Pith Number

pith:SC5JP674

pith:2024:SC5JP674CIUXVPVGXGW24XMH6L

not attested not anchored not stored refs pending

Pareto-Optimal Learning from Preferences with Hidden Context

Lee Spector, Li Ding, Ryan Bahlous-Boldi, Scott Niekum

arxiv:2406.15599 v2 · 2024-06-21 · 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{SC5JP674CIUXVPVGXGW24XMH6L}

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

Few-shot Steerable Alignment: Adapting Rewards and LLM Policies with Neural Processes

Receipt and verification

First computed	2026-07-05T10:10:41.406854Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

90ba97fbfc12297abea6b9adae5d87f2ecde644e3edff7d32000398c83f19916

Aliases

arxiv: 2406.15599 · arxiv_version: 2406.15599v2 · doi: 10.48550/arxiv.2406.15599 · pith_short_12: SC5JP674CIUX · pith_short_16: SC5JP674CIUXVPVG · pith_short_8: SC5JP674

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/SC5JP674CIUXVPVGXGW24XMH6L \
  | 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: 90ba97fbfc12297abea6b9adae5d87f2ecde644e3edff7d32000398c83f19916

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "4628beaa4e2aa1acb53750d94d8d4089713a54c2311cb9e189e15cd6b86298c4",
    "cross_cats_sorted": [
      "cs.AI"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2024-06-21T18:57:38Z",
    "title_canon_sha256": "48d1a26caf8152e778f210930d216ea8a54f801b5b83d28c05ab4303d4f95d5c"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2406.15599",
    "kind": "arxiv",
    "version": 2
  }
}