Pith Number

pith:KSHR2X5B

pith:2025:KSHR2X5BJTXD7QON55ASWTR5HV

not attested not anchored not stored refs pending

Distilling Reinforcement Learning Algorithms for In-Context Model-Based Planning

Gunhee Kim, Jaehyeon Son, Soochan Lee

arxiv:2502.19009 v1 · 2025-02-26 · 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{KSHR2X5BJTXD7QON55ASWTR5HV}

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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

1 paper in Pith

Reinforcement Learning Foundation Models Should Already Be A Thing

Receipt and verification

First computed	2026-07-05T10:20:24.838526Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

548f1d5fa14cee3fc1cdef412b4e3d3d7f48b542f0a0b05c06d5e4c30fa15e8c

Aliases

arxiv: 2502.19009 · arxiv_version: 2502.19009v1 · doi: 10.48550/arxiv.2502.19009 · pith_short_12: KSHR2X5BJTXD · pith_short_16: KSHR2X5BJTXD7QON · pith_short_8: KSHR2X5B

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/KSHR2X5BJTXD7QON55ASWTR5HV \
  | 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: 548f1d5fa14cee3fc1cdef412b4e3d3d7f48b542f0a0b05c06d5e4c30fa15e8c

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "4c67fa2abb6a39c9d33912c5da5a13418f54fc63f8c2cf5bef2315cf13b4d1ab",
    "cross_cats_sorted": [
      "cs.AI"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2025-02-26T10:16:57Z",
    "title_canon_sha256": "4fe9be9028471acdecff0c169db522a472ca32bf7623b405c1e08771cff2c847"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2502.19009",
    "kind": "arxiv",
    "version": 1
  }
}