Pith Number

pith:E3T6Q6SH

pith:2025:E3T6Q6SH7VAGMYXKLESUACUXUJ

not attested not anchored not stored refs pending

TD-MPC-Opt: Distilling Model-Based Multi-Task Reinforcement Learning Agents

Dmytro Kuzmenko, Nadiya Shvai

arxiv:2507.01823 v1 · 2025-07-02 · cs.LG · cs.RO

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{E3T6Q6SH7VAGMYXKLESUACUXUJ}

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	2026-07-05T11:30:55.917276Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

26e7e87a47fd406662ea5925400a97a27140fc001abd3b706cd46334c019644a

Aliases

arxiv: 2507.01823 · arxiv_version: 2507.01823v1 · doi: 10.48550/arxiv.2507.01823 · pith_short_12: E3T6Q6SH7VAG · pith_short_16: E3T6Q6SH7VAGMYXK · pith_short_8: E3T6Q6SH

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/E3T6Q6SH7VAGMYXKLESUACUXUJ \
  | 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: 26e7e87a47fd406662ea5925400a97a27140fc001abd3b706cd46334c019644a

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "bf871f96011effdfe1e80d216d647e564b916d3c55303428897988849332eaa5",
    "cross_cats_sorted": [
      "cs.RO"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2025-07-02T15:38:49Z",
    "title_canon_sha256": "a77e296d40996bcd3d79b0713d3b7fc8587c532959ebe53ae0d7a58f2809c21b"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2507.01823",
    "kind": "arxiv",
    "version": 1
  }
}