Pith Number

pith:I7ZFECDS

pith:2024:I7ZFECDSBW3FFJS7VAMCYIWTBJ

not attested not anchored not stored refs pending

Explore Reinforced: Equilibrium Approximation with Reinforcement Learning

Mateusz Nowak, Michelle Yilin Feng, Peter Chin, Qintong Xie, Ryan Yu

arxiv:2412.02016 v1 · 2024-12-02 · cs.LG · cs.AI · cs.GT

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{I7ZFECDSBW3FFJS7VAMCYIWTBJ}

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.

Receipt and verification

First computed	2026-07-05T09:43:42.395238Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

47f25208720db652a65fa8182c22d30a66758af417f8410a4b820cb2a1ab82ec

Aliases

arxiv: 2412.02016 · arxiv_version: 2412.02016v1 · doi: 10.48550/arxiv.2412.02016 · pith_short_12: I7ZFECDSBW3F · pith_short_16: I7ZFECDSBW3FFJS7 · pith_short_8: I7ZFECDS

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/I7ZFECDSBW3FFJS7VAMCYIWTBJ \
  | 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: 47f25208720db652a65fa8182c22d30a66758af417f8410a4b820cb2a1ab82ec

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "0244eec0bef5c535269ab14291ea9a8325576af57fbc376d0c3e780b3bdc610f",
    "cross_cats_sorted": [
      "cs.AI",
      "cs.GT"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2024-12-02T22:37:59Z",
    "title_canon_sha256": "22f026bd9ade843e17ec02d325cea9045cb6823036dd766eca99f88a2e0e98b2"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2412.02016",
    "kind": "arxiv",
    "version": 1
  }
}