Pith Number

pith:SKCF3QJI

pith:2026:SKCF3QJI5MAQIU6XXXNT4IDNGZ

not attested not anchored not stored refs pending

MATE: Solving Contextual Markov Decision Processes with Memory of Accumulated Transition Embeddings

Frank Chongwoo Park, Gene Chung, Himchan Hwang, Hyeokju Jeong, Sangwoong Yoon, Seungyeon Kim

arxiv:2605.17431 v1 · 2026-05-17 · 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{SKCF3QJI5MAQIU6XXXNT4IDNGZ}

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	2026-05-20T00:03:58.174662Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

92845dc128eb010453d7bddb3e206d3657bd21ca8b20f5dbcdb3475fdb9d7025

Aliases

arxiv: 2605.17431 · arxiv_version: 2605.17431v1 · doi: 10.48550/arxiv.2605.17431 · pith_short_12: SKCF3QJI5MAQ · pith_short_16: SKCF3QJI5MAQIU6X · pith_short_8: SKCF3QJI

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/SKCF3QJI5MAQIU6XXXNT4IDNGZ \
  | 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: 92845dc128eb010453d7bddb3e206d3657bd21ca8b20f5dbcdb3475fdb9d7025

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "5ec0a39d61bffa7a2de6924ccdf9d4e5097ca4518f421eace84d44d767d14b02",
    "cross_cats_sorted": [
      "cs.AI"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2026-05-17T12:52:54Z",
    "title_canon_sha256": "81e08949dbf42f9dd05113285d1e86341c4a92216aaeb7307bbed3e8b30f5a1d"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2605.17431",
    "kind": "arxiv",
    "version": 1
  }
}