{"state_type":"pith_open_graph_state","state_version":"1.0","pith_number":"pith:2017:UATKIAVNR7HHCDOTJD6BW6ZLHE","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":"25b8566438a1da4d973b4980b9c623018cef0b9428f6469a5698ea88383acfb0","cross_cats_sorted":[],"license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cs.CV","submitted_at":"2017-01-06T16:51:32Z","title_canon_sha256":"20c1193f0993f6616669a374708d5655a0a6952424cf2135023b8fc74ae206d7"},"schema_version":"1.0","source":{"id":"1701.01692","kind":"arxiv","version":1}},"source_aliases":[{"alias_kind":"arxiv","alias_value":"1701.01692","created_at":"2026-05-18T00:53:16Z"},{"alias_kind":"arxiv_version","alias_value":"1701.01692v1","created_at":"2026-05-18T00:53:16Z"},{"alias_kind":"doi","alias_value":"10.48550/arxiv.1701.01692","created_at":"2026-05-18T00:53:16Z"},{"alias_kind":"pith_short_12","alias_value":"UATKIAVNR7HH","created_at":"2026-05-18T12:31:46Z"},{"alias_kind":"pith_short_16","alias_value":"UATKIAVNR7HHCDOT","created_at":"2026-05-18T12:31:46Z"},{"alias_kind":"pith_short_8","alias_value":"UATKIAVN","created_at":"2026-05-18T12:31:46Z"}],"graph_snapshots":[{"event_id":"sha256:f96b833fc45fcb6d1e6bf88f00ddc810b88236473bae879eac3ef71e53282ca6","target":"graph","created_at":"2026-05-18T00:53:16Z","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"},"paper":{"abstract_excerpt":"We aim to study the modeling limitations of the commonly employed boosted decision trees classifier. Inspired by the success of large, data-hungry visual recognition models (e.g. deep convolutional neural networks), this paper focuses on the relationship between modeling capacity of the weak learners, dataset size, and dataset properties. A set of novel experiments on the Caltech Pedestrian Detection benchmark results in the best known performance among non-CNN techniques while operating at fast run-time speed. Furthermore, the performance is on par with deep architectures (9.71% log-average m","authors_text":"Eshed Ohn-Bar, Mohan M. Trivedi","cross_cats":[],"headline":"","license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cs.CV","submitted_at":"2017-01-06T16:51:32Z","title":"To Boost or Not to Boost? On the Limits of Boosted Trees for Object Detection"},"references":{"count":0,"internal_anchors":0,"resolved_work":0,"sample":[],"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57"},"source":{"id":"1701.01692","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":"sha256:1fe02990a49a78060128459397e641ac0d5937fe3ba21b2caeaa29174bd5ba23","target":"record","created_at":"2026-05-18T00:53:16Z","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":"25b8566438a1da4d973b4980b9c623018cef0b9428f6469a5698ea88383acfb0","cross_cats_sorted":[],"license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cs.CV","submitted_at":"2017-01-06T16:51:32Z","title_canon_sha256":"20c1193f0993f6616669a374708d5655a0a6952424cf2135023b8fc74ae206d7"},"schema_version":"1.0","source":{"id":"1701.01692","kind":"arxiv","version":1}},"canonical_sha256":"a026a402ad8fce710dd348fc1b7b2b39070ef6e0b4d216a82c2aa994a72db3b1","receipt":{"algorithm":"ed25519","builder_version":"pith-number-builder-2026-05-17-v1","canonical_sha256":"a026a402ad8fce710dd348fc1b7b2b39070ef6e0b4d216a82c2aa994a72db3b1","first_computed_at":"2026-05-18T00:53:16.213778Z","key_id":"pith-v1-2026-05","kind":"pith_receipt","last_reissued_at":"2026-05-18T00:53:16.213778Z","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","receipt_version":"0.3","signature_b64":"CX6080w61A+Ox8Eky/b23H9iNGW6MGssT+fiBat915XuH/IKtZmNpGy44S75FQYpEKRLWKRAz7y4jMykdgV2BQ==","signature_status":"signed_v1","signed_at":"2026-05-18T00:53:16.214240Z","signed_message":"canonical_sha256_bytes"},"source_id":"1701.01692","source_kind":"arxiv","source_version":1}}},"equivocations":[],"invalid_events":[],"applied_event_ids":["sha256:1fe02990a49a78060128459397e641ac0d5937fe3ba21b2caeaa29174bd5ba23","sha256:f96b833fc45fcb6d1e6bf88f00ddc810b88236473bae879eac3ef71e53282ca6"],"state_sha256":"55edbb45f08865a19172847ad3f6505d855a308ca9f7bc66c9222f8d22e3578a"}