Pith Number

pith:IUD63DKH

pith:2024:IUD63DKHPXO7BPJJL5E2WIABAY

not attested not anchored not stored refs pending

BRAIn: Bayesian Reward-conditioned Amortized Inference for natural language generation from feedback

Asim Munawar, Dinesh Raghu, Gaurav Pandey, Guangxuan Xu, Mayank Mishra, Ram\'on Fernandez Astudillo, Sachindra Joshi, Tahira Naseem, Yatin Nandwani

arxiv:2402.02479 v2 · 2024-02-04 · cs.LG · cs.AI · cs.CL · cs.HC

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{IUD63DKHPXO7BPJJL5E2WIABAY}

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

PIPA: Preference Alignment as Prior-Informed Statistical Estimation

Receipt and verification

First computed	2026-07-05T08:29:21.226931Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

4507ed8d477dddf0bd295f49ab2001060bc5a7f5f0efc77c9609e577847db2de

Aliases

arxiv: 2402.02479 · arxiv_version: 2402.02479v2 · doi: 10.48550/arxiv.2402.02479 · pith_short_12: IUD63DKHPXO7 · pith_short_16: IUD63DKHPXO7BPJJ · pith_short_8: IUD63DKH

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/IUD63DKHPXO7BPJJL5E2WIABAY \
  | 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: 4507ed8d477dddf0bd295f49ab2001060bc5a7f5f0efc77c9609e577847db2de

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "60baa0ee91cdd14b4d2c5670a17218fff355c74addd459067fafc0b1567dcca2",
    "cross_cats_sorted": [
      "cs.AI",
      "cs.CL",
      "cs.HC"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2024-02-04T13:16:29Z",
    "title_canon_sha256": "8fe3cb29be6804998c0a79b5c6deae41a96e8bdc5c89fe6f70d7be265cd2d8bc"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2402.02479",
    "kind": "arxiv",
    "version": 2
  }
}