{"bundle_type":"pith_open_graph_bundle","bundle_version":"1.0","pith_number":"pith:2025:6MPC4WTG36PRUM7YFPDGT5Q5KH","short_pith_number":"pith:6MPC4WTG","canonical_record":{"source":{"id":"2506.07060","kind":"arxiv","version":1},"metadata":{"license":"http://creativecommons.org/licenses/by/4.0/","primary_cat":"q-bio.NC","submitted_at":"2025-06-08T09:42:29Z","cross_cats_sorted":["cs.AI"],"title_canon_sha256":"9b05d109c4f880724fd40271b1993f9f00284205ac86185977ef00162d95fe8e","abstract_canon_sha256":"68ef2f3fa6ca446fcc07a8e0f013146d61bef4031aeb5caef018e521eaa3f4af"},"schema_version":"1.0"},"canonical_sha256":"f31e2e5a66df9f1a33f82bc669f61d51f6f706b56ca4d68f4b24275fd943abbb","source":{"kind":"arxiv","id":"2506.07060","version":1},"source_aliases":[{"alias_kind":"arxiv","alias_value":"2506.07060","created_at":"2026-07-05T11:18:00Z"},{"alias_kind":"arxiv_version","alias_value":"2506.07060v1","created_at":"2026-07-05T11:18:00Z"},{"alias_kind":"doi","alias_value":"10.48550/arxiv.2506.07060","created_at":"2026-07-05T11:18:00Z"},{"alias_kind":"pith_short_12","alias_value":"6MPC4WTG36PR","created_at":"2026-07-05T11:18:00Z"},{"alias_kind":"pith_short_16","alias_value":"6MPC4WTG36PRUM7Y","created_at":"2026-07-05T11:18:00Z"},{"alias_kind":"pith_short_8","alias_value":"6MPC4WTG","created_at":"2026-07-05T11:18:00Z"}],"events":[{"event_type":"record_created","subject_pith_number":"pith:2025:6MPC4WTG36PRUM7YFPDGT5Q5KH","target":"record","payload":{"canonical_record":{"source":{"id":"2506.07060","kind":"arxiv","version":1},"metadata":{"license":"http://creativecommons.org/licenses/by/4.0/","primary_cat":"q-bio.NC","submitted_at":"2025-06-08T09:42:29Z","cross_cats_sorted":["cs.AI"],"title_canon_sha256":"9b05d109c4f880724fd40271b1993f9f00284205ac86185977ef00162d95fe8e","abstract_canon_sha256":"68ef2f3fa6ca446fcc07a8e0f013146d61bef4031aeb5caef018e521eaa3f4af"},"schema_version":"1.0"},"canonical_sha256":"f31e2e5a66df9f1a33f82bc669f61d51f6f706b56ca4d68f4b24275fd943abbb","receipt":{"kind":"pith_receipt","key_id":"pith-v1-2026-05","algorithm":"ed25519","signed_at":"2026-07-05T11:18:00.605566Z","signature_b64":"a4OWsUrHu74+x9+5s+n7WmDxkAKu3KeeTNDKazszI3RhVhzjonsxdRPB0wyauFxnljklzuZZsWmJpLQVPLa6BQ==","signed_message":"canonical_sha256_bytes","builder_version":"pith-number-builder-2026-05-17-v1","receipt_version":"0.3","canonical_sha256":"f31e2e5a66df9f1a33f82bc669f61d51f6f706b56ca4d68f4b24275fd943abbb","last_reissued_at":"2026-07-05T11:18:00.605103Z","signature_status":"signed_v1","first_computed_at":"2026-07-05T11:18:00.605103Z","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54"},"source_kind":"arxiv","source_id":"2506.07060","source_version":1,"attestation_state":"computed"},"signer":{"signer_id":"pith.science","signer_type":"pith_registry","key_id":"pith-v1-2026-05","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54"},"created_at":"2026-07-05T11:18:00Z","supersedes":[],"prev_event":null,"signature":{"signature_status":"signed_v1","algorithm":"ed25519","key_id":"pith-v1-2026-05","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","signature_b64":"i8V2kuzuQlR2t826azCsCn6RHXyyIHCGBKKtKWi/2N6XZDzKReE1NW0o9uDGbgdBr7u37b5+2b/MaNRqVNirBw==","signed_message":"open_graph_event_sha256_bytes","signed_at":"2026-07-06T18:40:57.293372Z"},"content_sha256":"79a41e2032819ea36db25be1bfe20414ca3f518214fcfd989114fcefe5d529b4","schema_version":"1.0","event_id":"sha256:79a41e2032819ea36db25be1bfe20414ca3f518214fcfd989114fcefe5d529b4"},{"event_type":"graph_snapshot","subject_pith_number":"pith:2025:6MPC4WTG36PRUM7YFPDGT5Q5KH","target":"graph","payload":{"graph_snapshot":{"paper":{"title":"Less is More: some Computational Principles based on Parcimony, and Limitations of Natural Intelligence","license":"http://creativecommons.org/licenses/by/4.0/","headline":"","cross_cats":["cs.AI"],"primary_cat":"q-bio.NC","authors_text":"Alexandre Pitti, Ichiro Tsuda, Laura Cohen, Lilyana Petrova, Syd Reynal, Xavier Hinaut","submitted_at":"2025-06-08T09:42:29Z","abstract_excerpt":"Natural intelligence (NI) consistently achieves more with less. Infants learn language, develop abstract concepts, and acquire sensorimotor skills from sparse data, all within tight neural and energy limits. In contrast, today's AI relies on virtually unlimited computational power, energy, and data to reach high performance. This paper argues that constraints in NI are paradoxically catalysts for efficiency, adaptability, and creativity. We first show how limited neural bandwidth promotes concise codes that still capture complex patterns. Spiking neurons, hierarchical structures, and symbolic-"},"claims":{"count":0,"items":[],"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57"},"source":{"id":"2506.07060","kind":"arxiv","version":1},"verdict":{"id":null,"model_set":{},"created_at":null,"strongest_claim":"","one_line_summary":"","pipeline_version":null,"weakest_assumption":"","pith_extraction_headline":""},"integrity":{"clean":true,"summary":{"advisory":0,"critical":0,"by_detector":{},"informational":0},"endpoint":"/pith/2506.07060/integrity.json","findings":[],"available":true,"detectors_run":[],"snapshot_sha256":"c28c3603d3b5d939e8dc4c7e95fa8dfce3d595e45f758748cecf8e644a296938"},"references":{"count":0,"sample":[],"resolved_work":0,"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57","internal_anchors":0},"formal_canon":{"evidence_count":0,"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57"},"author_claims":{"count":0,"strong_count":0,"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57"},"builder_version":"pith-number-builder-2026-05-17-v1"},"verdict_id":null},"signer":{"signer_id":"pith.science","signer_type":"pith_registry","key_id":"pith-v1-2026-05","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54"},"created_at":"2026-07-05T11:18:00Z","supersedes":[],"prev_event":null,"signature":{"signature_status":"signed_v1","algorithm":"ed25519","key_id":"pith-v1-2026-05","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","signature_b64":"mTBUdJR9DXsqoR7l13pbSP0T/GWevgxP97ci/l2U0qOtmm3ypw6QJNideDbqX/71jlhdlaQoWoLk7UM8YD59Bw==","signed_message":"open_graph_event_sha256_bytes","signed_at":"2026-07-06T18:40:57.293760Z"},"content_sha256":"12d8c987298ac4656399ff05b7b43c17414d696e401b08b3124e94a3135257cb","schema_version":"1.0","event_id":"sha256:12d8c987298ac4656399ff05b7b43c17414d696e401b08b3124e94a3135257cb"}],"timestamp_proofs":[],"mirror_hints":[{"mirror_type":"https","name":"Pith Resolver","base_url":"https://pith.science","bundle_url":"https://pith.science/pith/6MPC4WTG36PRUM7YFPDGT5Q5KH/bundle.json","state_url":"https://pith.science/pith/6MPC4WTG36PRUM7YFPDGT5Q5KH/state.json","well_known_bundle_url":"https://pith.science/.well-known/pith/6MPC4WTG36PRUM7YFPDGT5Q5KH/bundle.json","status":"primary"}],"public_keys":[{"key_id":"pith-v1-2026-05","algorithm":"ed25519","format":"raw","public_key_b64":"stVStoiQhXFxp4s2pdzPNoqVNBMojDU/fJ2db5S3CbM=","public_key_hex":"b2d552b68890857171a78b36a5dccf368a953413288c353f7c9d9d6f94b709b3","fingerprint_sha256_b32_first128bits":"RVFV5Z2OI2J3ZUO7ERDEBCYNKS","fingerprint_sha256_hex":"8d4b5ee74e4693bcd1df2446408b0d54","rotates_at":null,"url":"https://pith.science/pith-signing-key.json","notes":"Pith uses this Ed25519 key to sign canonical record SHA-256 digests. Verify with: ed25519_verify(public_key, message=canonical_sha256_bytes, signature=base64decode(signature_b64))."}],"merge_version":"pith-open-graph-merge-v1","built_at":"2026-07-06T18:40:57Z","links":{"resolver":"https://pith.science/pith/6MPC4WTG36PRUM7YFPDGT5Q5KH","bundle":"https://pith.science/pith/6MPC4WTG36PRUM7YFPDGT5Q5KH/bundle.json","state":"https://pith.science/pith/6MPC4WTG36PRUM7YFPDGT5Q5KH/state.json","well_known_bundle":"https://pith.science/.well-known/pith/6MPC4WTG36PRUM7YFPDGT5Q5KH/bundle.json"},"state":{"state_type":"pith_open_graph_state","state_version":"1.0","pith_number":"pith:2025:6MPC4WTG36PRUM7YFPDGT5Q5KH","merge_version":"pith-open-graph-merge-v1","event_count":2,"valid_event_count":2,"invalid_event_count":0,"equivocation_count":0,"current":{"canonical_record":{"metadata":{"abstract_canon_sha256":"68ef2f3fa6ca446fcc07a8e0f013146d61bef4031aeb5caef018e521eaa3f4af","cross_cats_sorted":["cs.AI"],"license":"http://creativecommons.org/licenses/by/4.0/","primary_cat":"q-bio.NC","submitted_at":"2025-06-08T09:42:29Z","title_canon_sha256":"9b05d109c4f880724fd40271b1993f9f00284205ac86185977ef00162d95fe8e"},"schema_version":"1.0","source":{"id":"2506.07060","kind":"arxiv","version":1}},"source_aliases":[{"alias_kind":"arxiv","alias_value":"2506.07060","created_at":"2026-07-05T11:18:00Z"},{"alias_kind":"arxiv_version","alias_value":"2506.07060v1","created_at":"2026-07-05T11:18:00Z"},{"alias_kind":"doi","alias_value":"10.48550/arxiv.2506.07060","created_at":"2026-07-05T11:18:00Z"},{"alias_kind":"pith_short_12","alias_value":"6MPC4WTG36PR","created_at":"2026-07-05T11:18:00Z"},{"alias_kind":"pith_short_16","alias_value":"6MPC4WTG36PRUM7Y","created_at":"2026-07-05T11:18:00Z"},{"alias_kind":"pith_short_8","alias_value":"6MPC4WTG","created_at":"2026-07-05T11:18:00Z"}],"graph_snapshots":[{"event_id":"sha256:12d8c987298ac4656399ff05b7b43c17414d696e401b08b3124e94a3135257cb","target":"graph","created_at":"2026-07-05T11:18:00Z","signer":{"key_id":"pith-v1-2026-05","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","signer_id":"pith.science","signer_type":"pith_registry"},"payload":{"graph_snapshot":{"author_claims":{"count":0,"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57","strong_count":0},"builder_version":"pith-number-builder-2026-05-17-v1","claims":{"count":0,"items":[],"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57"},"formal_canon":{"evidence_count":0,"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57"},"integrity":{"available":true,"clean":true,"detectors_run":[],"endpoint":"/pith/2506.07060/integrity.json","findings":[],"snapshot_sha256":"c28c3603d3b5d939e8dc4c7e95fa8dfce3d595e45f758748cecf8e644a296938","summary":{"advisory":0,"by_detector":{},"critical":0,"informational":0}},"paper":{"abstract_excerpt":"Natural intelligence (NI) consistently achieves more with less. Infants learn language, develop abstract concepts, and acquire sensorimotor skills from sparse data, all within tight neural and energy limits. In contrast, today's AI relies on virtually unlimited computational power, energy, and data to reach high performance. This paper argues that constraints in NI are paradoxically catalysts for efficiency, adaptability, and creativity. We first show how limited neural bandwidth promotes concise codes that still capture complex patterns. Spiking neurons, hierarchical structures, and symbolic-","authors_text":"Alexandre Pitti, Ichiro Tsuda, Laura Cohen, Lilyana Petrova, Syd Reynal, Xavier Hinaut","cross_cats":["cs.AI"],"headline":"","license":"http://creativecommons.org/licenses/by/4.0/","primary_cat":"q-bio.NC","submitted_at":"2025-06-08T09:42:29Z","title":"Less is More: some Computational Principles based on Parcimony, and Limitations of Natural Intelligence"},"references":{"count":0,"internal_anchors":0,"resolved_work":0,"sample":[],"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57"},"source":{"id":"2506.07060","kind":"arxiv","version":1},"verdict":{"created_at":null,"id":null,"model_set":{},"one_line_summary":"","pipeline_version":null,"pith_extraction_headline":"","strongest_claim":"","weakest_assumption":""}},"verdict_id":null}}],"author_attestations":[],"timestamp_anchors":[],"storage_attestations":[],"citation_signatures":[],"replication_records":[],"corrections":[],"mirror_hints":[],"record_created":{"event_id":"sha256:79a41e2032819ea36db25be1bfe20414ca3f518214fcfd989114fcefe5d529b4","target":"record","created_at":"2026-07-05T11:18:00Z","signer":{"key_id":"pith-v1-2026-05","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","signer_id":"pith.science","signer_type":"pith_registry"},"payload":{"attestation_state":"computed","canonical_record":{"metadata":{"abstract_canon_sha256":"68ef2f3fa6ca446fcc07a8e0f013146d61bef4031aeb5caef018e521eaa3f4af","cross_cats_sorted":["cs.AI"],"license":"http://creativecommons.org/licenses/by/4.0/","primary_cat":"q-bio.NC","submitted_at":"2025-06-08T09:42:29Z","title_canon_sha256":"9b05d109c4f880724fd40271b1993f9f00284205ac86185977ef00162d95fe8e"},"schema_version":"1.0","source":{"id":"2506.07060","kind":"arxiv","version":1}},"canonical_sha256":"f31e2e5a66df9f1a33f82bc669f61d51f6f706b56ca4d68f4b24275fd943abbb","receipt":{"algorithm":"ed25519","builder_version":"pith-number-builder-2026-05-17-v1","canonical_sha256":"f31e2e5a66df9f1a33f82bc669f61d51f6f706b56ca4d68f4b24275fd943abbb","first_computed_at":"2026-07-05T11:18:00.605103Z","key_id":"pith-v1-2026-05","kind":"pith_receipt","last_reissued_at":"2026-07-05T11:18:00.605103Z","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","receipt_version":"0.3","signature_b64":"a4OWsUrHu74+x9+5s+n7WmDxkAKu3KeeTNDKazszI3RhVhzjonsxdRPB0wyauFxnljklzuZZsWmJpLQVPLa6BQ==","signature_status":"signed_v1","signed_at":"2026-07-05T11:18:00.605566Z","signed_message":"canonical_sha256_bytes"},"source_id":"2506.07060","source_kind":"arxiv","source_version":1}}},"equivocations":[],"invalid_events":[],"applied_event_ids":["sha256:79a41e2032819ea36db25be1bfe20414ca3f518214fcfd989114fcefe5d529b4","sha256:12d8c987298ac4656399ff05b7b43c17414d696e401b08b3124e94a3135257cb"],"state_sha256":"458995783cd86539ebed1489fb86fc74e567aa3fb1d4226d296cf93d5b17cd5f"},"bundle_signature":{"signature_status":"signed_v1","algorithm":"ed25519","key_id":"pith-v1-2026-05","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","signature_b64":"wpCMjEwUq7/0/sp07eFvh8KgMffxbk1LVxgIwR6E/zDPan5cEjIfPZGtGdw/uldEuYKcEaTAihXuCG352HQkAQ==","signed_message":"bundle_sha256_bytes","signed_at":"2026-07-06T18:40:57.295752Z","bundle_sha256":"e79c45bb6119e67dbb16b3a17814ad0838d90a10b5f611c4184a6ae07a583d49"}}