Pith Number

pith:D3HMHTAI

pith:2024:D3HMHTAINQNELCH7AT3BRODNTF

not attested not anchored not stored refs pending

Beyond Numeric Rewards: In-Context Dueling Bandits with LLM Agents

Fanzeng Xia, Hao Liu, Tongxin Li, Yisong Yue

arxiv:2407.01887 v4 · 2024-07-02 · cs.LG · cs.AI · cs.CL

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{D3HMHTAINQNELCH7AT3BRODNTF}

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

Multi-Drafter Speculative Decoding with Alignment Feedback

Receipt and verification

First computed	2026-07-05T11:18:13.128119Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

1ecec3cc086c1a4588ff04f618b86d99404ee26942073a25389dfc1c67d14a31

Aliases

arxiv: 2407.01887 · arxiv_version: 2407.01887v4 · doi: 10.48550/arxiv.2407.01887 · pith_short_12: D3HMHTAINQNE · pith_short_16: D3HMHTAINQNELCH7 · pith_short_8: D3HMHTAI

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/D3HMHTAINQNELCH7AT3BRODNTF \
  | 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: 1ecec3cc086c1a4588ff04f618b86d99404ee26942073a25389dfc1c67d14a31

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "40f8afb223dacde3ffd310ed67ebff42446a321951855fe47cd35dca04b92732",
    "cross_cats_sorted": [
      "cs.AI",
      "cs.CL"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2024-07-02T02:18:14Z",
    "title_canon_sha256": "bc8573cefdece7b13d649a3ccc0c422df6ccfa8fff00c5d91d9b0c5fe2f45a05"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2407.01887",
    "kind": "arxiv",
    "version": 4
  }
}