Pith Number

pith:OMFV3D65

pith:2024:OMFV3D65LGIT4VTL3U56K6FDSZ

not attested not anchored not stored refs pending

Curricula for Learning Robust Policies with Factored State Representations in Changing Environments

\"Ozg\"ur \c{S}im\c{s}ek, Panayiotis Panayiotou

arxiv:2409.09169 v2 · 2024-09-13 · 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{OMFV3D65LGIT4VTL3U56K6FDSZ}

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	2026-07-05T09:09:06.736739Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

730b5d8fdd59913e566bdd3be578a3966ebaed1d89adf56542540b53969a1b11

Aliases

arxiv: 2409.09169 · arxiv_version: 2409.09169v2 · doi: 10.48550/arxiv.2409.09169 · pith_short_12: OMFV3D65LGIT · pith_short_16: OMFV3D65LGIT4VTL · pith_short_8: OMFV3D65

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/OMFV3D65LGIT4VTL3U56K6FDSZ \
  | 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: 730b5d8fdd59913e566bdd3be578a3966ebaed1d89adf56542540b53969a1b11

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "e0fdcd52dbfeef98449cc4a384b3b4667440dcbe31789cd871f8cc9513f51a33",
    "cross_cats_sorted": [
      "cs.AI"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2024-09-13T19:58:43Z",
    "title_canon_sha256": "42d18a3ba8707ebcd584ec680f4c9082f16da83b52210475510d994a621fc246"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2409.09169",
    "kind": "arxiv",
    "version": 2
  }
}