Pith Number

pith:TPWMDCL5

pith:2024:TPWMDCL5B3PI4Q5HNKWTYIOP6S

not attested not anchored not stored refs pending

SF-DQN: Provable Knowledge Transfer using Successor Feature for Deep Reinforcement Learning

Heshan Devaka Fernando, Keerthiram Murugesan, Meng Wang, Miao Liu, Pin-Yu Chen, Shuai Zhang, Songtao Lu, Tianyi Chen

arxiv:2405.15920 v2 · 2024-05-24 · cs.LG · stat.ML

Open paper page JSON Open Graph Bundle Merged state Verified badge What is a Pith Number?

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{TPWMDCL5B3PI4Q5HNKWTYIOP6S}

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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

TRAM: Test-Time Risk Adaptation with Mixture of Agents

Receipt and verification

First computed	2026-07-05T09:10:00.008038Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

9becc1897d0ede8e43a76aad3c21cff4a4bf08ef092cc8a7a8ae2fc28c68c15e

Aliases

arxiv: 2405.15920 · arxiv_version: 2405.15920v2 · doi: 10.48550/arxiv.2405.15920 · pith_short_12: TPWMDCL5B3PI · pith_short_16: TPWMDCL5B3PI4Q5H · pith_short_8: TPWMDCL5

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/TPWMDCL5B3PI4Q5HNKWTYIOP6S \
  | 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: 9becc1897d0ede8e43a76aad3c21cff4a4bf08ef092cc8a7a8ae2fc28c68c15e

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "56331f585ecf43baf1574cd3604e35c9522aad2d4e44a7cd8bcd823fbc1d42f1",
    "cross_cats_sorted": [
      "stat.ML"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2024-05-24T20:30:14Z",
    "title_canon_sha256": "f9c8e013eeadf7d284366ea4f4896a79a74f9ab463d91049f89cb7a14b2a5901"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2405.15920",
    "kind": "arxiv",
    "version": 2
  }
}