Pith Number

pith:VDNFQFC5

pith:2019:VDNFQFC5EWMUNM726GHO2XITL3

not attested not anchored not stored refs pending

Federated Transfer Reinforcement Learning for Autonomous Driving

Ming Liu, Qiang Yang, Tianjian Chen, Xinle Liang, Yang Liu

arxiv:1910.06001 v1 · 2019-10-14 · cs.LG · cs.AI · cs.RO

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\usepackage{pith}
\pithnumber{VDNFQFC5EWMUNM726GHO2XITL3}

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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

Sample-efficient Transfer Reinforcement Learning via Adaptive Reward Shaping and Policy-Ratio Reweighting Strategy

Receipt and verification

First computed	2026-07-05T00:11:43.375023Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

a8da58145d259946b3faf18eed5d135ee72f9200122a3550ffabeec000e6af1b

Aliases

arxiv: 1910.06001 · arxiv_version: 1910.06001v1 · doi: 10.48550/arxiv.1910.06001 · pith_short_12: VDNFQFC5EWMU · pith_short_16: VDNFQFC5EWMUNM72 · pith_short_8: VDNFQFC5

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/VDNFQFC5EWMUNM726GHO2XITL3 \
  | 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: a8da58145d259946b3faf18eed5d135ee72f9200122a3550ffabeec000e6af1b

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "3b19019fe504cba51c29f06c36997a122a8884c73447cf02e0288ab18d254344",
    "cross_cats_sorted": [
      "cs.AI",
      "cs.RO"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2019-10-14T09:15:31Z",
    "title_canon_sha256": "686bac903ffd33c398586b697c957061aab6adcff0adee85bd8c27ea1cedbdd2"
  },
  "schema_version": "1.0",
  "source": {
    "id": "1910.06001",
    "kind": "arxiv",
    "version": 1
  }
}