchant, Ben Poole, C. Daniel Freeman, Igor Mordatch, James Bradbury, James Harrison, Jascha Sohl-Dickstein, Lucas Beyer, Luke Metz, Naman Agrawal

arxiv:2211.09760 v1 · 2022-11-17 · cs.LG · math.OC · 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{IX2NZSVRAPZLEZ4EMBTG3RCXDN}

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

7 papers in Pith

Efficient Long-Horizon Learning for Learned Optimization

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

Dynamic Neural Graph Encoding of Inference Processes in Deep Weight Space

AI Training Manager: Bounded Closed-Loop Control of Adaptive Training Recipes

Learn2Splat: Extending the Horizon of Learned 3DGS Optimization

Receipt and verification

First computed	2026-07-05T05:17:06.252583Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

45f4dccab103f2b2678460666dc4571b5500e18eab38e3c15494fa88c539d1d1

Aliases

arxiv: 2211.09760 · arxiv_version: 2211.09760v1 · doi: 10.48550/arxiv.2211.09760 · pith_short_12: IX2NZSVRAPZL · pith_short_16: IX2NZSVRAPZLEZ4E · pith_short_8: IX2NZSVR

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/IX2NZSVRAPZLEZ4EMBTG3RCXDN \
  | 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: 45f4dccab103f2b2678460666dc4571b5500e18eab38e3c15494fa88c539d1d1

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "449bda6c860fcbf79d133db85965402007ab52d9c48e5b375d7dcc5b32f5a45a",
    "cross_cats_sorted": [
      "math.OC",
      "stat.ML"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2022-11-17T18:39:07Z",
    "title_canon_sha256": "17256f107c20ce5dd48a8a96651c2b62cc882976e07b5bba758635a9bc7a7d6e"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2211.09760",
    "kind": "arxiv",
    "version": 1
  }
}