Pith Number

pith:TTCFDMFJ

pith:2023:TTCFDMFJZL3RCK6DL33MFCZNE3

not attested not anchored not stored refs pending

Multi-objective Reinforcement Learning with Nonlinear Preferences: Provable Approximation for Maximizing Expected Scalarized Return

Brandon Fain, Muhang Tian, Nianli Peng

arxiv:2311.02544 v4 · 2023-11-05 · 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{TTCFDMFJZL3RCK6DL33MFCZNE3}

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.

Cited by

1 paper in Pith

AETDICE: Unified Framework and Offline Optimization for Nonlinear Multi-Objective RL

Receipt and verification

First computed	2026-07-05T10:15:41.851957Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

9cc451b0a9caf7112bc35ef6c28b2d26d998af80f3240253348df443ae39af94

Aliases

arxiv: 2311.02544 · arxiv_version: 2311.02544v4 · doi: 10.48550/arxiv.2311.02544 · pith_short_12: TTCFDMFJZL3R · pith_short_16: TTCFDMFJZL3RCK6D · pith_short_8: TTCFDMFJ

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/TTCFDMFJZL3RCK6DL33MFCZNE3 \
  | 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: 9cc451b0a9caf7112bc35ef6c28b2d26d998af80f3240253348df443ae39af94

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "710259c0156dbe78c63c4eed3f3f645fb0a88b2cdf92e5a756613dc5d3edf468",
    "cross_cats_sorted": [
      "cs.AI"
    ],
    "license": "http://creativecommons.org/licenses/by-nc-sa/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2023-11-05T02:11:07Z",
    "title_canon_sha256": "394bbbf50c20b7d8c195075a4b03aab368cf4244242702481bb7e19dd592a42e"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2311.02544",
    "kind": "arxiv",
    "version": 4
  }
}