Pith Number

pith:M45JHMO6

pith:2024:M45JHMO6WCTIBRNPTTE6OUOHGX

not attested not anchored not stored refs pending

Markov Balance Satisfaction Improves Performance in Strictly Batch Offline Imitation Learning

Ashutosh Nayyar, Nathan Dahlin, Rahul Jain, Rishabh Agrawal

arxiv:2408.09125 v1 · 2024-08-17 · cs.LG · cs.AI

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{M45JHMO6WCTIBRNPTTE6OUOHGX}

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	2026-07-05T08:56:28.414540Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

673a93b1deb0a680c5af9cc9e751c735e3499bcf042b7aa9c7f222daa5e65a34

Aliases

arxiv: 2408.09125 · arxiv_version: 2408.09125v1 · doi: 10.48550/arxiv.2408.09125 · pith_short_12: M45JHMO6WCTI · pith_short_16: M45JHMO6WCTIBRNP · pith_short_8: M45JHMO6

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/M45JHMO6WCTIBRNPTTE6OUOHGX \
  | 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: 673a93b1deb0a680c5af9cc9e751c735e3499bcf042b7aa9c7f222daa5e65a34

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "b765a40396541ce11d814153f1e68fa0da0746d8353fd17960fab2b609da7e49",
    "cross_cats_sorted": [
      "cs.AI"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2024-08-17T07:17:19Z",
    "title_canon_sha256": "5a743741765691f4d3f835c2afde3e7a3aef3c609f475928ab34718ddcc92104"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2408.09125",
    "kind": "arxiv",
    "version": 1
  }
}