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Pith Number

pith:T4S57HPG

pith:2016:T4S57HPG4HI6MDL7LNXUO3XWLX
not attested not anchored not stored refs pending

Theoretically-Grounded Policy Advice from Multiple Teachers in Reinforcement Learning Settings with Applications to Negative Transfer

Haitham Bou Ammar, Matthew E. Taylor, Yusen Zhan

arxiv:1604.03986 v1 · 2016-04-13 · cs.LG

Add to your LaTeX paper
\usepackage{pith}
\pithnumber{T4S57HPG4HI6MDL7LNXUO3XWLX}

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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 2026-05-18T01:17:07.014962Z
Builder pith-number-builder-2026-05-17-v1
Signature Pith Ed25519 (pith-v1-2026-05) · public key
Schema pith-number/v1.0

Canonical hash

9f25df9de6e1d1e60d7f5b6f476ef65de0fd943d34964e490d661accf23012c0

Aliases

arxiv: 1604.03986 · arxiv_version: 1604.03986v1 · doi: 10.48550/arxiv.1604.03986 · pith_short_12: T4S57HPG4HI6 · pith_short_16: T4S57HPG4HI6MDL7 · pith_short_8: T4S57HPG
Agent API
Verify this Pith Number yourself
curl -sH 'Accept: application/ld+json' https://pith.science/pith/T4S57HPG4HI6MDL7LNXUO3XWLX \
  | 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: 9f25df9de6e1d1e60d7f5b6f476ef65de0fd943d34964e490d661accf23012c0
Canonical record JSON
{
  "metadata": {
    "abstract_canon_sha256": "c9874af6967310f08f48d9b4693d3dbc5ff793a47c0645c238ea56176c46368c",
    "cross_cats_sorted": [],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2016-04-13T22:13:52Z",
    "title_canon_sha256": "c8aa6739760080bd7e29adf8ed41aa4a29497d7a93e8da46232c3667edaf2ab3"
  },
  "schema_version": "1.0",
  "source": {
    "id": "1604.03986",
    "kind": "arxiv",
    "version": 1
  }
}