Pith Number

pith:TAPZT2LQ

pith:2024:TAPZT2LQKDPYU6772EVUUDQUBA

not attested not anchored not stored refs pending

Parameter Efficient Reinforcement Learning from Human Feedback

Abhinav Rastogi, Alex Hutcheson, Bill Byrne, Bowen Li, Christiane Ahlheim, Hakim Sidahmed, Hassan Mansoor, Jarvis Jin, Jessica Hoffmann, Lucas Dixon, Roman Komarytsia, Samrat Phatale, Saravanan Ganesh, Simral Chaudhary, Wei Li, Yonghao Zhu, Zac Yu, Zhang Chen, Zhuonan Lin

arxiv:2403.10704 v2 · 2024-03-15 · 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{TAPZT2LQKDPYU6772EVUUDQUBA}

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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

3 papers in Pith

Vision-driven Preference Synthesis for Mitigating Hallucinations in VLMs

PERSA: Reinforcement Learning for Professor-Style Personalized Feedback with LLMs

Conjunctive Prompt Attacks in Multi-Agent LLM Systems

Receipt and verification

First computed	2026-07-05T09:06:25.555606Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

981f99e97050df8a7bffd12b4a0e140808439cfa93f0b2451e0b60b638dfe88e

Aliases

arxiv: 2403.10704 · arxiv_version: 2403.10704v2 · doi: 10.48550/arxiv.2403.10704 · pith_short_12: TAPZT2LQKDPY · pith_short_16: TAPZT2LQKDPYU677 · pith_short_8: TAPZT2LQ

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/TAPZT2LQKDPYU6772EVUUDQUBA \
  | 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: 981f99e97050df8a7bffd12b4a0e140808439cfa93f0b2451e0b60b638dfe88e

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "f71679c64b13faff4d32b5600172af2278240b581f70e675e1934ad4f99cd011",
    "cross_cats_sorted": [
      "cs.AI",
      "cs.CL"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2024-03-15T21:43:46Z",
    "title_canon_sha256": "1144e2e116f9fe11b9352c5cbdf0dfbb319446bcc381a67bbef6a344bacb86f7"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2403.10704",
    "kind": "arxiv",
    "version": 2
  }
}