Pith Number

pith:IQ6OPUS5

pith:2025:IQ6OPUS56YFX5T5STJS5K67WNZ

not attested not anchored not stored refs pending

In-Context Learning of Stochastic Differential Equations with Foundation Inference Models

Cesar Ojeda, David Berghaus, Kostadin Cvejoski, Patrick Seifner, Ramses J. Sanchez

arxiv:2502.19049 v3 · 2025-02-26 · cs.LG

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{IQ6OPUS56YFX5T5STJS5K67WNZ}

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

Robust Filter Attention: Self-Attention as Precision-Weighted State Estimation

RT-Transformer: The Transformer Block as a Spherical State Estimator

Receipt and verification

First computed	2026-06-09T02:08:29.064502Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

443ce7d25df60b7ecfb29a65d57bf66e4db5aec134597352be9f5713b8a39c3f

Aliases

arxiv: 2502.19049 · arxiv_version: 2502.19049v3 · doi: 10.48550/arxiv.2502.19049 · pith_short_12: IQ6OPUS56YFX · pith_short_16: IQ6OPUS56YFX5T5S · pith_short_8: IQ6OPUS5

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/IQ6OPUS56YFX5T5STJS5K67WNZ \
  | 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: 443ce7d25df60b7ecfb29a65d57bf66e4db5aec134597352be9f5713b8a39c3f

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "99e74288f1ae6f78579f88cd67edbe32e080f67326acccc83790ea321d8cf558",
    "cross_cats_sorted": [],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2025-02-26T11:04:02Z",
    "title_canon_sha256": "05d04715234ada0e05b59a281f0032c50e0519b13686b2f10a7c44edba6f67e2"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2502.19049",
    "kind": "arxiv",
    "version": 3
  }
}