Pith Number

pith:B6OUIDWC

pith:2025:B6OUIDWCBDW4WMLSC5O43PW652

not attested not anchored not stored refs pending

Learning What Matters Now: A Dual-Critic Context-Aware RL Framework for Priority-Driven Information Gain

Adolfo Perrusquia, Dimitris Panagopoulos, Weisi Guo

arxiv:2506.06786 v1 · 2025-06-07 · 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{B6OUIDWCBDW4WMLSC5O43PW652}

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.

Receipt and verification

First computed	2026-07-05T11:17:55.617110Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

0f9d440ec208edcb3172175dcdbedeee9f756454c2c3dae9cc9b5925e42a9abd

Aliases

arxiv: 2506.06786 · arxiv_version: 2506.06786v1 · doi: 10.48550/arxiv.2506.06786 · pith_short_12: B6OUIDWCBDW4 · pith_short_16: B6OUIDWCBDW4WMLS · pith_short_8: B6OUIDWC

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/B6OUIDWCBDW4WMLSC5O43PW652 \
  | 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: 0f9d440ec208edcb3172175dcdbedeee9f756454c2c3dae9cc9b5925e42a9abd

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "86e2b03e826447ca93f94f7a2bdb844d690f90f8de014f8439808317a1822056",
    "cross_cats_sorted": [],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.AI",
    "submitted_at": "2025-06-07T12:55:10Z",
    "title_canon_sha256": "f6729a9580ce4a84bf9e4ba777ab016ab2d94d3579644e9eadbe4155ad3c77d3"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2506.06786",
    "kind": "arxiv",
    "version": 1
  }
}