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Pith Number

pith:7E6VPY7D

pith:2019:7E6VPY7DJRHRDYJ3BAL7KSA2MI
not attested not anchored not stored refs pending

Interactive Learning of Environment Dynamics for Sequential Tasks

Bei Peng, David L. Roberts, Matthew E. Taylor, Michael L. Littman, Robert Loftin

arxiv:1907.08478 v1 · 2019-07-19 · cs.AI · cs.HC

Add to your LaTeX paper
\usepackage{pith}
\pithnumber{7E6VPY7DJRHRDYJ3BAL7KSA2MI}

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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.
Receipt and verification
First computed 2026-05-17T23:40:09.716835Z
Builder pith-number-builder-2026-05-17-v1
Signature Pith Ed25519 (pith-v1-2026-05) · public key
Schema pith-number/v1.0

Canonical hash

f93d57e3e34c4f11e13b0817f5481a622f06d39d8738bb9943478b71647dd9a3

Aliases

arxiv: 1907.08478 · arxiv_version: 1907.08478v1 · doi: 10.48550/arxiv.1907.08478 · pith_short_12: 7E6VPY7DJRHR · pith_short_16: 7E6VPY7DJRHRDYJ3 · pith_short_8: 7E6VPY7D
Agent API
Verify this Pith Number yourself
curl -sH 'Accept: application/ld+json' https://pith.science/pith/7E6VPY7DJRHRDYJ3BAL7KSA2MI \
  | 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: f93d57e3e34c4f11e13b0817f5481a622f06d39d8738bb9943478b71647dd9a3
Canonical record JSON
{
  "metadata": {
    "abstract_canon_sha256": "8119220fb9f7a3fdd3fb58ab078b33f168f3b94c7fc7b27ac5e78f2f2d28fbc5",
    "cross_cats_sorted": [
      "cs.HC"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.AI",
    "submitted_at": "2019-07-19T12:15:53Z",
    "title_canon_sha256": "0dcb1fd6c363b5884f08215cc80db8903234c93207706506eb09febf2c1951c9"
  },
  "schema_version": "1.0",
  "source": {
    "id": "1907.08478",
    "kind": "arxiv",
    "version": 1
  }
}